[WIP] TakeExecute for FilterArray

[robert3005]

This seems to be an improvement if the take array is small. Falls over if we are taking too many indices. Needs more investigation before can be integrated

Signed-off-by: Robert Kruszewski github@robertk.io

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	2a6b29b		1	Explore Profiling Data

Previous Runs (1)

Status	Commit	Job	Attempt	Link
🟢 Done	2ff0486		1	Explore Profiling Data

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Powered by Polar Signals Cloud

[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 1.010x ➖

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datafusion / vortex-file-compressed (1.010x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	123412752	128088345	0.96
polarsignals_q01/datafusion:vortex-file-compressed	362397370	374243794	0.97
polarsignals_q02/datafusion:vortex-file-compressed	22248082	21932668	1.01
polarsignals_q03/datafusion:vortex-file-compressed	374129628	368440922	1.02
polarsignals_q04/datafusion:vortex-file-compressed	11525692	11133095	1.04
polarsignals_q05/datafusion:vortex-file-compressed	15901107	14616114	1.09
polarsignals_q06/datafusion:vortex-file-compressed	19052721	18246289	1.04
polarsignals_q07/datafusion:vortex-file-compressed	14081144	13418504	1.05
polarsignals_q08/datafusion:vortex-file-compressed	452608352	462536697	0.98
polarsignals_q09/datafusion:vortex-file-compressed	10845229	11429641	0.95

[github-actions]

File Sizes: PolarSignals Profiling

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -3.0%
Vortex (geomean): 0.949x ➖
Parquet (geomean): 0.981x ➖
Shifts: Parquet (control) -1.9% · Median polish -5.0%

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datafusion / vortex-file-compressed (0.956x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	48826156	52155350	0.94
tpch_q02/datafusion:vortex-file-compressed	32799211	35544942	0.92
tpch_q03/datafusion:vortex-file-compressed	26717407	29516240	0.91
tpch_q04/datafusion:vortex-file-compressed	18120876	18855517	0.96
tpch_q05/datafusion:vortex-file-compressed	53189481	56726704	0.94
tpch_q06/datafusion:vortex-file-compressed	10283700	10671605	0.96
tpch_q07/datafusion:vortex-file-compressed	63082411	68356736	0.92
tpch_q08/datafusion:vortex-file-compressed	47419511	49921119	0.95
tpch_q09/datafusion:vortex-file-compressed	58637937	59422193	0.99
tpch_q10/datafusion:vortex-file-compressed	44301532	45235362	0.98
tpch_q11/datafusion:vortex-file-compressed	17697055	18435701	0.96
tpch_q12/datafusion:vortex-file-compressed	22274703	22512698	0.99
tpch_q13/datafusion:vortex-file-compressed	27820847	28381854	0.98
tpch_q14/datafusion:vortex-file-compressed	17006367	16653083	1.02
tpch_q15/datafusion:vortex-file-compressed	24878249	25167355	0.99
tpch_q16/datafusion:vortex-file-compressed	25110750	25422671	0.99
tpch_q17/datafusion:vortex-file-compressed	65744257	71216090	0.92
tpch_q18/datafusion:vortex-file-compressed	79787241	86641170	0.92
tpch_q19/datafusion:vortex-file-compressed	21901013	23008909	0.95
tpch_q20/datafusion:vortex-file-compressed	33131119	34564311	0.96
tpch_q21/datafusion:vortex-file-compressed	73491318	80341007	0.91
tpch_q22/datafusion:vortex-file-compressed	16775398	17047601	0.98

datafusion / vortex-compact (0.939x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	58491640	61288237	0.95
tpch_q02/datafusion:vortex-compact	36388872	38402008	0.95
tpch_q03/datafusion:vortex-compact	30093353	32722936	0.92
tpch_q04/datafusion:vortex-compact	23375029	24905231	0.94
tpch_q05/datafusion:vortex-compact	58121263	59330092	0.98
tpch_q06/datafusion:vortex-compact	12763114	14050923	0.91
tpch_q07/datafusion:vortex-compact	70723839	73996621	0.96
tpch_q08/datafusion:vortex-compact	50619484	53634680	0.94
tpch_q09/datafusion:vortex-compact	61988586	66728944	0.93
tpch_q10/datafusion:vortex-compact	53639902	58126250	0.92
tpch_q11/datafusion:vortex-compact	18954159	20630971	0.92
tpch_q12/datafusion:vortex-compact	32694332	34824569	0.94
tpch_q13/datafusion:vortex-compact	36096089	37325834	0.97
tpch_q14/datafusion:vortex-compact	20822018	22676105	0.92
tpch_q15/datafusion:vortex-compact	34521090	35844007	0.96
tpch_q16/datafusion:vortex-compact	29671178	30054127	0.99
tpch_q17/datafusion:vortex-compact	69618747	74715207	0.93
tpch_q18/datafusion:vortex-compact	85277609	94082218	0.91
tpch_q19/datafusion:vortex-compact	33317135	34192118	0.97
tpch_q20/datafusion:vortex-compact	38934244	41314923	0.94
tpch_q21/datafusion:vortex-compact 🚀	88614057	98712844	0.90
tpch_q22/datafusion:vortex-compact	17070705	18758578	0.91

datafusion / parquet (0.961x ➖, 2↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	136298034	138979190	0.98
tpch_q02/datafusion:parquet	69535616	74442194	0.93
tpch_q03/datafusion:parquet 🚀	71376613	84607537	0.84
tpch_q04/datafusion:parquet	48777981	50542395	0.97
tpch_q05/datafusion:parquet	102486594	109813028	0.93
tpch_q06/datafusion:parquet 🚨	42667448	34470517	1.24
tpch_q07/datafusion:parquet	116705899	117846944	0.99
tpch_q08/datafusion:parquet	105583401	111549336	0.95
tpch_q09/datafusion:parquet	132910631	142020578	0.94
tpch_q10/datafusion:parquet	122860973	125250381	0.98
tpch_q11/datafusion:parquet	48709186	51759742	0.94
tpch_q12/datafusion:parquet	80871255	82473151	0.98
tpch_q13/datafusion:parquet	204766895	222925679	0.92
tpch_q14/datafusion:parquet	51358777	48321769	1.06
tpch_q15/datafusion:parquet	70402483	73734777	0.95
tpch_q16/datafusion:parquet	50424074	53508548	0.94
tpch_q17/datafusion:parquet 🚀	142285448	168566567	0.84
tpch_q18/datafusion:parquet	171338639	170398271	1.01
tpch_q19/datafusion:parquet	74667581	81693980	0.91
tpch_q20/datafusion:parquet	77394246	80162766	0.97
tpch_q21/datafusion:parquet	147339710	150567036	0.98
tpch_q22/datafusion:parquet	34396400	36437971	0.94

datafusion / arrow (0.941x ➖, 5↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow 🚀	56999992	63605325	0.90
tpch_q02/datafusion:arrow	21435888	22896800	0.94
tpch_q03/datafusion:arrow	33411013	36527053	0.91
tpch_q04/datafusion:arrow	26943768	29609092	0.91
tpch_q05/datafusion:arrow	76642791	85036177	0.90
tpch_q06/datafusion:arrow 🚀	19956979	22514965	0.89
tpch_q07/datafusion:arrow	111249394	117706834	0.95
tpch_q08/datafusion:arrow 🚀	42721290	49322811	0.87
tpch_q09/datafusion:arrow	69328038	75224402	0.92
tpch_q10/datafusion:arrow	52786124	56771664	0.93
tpch_q11/datafusion:arrow 🚨	14229430	11882284	1.20
tpch_q12/datafusion:arrow	61313369	59161576	1.04
tpch_q13/datafusion:arrow	49656225	51275312	0.97
tpch_q14/datafusion:arrow	23091408	24578972	0.94
tpch_q15/datafusion:arrow	44470568	49034968	0.91
tpch_q16/datafusion:arrow	21444926	21588147	0.99
tpch_q17/datafusion:arrow	71980572	76389409	0.94
tpch_q18/datafusion:arrow	147261781	156471647	0.94
tpch_q19/datafusion:arrow 🚀	40286089	46126893	0.87
tpch_q20/datafusion:arrow 🚀	38478262	42874988	0.90
tpch_q21/datafusion:arrow	154102874	161652966	0.95
tpch_q22/datafusion:arrow	21157058	21462841	0.99

duckdb / vortex-file-compressed (0.950x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	33184677	33945815	0.98
tpch_q02/duckdb:vortex-file-compressed 🚀	27310404	30420900	0.90
tpch_q03/duckdb:vortex-file-compressed	28159293	31119258	0.90
tpch_q04/duckdb:vortex-file-compressed	32611577	30850763	1.06
tpch_q05/duckdb:vortex-file-compressed	34516333	34520554	1.00
tpch_q06/duckdb:vortex-file-compressed	11300809	11579928	0.98
tpch_q07/duckdb:vortex-file-compressed	36280225	37919217	0.96
tpch_q08/duckdb:vortex-file-compressed	40607977	42719246	0.95
tpch_q09/duckdb:vortex-file-compressed	82530557	85596756	0.96
tpch_q10/duckdb:vortex-file-compressed	36544302	39962671	0.91
tpch_q11/duckdb:vortex-file-compressed	15645178	17137731	0.91
tpch_q12/duckdb:vortex-file-compressed	22648064	23658615	0.96
tpch_q13/duckdb:vortex-file-compressed	37623857	39880167	0.94
tpch_q14/duckdb:vortex-file-compressed	22642494	23258008	0.97
tpch_q15/duckdb:vortex-file-compressed	16125171	17706138	0.91
tpch_q16/duckdb:vortex-file-compressed	29891394	30621149	0.98
tpch_q17/duckdb:vortex-file-compressed	25886653	27238867	0.95
tpch_q18/duckdb:vortex-file-compressed	49623837	51976924	0.95
tpch_q19/duckdb:vortex-file-compressed	32444998	35951304	0.90
tpch_q20/duckdb:vortex-file-compressed	34335596	36674028	0.94
tpch_q21/duckdb:vortex-file-compressed	104296832	111569686	0.93
tpch_q22/duckdb:vortex-file-compressed	18844594	19731849	0.96

duckdb / vortex-compact (0.951x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	40140245	41448336	0.97
tpch_q02/duckdb:vortex-compact	38230621	39725669	0.96
tpch_q03/duckdb:vortex-compact	32440886	35380258	0.92
tpch_q04/duckdb:vortex-compact	35264527	37690078	0.94
tpch_q05/duckdb:vortex-compact	37705918	40378378	0.93
tpch_q06/duckdb:vortex-compact	14992269	14682117	1.02
tpch_q07/duckdb:vortex-compact	42658309	46203269	0.92
tpch_q08/duckdb:vortex-compact	46534799	46975532	0.99
tpch_q09/duckdb:vortex-compact	92680776	95966782	0.97
tpch_q10/duckdb:vortex-compact	40765845	43448208	0.94
tpch_q11/duckdb:vortex-compact	19715764	21858893	0.90
tpch_q12/duckdb:vortex-compact	35771554	37865537	0.94
tpch_q13/duckdb:vortex-compact	46993293	49469683	0.95
tpch_q14/duckdb:vortex-compact	29593668	31486809	0.94
tpch_q15/duckdb:vortex-compact	19101205	20415268	0.94
tpch_q16/duckdb:vortex-compact	38185728	37360512	1.02
tpch_q17/duckdb:vortex-compact	31719583	32518827	0.98
tpch_q18/duckdb:vortex-compact	50215754	53522416	0.94
tpch_q19/duckdb:vortex-compact	37550244	39851668	0.94
tpch_q20/duckdb:vortex-compact	44232304	46999817	0.94
tpch_q21/duckdb:vortex-compact	111718687	120856857	0.92
tpch_q22/duckdb:vortex-compact	20551620	21467383	0.96

duckdb / parquet (1.002x ➖, 0↑ 2↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	81899429	80953488	1.01
tpch_q02/duckdb:parquet	41225039	42189821	0.98
tpch_q03/duckdb:parquet	70139978	75566188	0.93
tpch_q04/duckdb:parquet 🚨	57229682	49425377	1.16
tpch_q05/duckdb:parquet	70156955	68317716	1.03
tpch_q06/duckdb:parquet 🚨	25743782	20560054	1.25
tpch_q07/duckdb:parquet	80676738	74427318	1.08
tpch_q08/duckdb:parquet	82506297	82911275	1.00
tpch_q09/duckdb:parquet	137847945	137930478	1.00
tpch_q10/duckdb:parquet	141141531	143594802	0.98
tpch_q11/duckdb:parquet	23033806	23655895	0.97
tpch_q12/duckdb:parquet	45478881	46865167	0.97
tpch_q13/duckdb:parquet	268690006	293587331	0.92
tpch_q14/duckdb:parquet	50239449	51602863	0.97
tpch_q15/duckdb:parquet	24468937	25145853	0.97
tpch_q16/duckdb:parquet	55426793	59964880	0.92
tpch_q17/duckdb:parquet	56032311	55612722	1.01
tpch_q18/duckdb:parquet	119966338	125851238	0.95
tpch_q19/duckdb:parquet	76244613	73936584	1.03
tpch_q20/duckdb:parquet	63886028	67457775	0.95
tpch_q21/duckdb:parquet	187314880	182273318	1.03
tpch_q22/duckdb:parquet	53091081	53517374	0.99

duckdb / duckdb (0.975x ➖, 2↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	16166834	16495146	0.98
tpch_q02/duckdb:duckdb 🚀	12303414	13796515	0.89
tpch_q03/duckdb:duckdb	19915435	20416086	0.98
tpch_q04/duckdb:duckdb	19289234	19606894	0.98
tpch_q05/duckdb:duckdb	21633235	22035695	0.98
tpch_q06/duckdb:duckdb 🚀	5398548	6345018	0.85
tpch_q07/duckdb:duckdb	24464396	24063190	1.02
tpch_q08/duckdb:duckdb	21302280	22522998	0.95
tpch_q09/duckdb:duckdb	57031566	58456037	0.98
tpch_q10/duckdb:duckdb	48728114	44527596	1.09
tpch_q11/duckdb:duckdb	6513491	6053523	1.08
tpch_q12/duckdb:duckdb	14621211	14824370	0.99
tpch_q13/duckdb:duckdb	38712134	41300315	0.94
tpch_q14/duckdb:duckdb	18230158	18948414	0.96
tpch_q15/duckdb:duckdb	12362657	12445000	0.99
tpch_q16/duckdb:duckdb	24187160	24777688	0.98
tpch_q17/duckdb:duckdb	14138997	14624679	0.97
tpch_q18/duckdb:duckdb	38720552	39931567	0.97
tpch_q19/duckdb:duckdb	27489807	28186240	0.98
tpch_q20/duckdb:duckdb	23987833	23553543	1.02
tpch_q21/duckdb:duckdb	55496608	60243194	0.92
tpch_q22/duckdb:duckdb	24689288	24867437	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-10.4%	-0.4%	-10.0%	+29.4%	➖ noise
1	datafusion:vortex-compact	-4.6%	-0.4%	-4.2%	+29.4%	➖ noise
1	datafusion:vortex-file-compressed	-6.4%	-0.4%	-6.0%	+29.8%	➖ noise
1	duckdb:duckdb	-2.0%	-0.4%	-1.6%	+28.9%	➖ noise
1	duckdb:vortex-compact	-3.2%	-0.4%	-2.8%	+28.3%	➖ noise
1	duckdb:vortex-file-compressed	-2.2%	-0.4%	-1.9%	+28.5%	➖ noise
2	datafusion:arrow	-6.4%	-4.5%	-2.0%	+18.6%	➖ noise
2	datafusion:vortex-compact	-5.2%	-4.5%	-0.8%	+18.6%	➖ noise
2	datafusion:vortex-file-compressed	-7.7%	-4.5%	-3.4%	+18.6%	➖ noise
2	duckdb:duckdb	-10.8%	-4.5%	-6.7%	+18.6%	➖ noise
2	duckdb:vortex-compact	-3.8%	-4.5%	+0.7%	+18.6%	➖ noise
2	duckdb:vortex-file-compressed	-10.2%	-4.5%	-6.0%	+18.6%	➖ noise
3	datafusion:arrow	-8.5%	-11.5%	+3.4%	+18.6%	➖ noise
3	datafusion:vortex-compact	-8.0%	-11.5%	+3.9%	+18.6%	➖ noise
3	datafusion:vortex-file-compressed	-9.5%	-11.5%	+2.3%	+18.6%	➖ noise
3	duckdb:duckdb	-2.5%	-11.5%	+10.2%	+18.6%	➖ noise
3	duckdb:vortex-compact	-8.3%	-11.5%	+3.6%	+18.6%	➖ noise
3	duckdb:vortex-file-compressed	-9.5%	-11.5%	+2.3%	+18.6%	➖ noise
4	datafusion:arrow	-9.0%	+5.7%	-13.9%	+18.6%	➖ noise
4	datafusion:vortex-compact	-6.1%	+5.7%	-11.2%	+18.6%	➖ noise
4	datafusion:vortex-file-compressed	-3.9%	+5.7%	-9.1%	+18.6%	➖ noise
4	duckdb:duckdb	-1.6%	+5.7%	-6.9%	+18.6%	➖ noise
4	duckdb:vortex-compact	-6.4%	+5.7%	-11.5%	+18.6%	➖ noise
4	duckdb:vortex-file-compressed	+5.7%	+5.7%	-0.0%	+18.6%	➖ noise
5	datafusion:arrow	-9.9%	-2.1%	-7.9%	+18.6%	➖ noise
5	datafusion:vortex-compact	-2.0%	-2.1%	+0.1%	+18.6%	➖ noise
5	datafusion:vortex-file-compressed	-6.2%	-2.1%	-4.2%	+18.6%	➖ noise
5	duckdb:duckdb	-1.8%	-2.1%	+0.3%	+18.6%	➖ noise
5	duckdb:vortex-compact	-6.6%	-2.1%	-4.6%	+18.6%	➖ noise
5	duckdb:vortex-file-compressed	-0.0%	-2.1%	+2.1%	+18.6%	➖ noise
6	datafusion:arrow	-11.4%	+24.5%	-28.8%	+23.2%	✅ faster
6	datafusion:vortex-compact	-9.2%	+24.5%	-27.0%	+24.2%	✅ faster
6	datafusion:vortex-file-compressed	-3.6%	+24.5%	-22.6%	+24.5%	✅ faster
6	duckdb:duckdb	-14.9%	+24.5%	-31.7%	+27.7%	✅ faster
6	duckdb:vortex-compact	+2.1%	+24.5%	-18.0%	+22.9%	➖ noise
6	duckdb:vortex-file-compressed	-2.4%	+24.5%	-21.6%	+25.8%	✅ faster
7	datafusion:arrow	-5.5%	+3.6%	-8.8%	+18.6%	➖ noise
7	datafusion:vortex-compact	-4.4%	+3.6%	-7.8%	+18.6%	➖ noise
7	datafusion:vortex-file-compressed	-7.7%	+3.6%	-10.9%	+18.6%	➖ noise
7	duckdb:duckdb	+1.7%	+3.6%	-1.9%	+18.6%	➖ noise
7	duckdb:vortex-compact	-7.7%	+3.6%	-10.9%	+18.6%	➖ noise
7	duckdb:vortex-file-compressed	-4.3%	+3.6%	-7.7%	+18.6%	➖ noise
8	datafusion:arrow	-13.4%	-2.9%	-10.8%	+18.6%	➖ noise
8	datafusion:vortex-compact	-5.6%	-2.9%	-2.8%	+18.6%	➖ noise
8	datafusion:vortex-file-compressed	-5.0%	-2.9%	-2.1%	+18.6%	➖ noise
8	duckdb:duckdb	-5.4%	-2.9%	-2.5%	+18.6%	➖ noise
8	duckdb:vortex-compact	-0.9%	-2.9%	+2.1%	+18.6%	➖ noise
8	duckdb:vortex-file-compressed	-4.9%	-2.9%	-2.1%	+18.6%	➖ noise
9	datafusion:arrow	-7.8%	-3.3%	-4.7%	+18.6%	➖ noise
9	datafusion:vortex-compact	-7.1%	-3.3%	-3.9%	+18.6%	➖ noise
9	datafusion:vortex-file-compressed	-1.3%	-3.3%	+2.0%	+18.6%	➖ noise
9	duckdb:duckdb	-2.4%	-3.3%	+0.9%	+18.6%	➖ noise
9	duckdb:vortex-compact	-3.4%	-3.3%	-0.1%	+18.6%	➖ noise
9	duckdb:vortex-file-compressed	-3.6%	-3.3%	-0.3%	+18.6%	➖ noise
10	datafusion:arrow	-7.0%	-1.8%	-5.3%	+21.2%	➖ noise
10	datafusion:vortex-compact	-7.7%	-1.8%	-6.0%	+18.6%	➖ noise
10	datafusion:vortex-file-compressed	-2.1%	-1.8%	-0.3%	+18.6%	➖ noise
10	duckdb:duckdb	+9.4%	-1.8%	+11.4%	+20.5%	➖ noise
10	duckdb:vortex-compact	-6.2%	-1.8%	-4.4%	+18.6%	➖ noise
10	duckdb:vortex-file-compressed	-8.6%	-1.8%	-6.9%	+18.6%	➖ noise
11	datafusion:arrow	+19.8%	-4.3%	+25.1%	+27.5%	➖ noise
11	datafusion:vortex-compact	-8.1%	-4.3%	-4.0%	+18.6%	➖ noise
11	datafusion:vortex-file-compressed	-4.0%	-4.3%	+0.3%	+18.6%	➖ noise
11	duckdb:duckdb	+7.6%	-4.3%	+12.4%	+18.6%	➖ noise
11	duckdb:vortex-compact	-9.8%	-4.3%	-5.8%	+18.6%	➖ noise
11	duckdb:vortex-file-compressed	-8.7%	-4.3%	-4.6%	+18.6%	➖ noise
12	datafusion:arrow	+3.6%	-2.5%	+6.2%	+26.2%	➖ noise
12	datafusion:vortex-compact	-6.1%	-2.5%	-3.8%	+18.6%	➖ noise
12	datafusion:vortex-file-compressed	-1.1%	-2.5%	+1.4%	+18.6%	➖ noise
12	duckdb:duckdb	-1.4%	-2.5%	+1.1%	+18.6%	➖ noise
12	duckdb:vortex-compact	-5.5%	-2.5%	-3.2%	+18.6%	➖ noise
12	duckdb:vortex-file-compressed	-4.3%	-2.5%	-1.9%	+18.6%	➖ noise
13	datafusion:arrow	-3.2%	-8.3%	+5.6%	+18.6%	➖ noise
13	datafusion:vortex-compact	-3.3%	-8.3%	+5.5%	+18.6%	➖ noise
13	datafusion:vortex-file-compressed	-2.0%	-8.3%	+6.9%	+18.6%	➖ noise
13	duckdb:duckdb	-6.3%	-8.3%	+2.2%	+18.6%	➖ noise
13	duckdb:vortex-compact	-5.0%	-8.3%	+3.6%	+18.6%	➖ noise
13	duckdb:vortex-file-compressed	-5.7%	-8.3%	+2.9%	+18.6%	➖ noise
14	datafusion:arrow	-6.1%	+1.7%	-7.6%	+18.6%	➖ noise
14	datafusion:vortex-compact	-8.2%	+1.7%	-9.7%	+18.6%	➖ noise
14	datafusion:vortex-file-compressed	+2.1%	+1.7%	+0.4%	+18.6%	➖ noise
14	duckdb:duckdb	-3.8%	+1.7%	-5.4%	+22.5%	➖ noise
14	duckdb:vortex-compact	-6.0%	+1.7%	-7.6%	+18.6%	➖ noise
14	duckdb:vortex-file-compressed	-2.6%	+1.7%	-4.3%	+18.6%	➖ noise
15	datafusion:arrow	-9.3%	-3.6%	-5.9%	+18.6%	➖ noise
15	datafusion:vortex-compact	-3.7%	-3.6%	-0.1%	+18.6%	➖ noise
15	datafusion:vortex-file-compressed	-1.1%	-3.6%	+2.6%	+18.6%	➖ noise
15	duckdb:duckdb	-0.7%	-3.6%	+3.1%	+18.6%	➖ noise
15	duckdb:vortex-compact	-6.4%	-3.6%	-2.9%	+18.6%	➖ noise
15	duckdb:vortex-file-compressed	-8.9%	-3.6%	-5.5%	+18.6%	➖ noise
16	datafusion:arrow	-0.7%	-6.7%	+6.4%	+18.6%	➖ noise
16	datafusion:vortex-compact	-1.3%	-6.7%	+5.8%	+18.6%	➖ noise
16	datafusion:vortex-file-compressed	-1.2%	-6.7%	+5.8%	+18.6%	➖ noise
16	duckdb:duckdb	-2.4%	-6.7%	+4.6%	+18.6%	➖ noise
16	duckdb:vortex-compact	+2.2%	-6.7%	+9.5%	+18.6%	➖ noise
16	duckdb:vortex-file-compressed	-2.4%	-6.7%	+4.6%	+18.6%	➖ noise
17	datafusion:arrow	-5.8%	-7.8%	+2.2%	+18.6%	➖ noise
17	datafusion:vortex-compact	-6.8%	-7.8%	+1.0%	+19.1%	➖ noise
17	datafusion:vortex-file-compressed	-7.7%	-7.8%	+0.1%	+18.6%	➖ noise
17	duckdb:duckdb	-3.3%	-7.8%	+4.8%	+18.6%	➖ noise
17	duckdb:vortex-compact	-2.5%	-7.8%	+5.8%	+18.6%	➖ noise
17	duckdb:vortex-file-compressed	-5.0%	-7.8%	+3.1%	+18.6%	➖ noise
18	datafusion:arrow	-5.9%	-2.1%	-3.9%	+18.6%	➖ noise
18	datafusion:vortex-compact	-9.4%	-2.1%	-7.4%	+18.6%	➖ noise
18	datafusion:vortex-file-compressed	-7.9%	-2.1%	-5.9%	+18.6%	➖ noise
18	duckdb:duckdb	-3.0%	-2.1%	-1.0%	+18.6%	➖ noise
18	duckdb:vortex-compact	-6.2%	-2.1%	-4.2%	+18.6%	➖ noise
18	duckdb:vortex-file-compressed	-4.5%	-2.1%	-2.5%	+18.6%	➖ noise
19	datafusion:arrow	-12.7%	-2.9%	-10.0%	+18.6%	➖ noise
19	datafusion:vortex-compact	-2.6%	-2.9%	+0.4%	+18.6%	➖ noise
19	datafusion:vortex-file-compressed	-4.8%	-2.9%	-2.0%	+18.6%	➖ noise
19	duckdb:duckdb	-2.5%	-2.9%	+0.5%	+18.6%	➖ noise
19	duckdb:vortex-compact	-5.8%	-2.9%	-2.9%	+18.6%	➖ noise
19	duckdb:vortex-file-compressed	-9.8%	-2.9%	-7.0%	+18.6%	➖ noise
20	datafusion:arrow	-10.3%	-4.4%	-6.1%	+18.6%	➖ noise
20	datafusion:vortex-compact	-5.8%	-4.4%	-1.4%	+18.6%	➖ noise
20	datafusion:vortex-file-compressed	-4.1%	-4.4%	+0.2%	+18.6%	➖ noise
20	duckdb:duckdb	+1.8%	-4.4%	+6.5%	+18.6%	➖ noise
20	duckdb:vortex-compact	-5.9%	-4.4%	-1.6%	+18.6%	➖ noise
20	duckdb:vortex-file-compressed	-6.4%	-4.4%	-2.1%	+22.4%	➖ noise
21	datafusion:arrow	-4.7%	+0.3%	-4.9%	+18.6%	➖ noise
21	datafusion:vortex-compact	-10.2%	+0.3%	-10.5%	+18.6%	➖ noise
21	datafusion:vortex-file-compressed	-8.5%	+0.3%	-8.8%	+18.6%	➖ noise
21	duckdb:duckdb	-7.9%	+0.3%	-8.1%	+18.6%	➖ noise
21	duckdb:vortex-compact	-7.6%	+0.3%	-7.8%	+18.6%	➖ noise
21	duckdb:vortex-file-compressed	-6.5%	+0.3%	-6.8%	+18.6%	➖ noise
22	datafusion:arrow	-1.4%	-3.2%	+1.9%	+18.6%	➖ noise
22	datafusion:vortex-compact	-9.0%	-3.2%	-6.0%	+18.6%	➖ noise
22	datafusion:vortex-file-compressed	-1.6%	-3.2%	+1.7%	+18.6%	➖ noise
22	duckdb:duckdb	-0.7%	-3.2%	+2.6%	+18.6%	➖ noise
22	duckdb:vortex-compact	-4.3%	-3.2%	-1.1%	+18.6%	➖ noise
22	duckdb:vortex-file-compressed	-4.5%	-3.2%	-1.3%	+18.6%	➖ noise

[github-actions]

File Sizes: TPC-H SF=1 on NVME

No file size changes detected.

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.4%
Vortex (geomean): 1.003x ➖
Parquet (geomean): 1.017x ➖
Shifts: Parquet (control) +1.7% · Median polish +1.6%

---

datafusion / vortex-file-compressed (0.954x ➖, 3↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	4924348	5360843	0.92
fineweb_q01/datafusion:vortex-file-compressed	27177135	27269352	1.00
fineweb_q02/datafusion:vortex-file-compressed	32131068	30824843	1.04
fineweb_q03/datafusion:vortex-file-compressed 🚀	82665389	93590372	0.88
fineweb_q04/datafusion:vortex-file-compressed	250622265	263064101	0.95
fineweb_q05/datafusion:vortex-file-compressed	232144369	230803249	1.01
fineweb_q06/datafusion:vortex-file-compressed	74015361	69228792	1.07
fineweb_q07/datafusion:vortex-file-compressed 🚀	75494745	88904914	0.85
fineweb_q08/datafusion:vortex-file-compressed 🚀	25973418	28960706	0.90

datafusion / vortex-compact (1.015x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	4882485	4889324	1.00
fineweb_q01/datafusion:vortex-compact	162128046	167390030	0.97
fineweb_q02/datafusion:vortex-compact	165584759	166593388	0.99
fineweb_q03/datafusion:vortex-compact	1480394549	1433290895	1.03
fineweb_q04/datafusion:vortex-compact	1609583867	1565308119	1.03
fineweb_q05/datafusion:vortex-compact	1243010448	1233385735	1.01
fineweb_q06/datafusion:vortex-compact	740790609	694387461	1.07
fineweb_q07/datafusion:vortex-compact	752315654	724554509	1.04
fineweb_q08/datafusion:vortex-compact	21304630	21186882	1.01

datafusion / parquet (1.007x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	6634113	6419766	1.03
fineweb_q01/datafusion:parquet	268719555	267771115	1.00
fineweb_q02/datafusion:parquet	267269404	270872717	0.99
fineweb_q03/datafusion:parquet	271992523	263921839	1.03
fineweb_q04/datafusion:parquet	286328129	278817808	1.03
fineweb_q05/datafusion:parquet	276663212	273599700	1.01
fineweb_q06/datafusion:parquet	268160885	276447106	0.97
fineweb_q07/datafusion:parquet	263676430	265401937	0.99
fineweb_q08/datafusion:parquet	264878836	263032688	1.01

duckdb / vortex-file-compressed (1.022x ➖, 0↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3360840	3223304	1.04
fineweb_q01/duckdb:vortex-file-compressed 🚨	30149225	27125475	1.11
fineweb_q02/duckdb:vortex-file-compressed	25555385	25351873	1.01
fineweb_q03/duckdb:vortex-file-compressed	141859506	138936781	1.02
fineweb_q04/duckdb:vortex-file-compressed	234250829	231879220	1.01
fineweb_q05/duckdb:vortex-file-compressed	218917996	215414230	1.02
fineweb_q06/duckdb:vortex-file-compressed	63228815	65470672	0.97
fineweb_q07/duckdb:vortex-file-compressed	64837529	62847730	1.03
fineweb_q08/duckdb:vortex-file-compressed	25137583	25288025	0.99

duckdb / vortex-compact (1.022x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	3916489	3896876	1.01
fineweb_q01/duckdb:vortex-compact	111160868	104389456	1.06
fineweb_q02/duckdb:vortex-compact	111704949	115886740	0.96
fineweb_q03/duckdb:vortex-compact	856982113	849611467	1.01
fineweb_q04/duckdb:vortex-compact	906709630	898778993	1.01
fineweb_q05/duckdb:vortex-compact	821112250	812267674	1.01
fineweb_q06/duckdb:vortex-compact	491964646	462711268	1.06
fineweb_q07/duckdb:vortex-compact	505660645	476301063	1.06
fineweb_q08/duckdb:vortex-compact	23740724	23353912	1.02

duckdb / parquet (1.028x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	38090628	35606106	1.07
fineweb_q01/duckdb:parquet	96149198	92632802	1.04
fineweb_q02/duckdb:parquet	102463188	95771069	1.07
fineweb_q03/duckdb:parquet	318112866	304614309	1.04
fineweb_q04/duckdb:parquet	438123975	437365267	1.00
fineweb_q05/duckdb:parquet	409123447	407660526	1.00
fineweb_q06/duckdb:parquet	199539362	197137182	1.01
fineweb_q07/duckdb:parquet	209029553	208632029	1.00
fineweb_q08/duckdb:parquet	57136559	56205202	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-0.1%	+5.1%	-5.0%	+37.4%	➖ noise
0	datafusion:vortex-file-compressed	-8.1%	+5.1%	-12.6%	+77.6%	➖ noise
0	duckdb:vortex-compact	+0.5%	+5.1%	-4.4%	+31.5%	➖ noise
0	duckdb:vortex-file-compressed	+4.3%	+5.1%	-0.8%	+47.3%	➖ noise
1	datafusion:vortex-compact	-3.1%	+2.1%	-5.1%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	-0.3%	+2.1%	-2.4%	+14.4%	➖ noise
1	duckdb:vortex-compact	+6.5%	+2.1%	+4.3%	+15.3%	➖ noise
1	duckdb:vortex-file-compressed	+11.1%	+2.1%	+8.9%	+39.7%	➖ noise
2	datafusion:vortex-compact	-0.6%	+2.7%	-3.3%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	+4.2%	+2.7%	+1.5%	+18.4%	➖ noise
2	duckdb:vortex-compact	-3.6%	+2.7%	-6.2%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+0.8%	+2.7%	-1.9%	+10.0%	➖ noise
3	datafusion:vortex-compact	+3.3%	+3.7%	-0.4%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-11.7%	+3.7%	-14.9%	+30.2%	➖ noise
3	duckdb:vortex-compact	+0.9%	+3.7%	-2.8%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+2.1%	+3.7%	-1.6%	+33.2%	➖ noise
4	datafusion:vortex-compact	+2.8%	+1.4%	+1.4%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-4.7%	+1.4%	-6.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	+0.9%	+1.4%	-0.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.0%	+1.4%	-0.4%	+10.0%	➖ noise
5	datafusion:vortex-compact	+0.8%	+0.7%	+0.0%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+0.6%	+0.7%	-0.2%	+10.0%	➖ noise
5	duckdb:vortex-compact	+1.1%	+0.7%	+0.3%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+1.6%	+0.7%	+0.9%	+10.0%	➖ noise
6	datafusion:vortex-compact	+6.7%	-0.9%	+7.7%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+6.9%	-0.9%	+7.9%	+14.2%	➖ noise
6	duckdb:vortex-compact	+6.3%	-0.9%	+7.3%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-3.4%	-0.9%	-2.5%	+10.3%	➖ noise
7	datafusion:vortex-compact	+3.8%	-0.2%	+4.1%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-15.1%	-0.2%	-14.9%	+20.4%	➖ noise
7	duckdb:vortex-compact	+6.2%	-0.2%	+6.4%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+3.2%	-0.2%	+3.4%	+14.5%	➖ noise
8	datafusion:vortex-compact	+0.6%	+1.2%	-0.6%	+28.8%	➖ noise
8	datafusion:vortex-file-compressed	-10.3%	+1.2%	-11.4%	+43.0%	➖ noise
8	duckdb:vortex-compact	+1.7%	+1.2%	+0.5%	+16.1%	➖ noise
8	duckdb:vortex-file-compressed	-0.6%	+1.2%	-1.8%	+14.1%	➖ noise

[github-actions]

File Sizes: FineWeb NVMe

No file size changes detected.

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +2.2%
Vortex (geomean): 0.979x ➖
Parquet (geomean): 0.954x ➖
Shifts: Parquet (control) -4.6% · Median polish -2.5%

---

datafusion / vortex-file-compressed (0.955x ➖, 14↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed 🚀	27221767	31323731	0.87
tpcds_q02/datafusion:vortex-file-compressed 🚀	51723170	57936788	0.89
tpcds_q03/datafusion:vortex-file-compressed	20432868	22580932	0.90
tpcds_q04/datafusion:vortex-file-compressed	286776458	298840871	0.96
tpcds_q05/datafusion:vortex-file-compressed 🚀	51313701	59193398	0.87
tpcds_q06/datafusion:vortex-file-compressed 🚀	48827415	55145408	0.89
tpcds_q07/datafusion:vortex-file-compressed	48954098	53237207	0.92
tpcds_q08/datafusion:vortex-file-compressed	36998644	40685084	0.91
tpcds_q09/datafusion:vortex-file-compressed	48504744	51987989	0.93
tpcds_q10/datafusion:vortex-file-compressed 🚀	44035169	49557200	0.89
tpcds_q11/datafusion:vortex-file-compressed	160961923	171658617	0.94
tpcds_q12/datafusion:vortex-file-compressed 🚀	22807000	25562545	0.89
tpcds_q13/datafusion:vortex-file-compressed	52263814	57608839	0.91
tpcds_q14/datafusion:vortex-file-compressed	196979743	210573836	0.94
tpcds_q15/datafusion:vortex-file-compressed 🚀	33081707	36759592	0.90
tpcds_q16/datafusion:vortex-file-compressed 🚀	27059105	30656963	0.88
tpcds_q17/datafusion:vortex-file-compressed 🚀	64371525	71537328	0.90
tpcds_q18/datafusion:vortex-file-compressed 🚀	76281444	87052829	0.88
tpcds_q19/datafusion:vortex-file-compressed	31418473	33933727	0.93
tpcds_q20/datafusion:vortex-file-compressed	25976485	27764028	0.94
tpcds_q21/datafusion:vortex-file-compressed	135928032	150555048	0.90
tpcds_q22/datafusion:vortex-file-compressed 🚀	56121948	66611137	0.84
tpcds_q23/datafusion:vortex-file-compressed	145179167	150816040	0.96
tpcds_q24/datafusion:vortex-file-compressed	110456027	118979879	0.93
tpcds_q25/datafusion:vortex-file-compressed	66899121	66246035	1.01
tpcds_q26/datafusion:vortex-file-compressed	35186432	36129875	0.97
tpcds_q27/datafusion:vortex-file-compressed	116163591	118529870	0.98
tpcds_q28/datafusion:vortex-file-compressed	42488716	44907766	0.95
tpcds_q29/datafusion:vortex-file-compressed	66915479	66286650	1.01
tpcds_q30/datafusion:vortex-file-compressed	29907364	31862809	0.94
tpcds_q31/datafusion:vortex-file-compressed	91232351	91675301	1.00
tpcds_q32/datafusion:vortex-file-compressed	20687303	20939551	0.99
tpcds_q33/datafusion:vortex-file-compressed	37745647	37403487	1.01
tpcds_q34/datafusion:vortex-file-compressed	32115449	30663775	1.05
tpcds_q35/datafusion:vortex-file-compressed	51873647	54123929	0.96
tpcds_q36/datafusion:vortex-file-compressed	74280819	74979796	0.99
tpcds_q37/datafusion:vortex-file-compressed	33576678	33669262	1.00
tpcds_q38/datafusion:vortex-file-compressed	50316004	53474246	0.94
tpcds_q39/datafusion:vortex-file-compressed	148299048	138832608	1.07
tpcds_q40/datafusion:vortex-file-compressed	50416418	53597688	0.94
tpcds_q41/datafusion:vortex-file-compressed	17435580	17997846	0.97
tpcds_q42/datafusion:vortex-file-compressed	17759557	19239597	0.92
tpcds_q43/datafusion:vortex-file-compressed	32097544	32283320	0.99
tpcds_q44/datafusion:vortex-file-compressed	40804433	43066757	0.95
tpcds_q45/datafusion:vortex-file-compressed	33883193	34675407	0.98
tpcds_q46/datafusion:vortex-file-compressed 🚀	44326375	50471956	0.88
tpcds_q47/datafusion:vortex-file-compressed	200834932	211667197	0.95
tpcds_q48/datafusion:vortex-file-compressed	40063019	41440843	0.97
tpcds_q49/datafusion:vortex-file-compressed	65835517	68152889	0.97
tpcds_q50/datafusion:vortex-file-compressed	44091116	48378598	0.91
tpcds_q51/datafusion:vortex-file-compressed	88565642	91253236	0.97
tpcds_q52/datafusion:vortex-file-compressed	17792030	19748673	0.90
tpcds_q53/datafusion:vortex-file-compressed	24792076	26001998	0.95
tpcds_q54/datafusion:vortex-file-compressed	42609522	44686369	0.95
tpcds_q55/datafusion:vortex-file-compressed	18052067	18611672	0.97
tpcds_q56/datafusion:vortex-file-compressed	39998396	39700851	1.01
tpcds_q57/datafusion:vortex-file-compressed	125397993	133451862	0.94
tpcds_q58/datafusion:vortex-file-compressed	67639766	72763880	0.93
tpcds_q59/datafusion:vortex-file-compressed	69711521	76218561	0.91
tpcds_q60/datafusion:vortex-file-compressed	39745908	40603815	0.98
tpcds_q61/datafusion:vortex-file-compressed	49374377	53468075	0.92
tpcds_q62/datafusion:vortex-file-compressed	30839515	33971472	0.91
tpcds_q63/datafusion:vortex-file-compressed 🚀	24509396	27361590	0.90
tpcds_q64/datafusion:vortex-file-compressed	459578254	475698522	0.97
tpcds_q65/datafusion:vortex-file-compressed	46231498	46686661	0.99
tpcds_q66/datafusion:vortex-file-compressed	90032126	89385961	1.01
tpcds_q67/datafusion:vortex-file-compressed	113785810	123538256	0.92
tpcds_q68/datafusion:vortex-file-compressed	43583900	45506606	0.96
tpcds_q69/datafusion:vortex-file-compressed	40212826	41789719	0.96
tpcds_q70/datafusion:vortex-file-compressed	112250513	111522502	1.01
tpcds_q71/datafusion:vortex-file-compressed	29675916	31586212	0.94
tpcds_q72/datafusion:vortex-file-compressed	2550451320	2613864732	0.98
tpcds_q73/datafusion:vortex-file-compressed	34550904	33375428	1.04
tpcds_q74/datafusion:vortex-file-compressed	114386306	113701916	1.01
tpcds_q75/datafusion:vortex-file-compressed	117881539	118192567	1.00
tpcds_q76/datafusion:vortex-file-compressed	32033638	32602690	0.98
tpcds_q77/datafusion:vortex-file-compressed	50738184	51220528	0.99
tpcds_q78/datafusion:vortex-file-compressed	120991755	123562171	0.98
tpcds_q79/datafusion:vortex-file-compressed	36761997	38202778	0.96
tpcds_q80/datafusion:vortex-file-compressed	113499963	112785974	1.01
tpcds_q81/datafusion:vortex-file-compressed 🚀	35234673	39655104	0.89
tpcds_q82/datafusion:vortex-file-compressed	34414062	37388845	0.92
tpcds_q83/datafusion:vortex-file-compressed	48435715	50378439	0.96
tpcds_q84/datafusion:vortex-file-compressed	14821434	15030529	0.99
tpcds_q85/datafusion:vortex-file-compressed	98206630	99495088	0.99
tpcds_q86/datafusion:vortex-file-compressed	18628991	19717617	0.94
tpcds_q87/datafusion:vortex-file-compressed	52201432	51795539	1.01
tpcds_q88/datafusion:vortex-file-compressed	72837982	73226787	0.99
tpcds_q89/datafusion:vortex-file-compressed	35300270	35670145	0.99
tpcds_q90/datafusion:vortex-file-compressed	17554447	17703222	0.99
tpcds_q91/datafusion:vortex-file-compressed	25293584	24762346	1.02
tpcds_q92/datafusion:vortex-file-compressed	17810254	18086373	0.98
tpcds_q93/datafusion:vortex-file-compressed	33021668	32355768	1.02
tpcds_q94/datafusion:vortex-file-compressed	24954460	24196504	1.03
tpcds_q95/datafusion:vortex-file-compressed	60860403	59411420	1.02
tpcds_q96/datafusion:vortex-file-compressed	15091474	15592563	0.97
tpcds_q97/datafusion:vortex-file-compressed	29881284	30098744	0.99
tpcds_q98/datafusion:vortex-file-compressed	30599904	31712907	0.96
tpcds_q99/datafusion:vortex-file-compressed	45307431	46383977	0.98

datafusion / vortex-compact (0.973x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact	34587225	34939793	0.99
tpcds_q02/datafusion:vortex-compact	58848652	60077882	0.98
tpcds_q03/datafusion:vortex-compact	26401733	25494699	1.04
tpcds_q04/datafusion:vortex-compact	323384270	322444714	1.00
tpcds_q05/datafusion:vortex-compact	63923013	64015394	1.00
tpcds_q06/datafusion:vortex-compact	56386917	56619972	1.00
tpcds_q07/datafusion:vortex-compact	65847170	66848416	0.99
tpcds_q08/datafusion:vortex-compact	44082984	45262967	0.97
tpcds_q09/datafusion:vortex-compact	71134726	69727054	1.02
tpcds_q10/datafusion:vortex-compact	64433306	64814484	0.99
tpcds_q11/datafusion:vortex-compact	185332047	194425627	0.95
tpcds_q12/datafusion:vortex-compact	27415562	28509953	0.96
tpcds_q13/datafusion:vortex-compact	116563699	114800855	1.02
tpcds_q14/datafusion:vortex-compact	250794461	268610554	0.93
tpcds_q15/datafusion:vortex-compact	37900962	42082310	0.90
tpcds_q16/datafusion:vortex-compact	39482798	41182139	0.96
tpcds_q17/datafusion:vortex-compact	91772151	96401254	0.95
tpcds_q18/datafusion:vortex-compact	85614274	92767234	0.92
tpcds_q19/datafusion:vortex-compact	45049885	46444527	0.97
tpcds_q20/datafusion:vortex-compact	29405200	30863825	0.95
tpcds_q21/datafusion:vortex-compact	139382799	147360380	0.95
tpcds_q22/datafusion:vortex-compact	64773775	66824901	0.97
tpcds_q23/datafusion:vortex-compact	180036943	186188419	0.97
tpcds_q24/datafusion:vortex-compact	139622785	143913592	0.97
tpcds_q25/datafusion:vortex-compact	95255499	95434088	1.00
tpcds_q26/datafusion:vortex-compact	46477937	46375709	1.00
tpcds_q27/datafusion:vortex-compact	154961394	157298031	0.99
tpcds_q28/datafusion:vortex-compact	82255843	87165691	0.94
tpcds_q29/datafusion:vortex-compact	93944766	92866381	1.01
tpcds_q30/datafusion:vortex-compact	36199723	35992360	1.01
tpcds_q31/datafusion:vortex-compact	129019813	136648507	0.94
tpcds_q32/datafusion:vortex-compact	26166016	28063050	0.93
tpcds_q33/datafusion:vortex-compact	53936819	56478007	0.96
tpcds_q34/datafusion:vortex-compact	51390825	54063238	0.95
tpcds_q35/datafusion:vortex-compact	69216630	71117711	0.97
tpcds_q36/datafusion:vortex-compact	99246552	100173903	0.99
tpcds_q37/datafusion:vortex-compact	46876549	47433417	0.99
tpcds_q38/datafusion:vortex-compact	68724404	70978631	0.97
tpcds_q39/datafusion:vortex-compact	143855779	150329550	0.96
tpcds_q40/datafusion:vortex-compact	56313701	60127010	0.94
tpcds_q41/datafusion:vortex-compact	20441516	21074586	0.97
tpcds_q42/datafusion:vortex-compact	24418278	25027378	0.98
tpcds_q43/datafusion:vortex-compact	37608606	38628036	0.97
tpcds_q44/datafusion:vortex-compact	73048988	74254693	0.98
tpcds_q45/datafusion:vortex-compact	38473488	40548474	0.95
tpcds_q46/datafusion:vortex-compact	72092621	75569666	0.95
tpcds_q47/datafusion:vortex-compact	227161076	237155783	0.96
tpcds_q48/datafusion:vortex-compact	85271950	81166698	1.05
tpcds_q49/datafusion:vortex-compact	88517651	94421129	0.94
tpcds_q50/datafusion:vortex-compact	66134687	67995394	0.97
tpcds_q51/datafusion:vortex-compact	98812534	100816612	0.98
tpcds_q52/datafusion:vortex-compact	23607002	24932394	0.95
tpcds_q53/datafusion:vortex-compact	35420102	35748534	0.99
tpcds_q54/datafusion:vortex-compact	59035166	61230147	0.96
tpcds_q55/datafusion:vortex-compact	24390503	23861885	1.02
tpcds_q56/datafusion:vortex-compact	57697693	56228221	1.03
tpcds_q57/datafusion:vortex-compact	135812466	139075606	0.98
tpcds_q58/datafusion:vortex-compact	80839689	79472022	1.02
tpcds_q59/datafusion:vortex-compact	84394870	87012986	0.97
tpcds_q60/datafusion:vortex-compact	56156503	59821871	0.94
tpcds_q61/datafusion:vortex-compact	77189866	77450417	1.00
tpcds_q62/datafusion:vortex-compact	33549901	35937834	0.93
tpcds_q63/datafusion:vortex-compact	35633896	37610559	0.95
tpcds_q64/datafusion:vortex-compact	542641270	561109395	0.97
tpcds_q65/datafusion:vortex-compact	67167220	72646596	0.92
tpcds_q66/datafusion:vortex-compact	97873614	102341870	0.96
tpcds_q67/datafusion:vortex-compact	121096346	127010061	0.95
tpcds_q68/datafusion:vortex-compact	70149679	71803243	0.98
tpcds_q69/datafusion:vortex-compact	59494989	61432148	0.97
tpcds_q70/datafusion:vortex-compact	123453334	124595154	0.99
tpcds_q71/datafusion:vortex-compact	47422029	46958316	1.01
tpcds_q72/datafusion:vortex-compact	2572104167	2643967274	0.97
tpcds_q73/datafusion:vortex-compact	52615911	53112250	0.99
tpcds_q74/datafusion:vortex-compact	135963406	138198310	0.98
tpcds_q75/datafusion:vortex-compact	163523672	165468763	0.99
tpcds_q76/datafusion:vortex-compact	50184795	51393148	0.98
tpcds_q77/datafusion:vortex-compact	66196704	73385361	0.90
tpcds_q78/datafusion:vortex-compact	148966610	152286998	0.98
tpcds_q79/datafusion:vortex-compact	64595714	61503101	1.05
tpcds_q80/datafusion:vortex-compact	130976667	132083018	0.99
tpcds_q81/datafusion:vortex-compact	42442944	44050448	0.96
tpcds_q82/datafusion:vortex-compact	49134358	47793645	1.03
tpcds_q83/datafusion:vortex-compact	58759234	56183217	1.05
tpcds_q84/datafusion:vortex-compact	18879285	19271547	0.98
tpcds_q85/datafusion:vortex-compact	123763770	124929009	0.99
tpcds_q86/datafusion:vortex-compact	21635718	22695065	0.95
tpcds_q87/datafusion:vortex-compact	70341677	69035807	1.02
tpcds_q88/datafusion:vortex-compact	121653644	123705980	0.98
tpcds_q89/datafusion:vortex-compact	44192457	46518764	0.95
tpcds_q90/datafusion:vortex-compact	23505322	24495283	0.96
tpcds_q91/datafusion:vortex-compact	39231269	42251637	0.93
tpcds_q92/datafusion:vortex-compact	25770038	26093363	0.99
tpcds_q93/datafusion:vortex-compact	45846426	47784099	0.96
tpcds_q94/datafusion:vortex-compact	29147489	31522052	0.92
tpcds_q95/datafusion:vortex-compact	68749719	72063607	0.95
tpcds_q96/datafusion:vortex-compact	24491099	25254614	0.97
tpcds_q97/datafusion:vortex-compact	42745051	44676885	0.96
tpcds_q98/datafusion:vortex-compact	39052806	39327286	0.99
tpcds_q99/datafusion:vortex-compact	49856599	51892268	0.96

datafusion / parquet (0.917x ➖, 36↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	35294612	36426322	0.97
tpcds_q02/datafusion:parquet	46233694	47437548	0.97
tpcds_q03/datafusion:parquet 🚀	14731028	16374185	0.90
tpcds_q04/datafusion:parquet	311531341	340172010	0.92
tpcds_q05/datafusion:parquet	53313923	54076816	0.99
tpcds_q06/datafusion:parquet	63858227	66045628	0.97
tpcds_q07/datafusion:parquet	87662060	90562668	0.97
tpcds_q08/datafusion:parquet	32522624	33042149	0.98
tpcds_q09/datafusion:parquet	59563657	56769216	1.05
tpcds_q10/datafusion:parquet	81017348	82668662	0.98
tpcds_q11/datafusion:parquet	174371546	187685288	0.93
tpcds_q12/datafusion:parquet	22710550	22859293	0.99
tpcds_q13/datafusion:parquet	85326122	91576860	0.93
tpcds_q14/datafusion:parquet 🚀	188273042	212219195	0.89
tpcds_q15/datafusion:parquet	26859328	28567905	0.94
tpcds_q16/datafusion:parquet	27293030	30113975	0.91
tpcds_q17/datafusion:parquet	68348483	73564344	0.93
tpcds_q18/datafusion:parquet	129628119	140232584	0.92
tpcds_q19/datafusion:parquet	27641240	30574239	0.90
tpcds_q20/datafusion:parquet	20698473	22973296	0.90
tpcds_q21/datafusion:parquet 🚀	21899816	25737489	0.85
tpcds_q22/datafusion:parquet	147585408	143981005	1.03
tpcds_q23/datafusion:parquet	158165420	166443034	0.95
tpcds_q24/datafusion:parquet	105306377	107541760	0.98
tpcds_q25/datafusion:parquet	68976438	72743022	0.95
tpcds_q26/datafusion:parquet	73574977	75344760	0.98
tpcds_q27/datafusion:parquet	162493739	171286133	0.95
tpcds_q28/datafusion:parquet	47249352	49268693	0.96
tpcds_q29/datafusion:parquet	71807741	75275012	0.95
tpcds_q30/datafusion:parquet 🚀	43383525	51068900	0.85
tpcds_q31/datafusion:parquet	74347338	78134312	0.95
tpcds_q32/datafusion:parquet	22659700	24025725	0.94
tpcds_q33/datafusion:parquet	35965625	36962518	0.97
tpcds_q34/datafusion:parquet 🚀	26356107	30032090	0.88
tpcds_q35/datafusion:parquet 🚀	83855755	95323497	0.88
tpcds_q36/datafusion:parquet	62484162	68059629	0.92
tpcds_q37/datafusion:parquet 🚀	22133696	27210323	0.81
tpcds_q38/datafusion:parquet 🚀	50510597	56311058	0.90
tpcds_q39/datafusion:parquet 🚀	81604994	97521924	0.84
tpcds_q40/datafusion:parquet 🚀	27091849	30484666	0.89
tpcds_q41/datafusion:parquet 🚀	15696940	18296218	0.86
tpcds_q42/datafusion:parquet	13928759	14977680	0.93
tpcds_q43/datafusion:parquet	18731827	20695716	0.91
tpcds_q44/datafusion:parquet	40867553	44707059	0.91
tpcds_q45/datafusion:parquet	31809503	34884363	0.91
tpcds_q46/datafusion:parquet 🚀	37812778	43120017	0.88
tpcds_q47/datafusion:parquet 🚀	132607073	148279277	0.89
tpcds_q48/datafusion:parquet 🚀	78309457	89968352	0.87
tpcds_q49/datafusion:parquet 🚀	64927041	72402958	0.90
tpcds_q50/datafusion:parquet 🚀	47986579	53530146	0.90
tpcds_q51/datafusion:parquet 🚀	87404755	100090827	0.87
tpcds_q52/datafusion:parquet	14861203	15690659	0.95
tpcds_q53/datafusion:parquet 🚀	21447604	23894699	0.90
tpcds_q54/datafusion:parquet	42011113	45051150	0.93
tpcds_q55/datafusion:parquet 🚀	13356127	15080962	0.89
tpcds_q56/datafusion:parquet 🚀	34544575	39340290	0.88
tpcds_q57/datafusion:parquet	106068754	114126629	0.93
tpcds_q58/datafusion:parquet 🚀	57797141	65627442	0.88
tpcds_q59/datafusion:parquet	58622136	63283354	0.93
tpcds_q60/datafusion:parquet	33970977	37350970	0.91
tpcds_q61/datafusion:parquet	50493341	53906722	0.94
tpcds_q62/datafusion:parquet	28712082	31307349	0.92
tpcds_q63/datafusion:parquet	21118390	23149303	0.91
tpcds_q64/datafusion:parquet	539686518	590851309	0.91
tpcds_q65/datafusion:parquet	42687709	47092832	0.91
tpcds_q66/datafusion:parquet	76796315	82304179	0.93
tpcds_q67/datafusion:parquet 🚀	148675188	165547157	0.90
tpcds_q68/datafusion:parquet	39032108	41648312	0.94
tpcds_q69/datafusion:parquet 🚀	77166316	88109742	0.88
tpcds_q70/datafusion:parquet 🚀	95003896	110641257	0.86
tpcds_q71/datafusion:parquet	26902987	28698617	0.94
tpcds_q72/datafusion:parquet	638778829	695106497	0.92
tpcds_q73/datafusion:parquet	27401143	29747884	0.92
tpcds_q74/datafusion:parquet 🚀	102176186	115243254	0.89
tpcds_q75/datafusion:parquet	115789017	122079744	0.95
tpcds_q76/datafusion:parquet	34337430	37625542	0.91
tpcds_q77/datafusion:parquet	48804934	52187170	0.94
tpcds_q78/datafusion:parquet	120107554	129382747	0.93
tpcds_q79/datafusion:parquet	31008726	33561887	0.92
tpcds_q80/datafusion:parquet	92907781	97005734	0.96
tpcds_q81/datafusion:parquet 🚀	40697862	45426492	0.90
tpcds_q82/datafusion:parquet	23645524	24646089	0.96
tpcds_q83/datafusion:parquet	49613980	52258606	0.95
tpcds_q84/datafusion:parquet 🚀	46562690	52435476	0.89
tpcds_q85/datafusion:parquet 🚀	167974361	191237205	0.88
tpcds_q86/datafusion:parquet 🚀	17084352	20056858	0.85
tpcds_q87/datafusion:parquet 🚀	49987912	57880719	0.86
tpcds_q88/datafusion:parquet	69482265	73445495	0.95
tpcds_q89/datafusion:parquet 🚀	23648175	26397561	0.90
tpcds_q90/datafusion:parquet 🚀	17849483	20127617	0.89
tpcds_q91/datafusion:parquet 🚀	69339452	77362583	0.90
tpcds_q92/datafusion:parquet	21895401	24102788	0.91
tpcds_q93/datafusion:parquet	34223745	36835024	0.93
tpcds_q94/datafusion:parquet 🚀	24148318	27901346	0.87
tpcds_q95/datafusion:parquet 🚀	66235227	73871154	0.90
tpcds_q96/datafusion:parquet	14040723	15598725	0.90
tpcds_q97/datafusion:parquet 🚀	32684110	37172603	0.88
tpcds_q98/datafusion:parquet	26093649	27693175	0.94
tpcds_q99/datafusion:parquet	28057642	29968515	0.94

duckdb / vortex-file-compressed (0.993x ➖, 1↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	24989886	26709437	0.94
tpcds_q02/duckdb:vortex-file-compressed	80139987	75598278	1.06
tpcds_q03/duckdb:vortex-file-compressed	24816261	24507719	1.01
tpcds_q04/duckdb:vortex-file-compressed	101990450	100525323	1.01
tpcds_q05/duckdb:vortex-file-compressed	91960543	94779204	0.97
tpcds_q06/duckdb:vortex-file-compressed	33627758	34320244	0.98
tpcds_q07/duckdb:vortex-file-compressed	22589382	22421369	1.01
tpcds_q08/duckdb:vortex-file-compressed	27309218	27333956	1.00
tpcds_q09/duckdb:vortex-file-compressed	33106909	33571121	0.99
tpcds_q10/duckdb:vortex-file-compressed	42796565	40356803	1.06
tpcds_q11/duckdb:vortex-file-compressed	58115066	58851348	0.99
tpcds_q12/duckdb:vortex-file-compressed	14398252	14681519	0.98
tpcds_q13/duckdb:vortex-file-compressed	41463404	41250493	1.01
tpcds_q14/duckdb:vortex-file-compressed	192930808	190337907	1.01
tpcds_q15/duckdb:vortex-file-compressed	40008864	40046466	1.00
tpcds_q16/duckdb:vortex-file-compressed	30484360	29779404	1.02
tpcds_q17/duckdb:vortex-file-compressed	36042362	35515987	1.01
tpcds_q18/duckdb:vortex-file-compressed	43185778	45685170	0.95
tpcds_q19/duckdb:vortex-file-compressed	31390325	31421187	1.00
tpcds_q20/duckdb:vortex-file-compressed	16004280	15073916	1.06
tpcds_q21/duckdb:vortex-file-compressed	19389631	20660251	0.94
tpcds_q22/duckdb:vortex-file-compressed	101395607	102084780	0.99
tpcds_q23/duckdb:vortex-file-compressed	147645166	145501419	1.01
tpcds_q24/duckdb:vortex-file-compressed	56530886	54462944	1.04
tpcds_q25/duckdb:vortex-file-compressed	36053779	34870694	1.03
tpcds_q26/duckdb:vortex-file-compressed	36766312	38695014	0.95
tpcds_q27/duckdb:vortex-file-compressed	84506814	87424799	0.97
tpcds_q28/duckdb:vortex-file-compressed	35119975	34242385	1.03
tpcds_q29/duckdb:vortex-file-compressed	36368874	34714266	1.05
tpcds_q30/duckdb:vortex-file-compressed	27249514	29640225	0.92
tpcds_q31/duckdb:vortex-file-compressed	27472958	28558053	0.96
tpcds_q32/duckdb:vortex-file-compressed	16608611	16384755	1.01
tpcds_q33/duckdb:vortex-file-compressed	61424939	62829619	0.98
tpcds_q34/duckdb:vortex-file-compressed	18619677	19415948	0.96
tpcds_q35/duckdb:vortex-file-compressed	68559267	68903575	1.00
tpcds_q36/duckdb:vortex-file-compressed	26538342	27572307	0.96
tpcds_q37/duckdb:vortex-file-compressed	21758369	20790577	1.05
tpcds_q38/duckdb:vortex-file-compressed	39827558	38916567	1.02
tpcds_q39/duckdb:vortex-file-compressed	44264243	44925675	0.99
tpcds_q40/duckdb:vortex-file-compressed	21844535	23706927	0.92
tpcds_q41/duckdb:vortex-file-compressed	12696042	13177070	0.96
tpcds_q42/duckdb:vortex-file-compressed	11143310	10935346	1.02
tpcds_q43/duckdb:vortex-file-compressed	30724429	29754154	1.03
tpcds_q44/duckdb:vortex-file-compressed	23518745	24223177	0.97
tpcds_q45/duckdb:vortex-file-compressed	26136044	27031485	0.97
tpcds_q46/duckdb:vortex-file-compressed	45780788	48179695	0.95
tpcds_q47/duckdb:vortex-file-compressed	49367986	49276707	1.00
tpcds_q48/duckdb:vortex-file-compressed	38482740	37607832	1.02
tpcds_q49/duckdb:vortex-file-compressed	27266924	28722596	0.95
tpcds_q50/duckdb:vortex-file-compressed	32653966	33531518	0.97
tpcds_q51/duckdb:vortex-file-compressed	98980638	102424770	0.97
tpcds_q52/duckdb:vortex-file-compressed	12323046	12306483	1.00
tpcds_q53/duckdb:vortex-file-compressed	16833363	16621910	1.01
tpcds_q54/duckdb:vortex-file-compressed	46131885	44862863	1.03
tpcds_q55/duckdb:vortex-file-compressed 🚨	12116894	10994919	1.10
tpcds_q56/duckdb:vortex-file-compressed	63103839	60351614	1.05
tpcds_q57/duckdb:vortex-file-compressed 🚀	43512052	53521763	0.81
tpcds_q58/duckdb:vortex-file-compressed	31592949	33187523	0.95
tpcds_q59/duckdb:vortex-file-compressed	78525995	81539640	0.96
tpcds_q60/duckdb:vortex-file-compressed	66024668	61934320	1.07
tpcds_q61/duckdb:vortex-file-compressed	36493578	36483784	1.00
tpcds_q62/duckdb:vortex-file-compressed	17497768	19435309	0.90
tpcds_q63/duckdb:vortex-file-compressed	16969840	16551044	1.03
tpcds_q64/duckdb:vortex-file-compressed	76890448	78116519	0.98
tpcds_q65/duckdb:vortex-file-compressed	22424764	23635936	0.95
tpcds_q66/duckdb:vortex-file-compressed	58215953	53935107	1.08
tpcds_q67/duckdb:vortex-file-compressed	141355791	139671125	1.01
tpcds_q68/duckdb:vortex-file-compressed	39308317	40129126	0.98
tpcds_q69/duckdb:vortex-file-compressed	42694807	43081963	0.99
tpcds_q70/duckdb:vortex-file-compressed	27417786	28353643	0.97
tpcds_q71/duckdb:vortex-file-compressed	21381947	20551585	1.04
tpcds_q72/duckdb:vortex-file-compressed	173986547	174843778	1.00
tpcds_q73/duckdb:vortex-file-compressed	19409956	19190715	1.01
tpcds_q74/duckdb:vortex-file-compressed	46832899	47174506	0.99
tpcds_q75/duckdb:vortex-file-compressed	56061084	56847539	0.99
tpcds_q76/duckdb:vortex-file-compressed	60872815	60303023	1.01
tpcds_q77/duckdb:vortex-file-compressed	60894540	61062875	1.00
tpcds_q78/duckdb:vortex-file-compressed	77323211	77371786	1.00
tpcds_q79/duckdb:vortex-file-compressed	36031465	35770092	1.01
tpcds_q80/duckdb:vortex-file-compressed	85990722	89545818	0.96
tpcds_q81/duckdb:vortex-file-compressed	33547950	33071895	1.01
tpcds_q82/duckdb:vortex-file-compressed	21359191	21453503	1.00
tpcds_q83/duckdb:vortex-file-compressed	27115770	26414191	1.03
tpcds_q84/duckdb:vortex-file-compressed	17669255	16968897	1.04
tpcds_q85/duckdb:vortex-file-compressed	46669793	45759155	1.02
tpcds_q86/duckdb:vortex-file-compressed	16531474	17233068	0.96
tpcds_q87/duckdb:vortex-file-compressed	45518320	45858756	0.99
tpcds_q88/duckdb:vortex-file-compressed	41496379	41430882	1.00
tpcds_q89/duckdb:vortex-file-compressed	18130783	17634885	1.03
tpcds_q90/duckdb:vortex-file-compressed	12947537	13701229	0.94
tpcds_q91/duckdb:vortex-file-compressed	28997660	27598927	1.05
tpcds_q92/duckdb:vortex-file-compressed	14206589	15178360	0.94
tpcds_q93/duckdb:vortex-file-compressed	28759629	28922174	0.99
tpcds_q94/duckdb:vortex-file-compressed	20829416	21201429	0.98
tpcds_q95/duckdb:vortex-file-compressed	150146261	146160381	1.03
tpcds_q96/duckdb:vortex-file-compressed	16837243	17157231	0.98
tpcds_q97/duckdb:vortex-file-compressed	37730913	39711281	0.95
tpcds_q98/duckdb:vortex-file-compressed	17363515	17925205	0.97
tpcds_q99/duckdb:vortex-file-compressed	30489647	30427971	1.00

duckdb / vortex-compact (0.993x ➖, 0↑ 2↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	31766504	33928861	0.94
tpcds_q02/duckdb:vortex-compact	118824039	120322587	0.99
tpcds_q03/duckdb:vortex-compact	50379773	50923973	0.99
tpcds_q04/duckdb:vortex-compact	117884001	117020085	1.01
tpcds_q05/duckdb:vortex-compact	162351040	162992751	1.00
tpcds_q06/duckdb:vortex-compact	41326534	41505746	1.00
tpcds_q07/duckdb:vortex-compact	37803094	37579584	1.01
tpcds_q08/duckdb:vortex-compact	34354341	34960153	0.98
tpcds_q09/duckdb:vortex-compact	57164720	57107315	1.00
tpcds_q10/duckdb:vortex-compact	55238244	52533902	1.05
tpcds_q11/duckdb:vortex-compact	75754807	75350391	1.01
tpcds_q12/duckdb:vortex-compact	18394451	18687553	0.98
tpcds_q13/duckdb:vortex-compact	68634238	67418454	1.02
tpcds_q14/duckdb:vortex-compact	286599573	294161713	0.97
tpcds_q15/duckdb:vortex-compact	43979407	45510033	0.97
tpcds_q16/duckdb:vortex-compact	33827937	32893548	1.03
tpcds_q17/duckdb:vortex-compact	49127697	48495345	1.01
tpcds_q18/duckdb:vortex-compact	56563317	57705692	0.98
tpcds_q19/duckdb:vortex-compact	42201311	41844276	1.01
tpcds_q20/duckdb:vortex-compact	20050171	19709598	1.02
tpcds_q21/duckdb:vortex-compact	26708389	28305558	0.94
tpcds_q22/duckdb:vortex-compact	109600946	110818080	0.99
tpcds_q23/duckdb:vortex-compact	166138595	165416775	1.00
tpcds_q24/duckdb:vortex-compact	74964660	75712130	0.99
tpcds_q25/duckdb:vortex-compact	51491483	51491566	1.00
tpcds_q26/duckdb:vortex-compact	48789101	49115531	0.99
tpcds_q27/duckdb:vortex-compact	138580377	143121878	0.97
tpcds_q28/duckdb:vortex-compact	85314203	83914539	1.02
tpcds_q29/duckdb:vortex-compact	49326647	48199649	1.02
tpcds_q30/duckdb:vortex-compact	34238071	34391274	1.00
tpcds_q31/duckdb:vortex-compact	36620127	35705819	1.03
tpcds_q32/duckdb:vortex-compact	23394404	22533466	1.04
tpcds_q33/duckdb:vortex-compact	135157190	142104115	0.95
tpcds_q34/duckdb:vortex-compact	31548746	30805078	1.02
tpcds_q35/duckdb:vortex-compact	75547670	79047279	0.96
tpcds_q36/duckdb:vortex-compact	35016059	35320162	0.99
tpcds_q37/duckdb:vortex-compact	30798843	32506917	0.95
tpcds_q38/duckdb:vortex-compact	44992365	48147974	0.93
tpcds_q39/duckdb:vortex-compact	54800639	54383246	1.01
tpcds_q40/duckdb:vortex-compact	28353228	28821412	0.98
tpcds_q41/duckdb:vortex-compact	15752880	15355548	1.03
tpcds_q42/duckdb:vortex-compact	16634113	15968389	1.04
tpcds_q43/duckdb:vortex-compact	37977485	38189312	0.99
tpcds_q44/duckdb:vortex-compact	36010490	35653131	1.01
tpcds_q45/duckdb:vortex-compact	30553817	30430100	1.00
tpcds_q46/duckdb:vortex-compact	63143570	63224733	1.00
tpcds_q47/duckdb:vortex-compact	55704456	56208915	0.99
tpcds_q48/duckdb:vortex-compact	55028311	56430578	0.98
tpcds_q49/duckdb:vortex-compact	41867168	41379861	1.01
tpcds_q50/duckdb:vortex-compact	55323154	56946120	0.97
tpcds_q51/duckdb:vortex-compact	101244543	103779954	0.98
tpcds_q52/duckdb:vortex-compact	16415052	16936255	0.97
tpcds_q53/duckdb:vortex-compact	23665780	24269341	0.98
tpcds_q54/duckdb:vortex-compact	79382770	78219832	1.01
tpcds_q55/duckdb:vortex-compact	16446020	17109796	0.96
tpcds_q56/duckdb:vortex-compact	130899724	134849642	0.97
tpcds_q57/duckdb:vortex-compact	46035159	47398576	0.97
tpcds_q58/duckdb:vortex-compact 🚨	47239214	42374550	1.11
tpcds_q59/duckdb:vortex-compact	100068108	98691907	1.01
tpcds_q60/duckdb:vortex-compact	135330545	138270160	0.98
tpcds_q61/duckdb:vortex-compact	54321295	54536120	1.00
tpcds_q62/duckdb:vortex-compact 🚨	26355766	20187680	1.31
tpcds_q63/duckdb:vortex-compact	24681122	23971989	1.03
tpcds_q64/duckdb:vortex-compact	105265063	105861744	0.99
tpcds_q65/duckdb:vortex-compact	30477547	29403495	1.04
tpcds_q66/duckdb:vortex-compact	91757514	93565388	0.98
tpcds_q67/duckdb:vortex-compact	149304084	149349631	1.00
tpcds_q68/duckdb:vortex-compact	55679062	56638720	0.98
tpcds_q69/duckdb:vortex-compact	53849620	54918503	0.98
tpcds_q70/duckdb:vortex-compact	34718878	34313389	1.01
tpcds_q71/duckdb:vortex-compact	27488174	28428034	0.97
tpcds_q72/duckdb:vortex-compact	191605433	195146462	0.98
tpcds_q73/duckdb:vortex-compact	29234721	28977993	1.01
tpcds_q74/duckdb:vortex-compact	56499313	57378515	0.98
tpcds_q75/duckdb:vortex-compact	66316469	67695480	0.98
tpcds_q76/duckdb:vortex-compact	135304999	131421241	1.03
tpcds_q77/duckdb:vortex-compact	136215396	127443119	1.07
tpcds_q78/duckdb:vortex-compact	84516272	86885499	0.97
tpcds_q79/duckdb:vortex-compact	63990617	64310804	1.00
tpcds_q80/duckdb:vortex-compact	158823281	164799987	0.96
tpcds_q81/duckdb:vortex-compact	38425392	40693237	0.94
tpcds_q82/duckdb:vortex-compact	31101800	33296779	0.93
tpcds_q83/duckdb:vortex-compact	45063174	48213531	0.93
tpcds_q84/duckdb:vortex-compact	22090927	23700644	0.93
tpcds_q85/duckdb:vortex-compact	57275441	63172548	0.91
tpcds_q86/duckdb:vortex-compact	19969698	21208095	0.94
tpcds_q87/duckdb:vortex-compact	51929705	49352027	1.05
tpcds_q88/duckdb:vortex-compact	42576585	44219335	0.96
tpcds_q89/duckdb:vortex-compact	25593830	26198535	0.98
tpcds_q90/duckdb:vortex-compact	15854550	15722235	1.01
tpcds_q91/duckdb:vortex-compact	44644281	46683409	0.96
tpcds_q92/duckdb:vortex-compact	20468382	21210479	0.97
tpcds_q93/duckdb:vortex-compact	34138005	35499760	0.96
tpcds_q94/duckdb:vortex-compact	26343796	26974718	0.98
tpcds_q95/duckdb:vortex-compact	158446421	160385500	0.99
tpcds_q96/duckdb:vortex-compact	17661343	17494468	1.01
tpcds_q97/duckdb:vortex-compact	44627892	41357707	1.08
tpcds_q98/duckdb:vortex-compact	24135781	24257678	0.99
tpcds_q99/duckdb:vortex-compact	32846183	34549985	0.95

duckdb / parquet (0.992x ➖, 4↑ 2↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	47225178	44470088	1.06
tpcds_q02/duckdb:parquet	61814402	61657373	1.00
tpcds_q03/duckdb:parquet	11813948	11779801	1.00
tpcds_q04/duckdb:parquet	124218212	124689013	1.00
tpcds_q05/duckdb:parquet 🚀	66769514	74678255	0.89
tpcds_q06/duckdb:parquet	28207658	28893153	0.98
tpcds_q07/duckdb:parquet	23038256	22784097	1.01
tpcds_q08/duckdb:parquet	28362791	28000285	1.01
tpcds_q09/duckdb:parquet	38997723	39967797	0.98
tpcds_q10/duckdb:parquet	33859788	35041372	0.97
tpcds_q11/duckdb:parquet	86329975	85302282	1.01
tpcds_q12/duckdb:parquet	14347241	13961550	1.03
tpcds_q13/duckdb:parquet	33638816	33458319	1.01
tpcds_q14/duckdb:parquet	159983408	159717980	1.00
tpcds_q15/duckdb:parquet	28954492	30150001	0.96
tpcds_q16/duckdb:parquet	21208475	21318429	0.99
tpcds_q17/duckdb:parquet	36758671	38007510	0.97
tpcds_q18/duckdb:parquet	46127181	46062254	1.00
tpcds_q19/duckdb:parquet	29025337	28741631	1.01
tpcds_q20/duckdb:parquet	15207989	15163528	1.00
tpcds_q21/duckdb:parquet 🚨	12480702	10763758	1.16
tpcds_q22/duckdb:parquet	70394583	65952337	1.07
tpcds_q23/duckdb:parquet	110858634	112628651	0.98
tpcds_q24/duckdb:parquet	46051944	45507577	1.01
tpcds_q25/duckdb:parquet	32904646	32792789	1.00
tpcds_q26/duckdb:parquet	34824626	37869025	0.92
tpcds_q27/duckdb:parquet	87588089	87518404	1.00
tpcds_q28/duckdb:parquet	36912661	36962063	1.00
tpcds_q29/duckdb:parquet	36219834	35811229	1.01
tpcds_q30/duckdb:parquet	39435601	40110411	0.98
tpcds_q31/duckdb:parquet	22669488	22446445	1.01
tpcds_q32/duckdb:parquet	10951873	10744182	1.02
tpcds_q33/duckdb:parquet	69284924	69962011	0.99
tpcds_q34/duckdb:parquet	20981916	20946530	1.00
tpcds_q35/duckdb:parquet	59149028	56709766	1.04
tpcds_q36/duckdb:parquet	20060199	19998132	1.00
tpcds_q37/duckdb:parquet	13107736	13173758	0.99
tpcds_q38/duckdb:parquet	33173404	32458602	1.02
tpcds_q39/duckdb:parquet 🚀	32097645	37895209	0.85
tpcds_q40/duckdb:parquet	17550867	17670244	0.99
tpcds_q41/duckdb:parquet	7520632	7491585	1.00
tpcds_q42/duckdb:parquet	10116499	10123190	1.00
tpcds_q43/duckdb:parquet	15257081	15508296	0.98
tpcds_q44/duckdb:parquet	21454674	22002326	0.98
tpcds_q45/duckdb:parquet	26063130	26772177	0.97
tpcds_q46/duckdb:parquet	45796011	44625788	1.03
tpcds_q47/duckdb:parquet	46059071	45683267	1.01
tpcds_q48/duckdb:parquet	30790999	30368287	1.01
tpcds_q49/duckdb:parquet	25012304	24543987	1.02
tpcds_q50/duckdb:parquet	24609877	24394121	1.01
tpcds_q51/duckdb:parquet	93576898	93654495	1.00
tpcds_q52/duckdb:parquet	11454380	10834578	1.06
tpcds_q53/duckdb:parquet	16090431	16118288	1.00
tpcds_q54/duckdb:parquet	40769396	41657305	0.98
tpcds_q55/duckdb:parquet 🚀	10279615	11720754	0.88
tpcds_q56/duckdb:parquet	66155060	69407641	0.95
tpcds_q57/duckdb:parquet	35070968	35484708	0.99
tpcds_q58/duckdb:parquet	21218956	21149030	1.00
tpcds_q59/duckdb:parquet	37002036	37003168	1.00
tpcds_q60/duckdb:parquet	72521936	72599599	1.00
tpcds_q61/duckdb:parquet	30514775	29911244	1.02
tpcds_q62/duckdb:parquet	12291770	12305479	1.00
tpcds_q63/duckdb:parquet	15153008	15334779	0.99
tpcds_q64/duckdb:parquet	72329870	73914736	0.98
tpcds_q65/duckdb:parquet	19971086	20326590	0.98
tpcds_q66/duckdb:parquet 🚨	59979630	53085089	1.13
tpcds_q67/duckdb:parquet	132246158	136907942	0.97
tpcds_q68/duckdb:parquet	37376034	38208335	0.98
tpcds_q69/duckdb:parquet	37231698	37150662	1.00
tpcds_q70/duckdb:parquet	19595108	19597161	1.00
tpcds_q71/duckdb:parquet	18139187	18021970	1.01
tpcds_q72/duckdb:parquet	160856340	160630790	1.00
tpcds_q73/duckdb:parquet	17610156	17989736	0.98
tpcds_q74/duckdb:parquet	48769196	49552814	0.98
tpcds_q75/duckdb:parquet	52520923	54241034	0.97
tpcds_q76/duckdb:parquet	69326746	71095059	0.98
tpcds_q77/duckdb:parquet	62103760	65268385	0.95
tpcds_q78/duckdb:parquet	71719266	75101707	0.95
tpcds_q79/duckdb:parquet	27222980	27407430	0.99
tpcds_q80/duckdb:parquet	81682257	84150080	0.97
tpcds_q81/duckdb:parquet	46232366	47126580	0.98
tpcds_q82/duckdb:parquet	15259605	15517674	0.98
tpcds_q83/duckdb:parquet	16265124	16338422	1.00
tpcds_q84/duckdb:parquet	19507065	20126729	0.97
tpcds_q85/duckdb:parquet	38565929	41641418	0.93
tpcds_q86/duckdb:parquet	12150849	12407977	0.98
tpcds_q87/duckdb:parquet	36398691	35864630	1.01
tpcds_q88/duckdb:parquet	29552148	28717410	1.03
tpcds_q89/duckdb:parquet	17121882	17550256	0.98
tpcds_q90/duckdb:parquet	7870683	7459629	1.06
tpcds_q91/duckdb:parquet	22851431	22852840	1.00
tpcds_q92/duckdb:parquet	11470048	11446992	1.00
tpcds_q93/duckdb:parquet	30261755	31324123	0.97
tpcds_q94/duckdb:parquet	16179930	16275659	0.99
tpcds_q95/duckdb:parquet 🚀	115856598	132867812	0.87
tpcds_q96/duckdb:parquet	9325461	9583069	0.97
tpcds_q97/duckdb:parquet	34793005	35010857	0.99
tpcds_q98/duckdb:parquet	18343945	18924529	0.97
tpcds_q99/duckdb:parquet	19263234	20517345	0.94

duckdb / duckdb (0.960x ➖, 8↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb	20154656	20393718	0.99
tpcds_q02/duckdb:duckdb	18323346	17756885	1.03
tpcds_q03/duckdb:duckdb	8079421	8317983	0.97
tpcds_q04/duckdb:duckdb	162077281	161010320	1.01
tpcds_q05/duckdb:duckdb 🚀	18206128	20307065	0.90
tpcds_q06/duckdb:duckdb	21476418	22115545	0.97
tpcds_q07/duckdb:duckdb	36782816	38053160	0.97
tpcds_q08/duckdb:duckdb	119989891	118997186	1.01
tpcds_q09/duckdb:duckdb	19699024	19805420	0.99
tpcds_q10/duckdb:duckdb	22596142	24223954	0.93
tpcds_q11/duckdb:duckdb	137458344	140689226	0.98
tpcds_q12/duckdb:duckdb	10882406	11510766	0.95
tpcds_q13/duckdb:duckdb	24352398	23783222	1.02
tpcds_q14/duckdb:duckdb	93370886	93763085	1.00
tpcds_q15/duckdb:duckdb	23225712	23947203	0.97
tpcds_q16/duckdb:duckdb	17513349	16726357	1.05
tpcds_q17/duckdb:duckdb	20720625	20479347	1.01
tpcds_q18/duckdb:duckdb	43689391	42972646	1.02
tpcds_q19/duckdb:duckdb	16785793	16175756	1.04
tpcds_q20/duckdb:duckdb	11623370	11908259	0.98
tpcds_q21/duckdb:duckdb	6293478	6702140	0.94
tpcds_q22/duckdb:duckdb	61075660	60350004	1.01
tpcds_q23/duckdb:duckdb 🚀	77354383	86871084	0.89
tpcds_q24/duckdb:duckdb	23486369	23843312	0.99
tpcds_q25/duckdb:duckdb	17139064	16414055	1.04
tpcds_q26/duckdb:duckdb	23082609	25359880	0.91
tpcds_q27/duckdb:duckdb	39069372	39725443	0.98
tpcds_q28/duckdb:duckdb	21564664	21254447	1.01
tpcds_q29/duckdb:duckdb	19528569	19958732	0.98
tpcds_q30/duckdb:duckdb	28398558	27883224	1.02
tpcds_q31/duckdb:duckdb	19675734	19597105	1.00
tpcds_q32/duckdb:duckdb	6881114	7009253	0.98
tpcds_q33/duckdb:duckdb	12074220	12972317	0.93
tpcds_q34/duckdb:duckdb	15510625	14398300	1.08
tpcds_q35/duckdb:duckdb	29661096	31733090	0.93
tpcds_q36/duckdb:duckdb	67413332	70677347	0.95
tpcds_q37/duckdb:duckdb	7074628	7678247	0.92
tpcds_q38/duckdb:duckdb	29870123	30082506	0.99
tpcds_q39/duckdb:duckdb	25667663	25520641	1.01
tpcds_q40/duckdb:duckdb	13833667	14383456	0.96
tpcds_q41/duckdb:duckdb	7827214	8225057	0.95
tpcds_q42/duckdb:duckdb	6269028	6127492	1.02
tpcds_q43/duckdb:duckdb	10759192	11484569	0.94
tpcds_q44/duckdb:duckdb	13382365	13792291	0.97
tpcds_q45/duckdb:duckdb	16910044	17556436	0.96
tpcds_q46/duckdb:duckdb	34329582	35947598	0.95
tpcds_q47/duckdb:duckdb	40244865	40996975	0.98
tpcds_q48/duckdb:duckdb	21345372	21122960	1.01
tpcds_q49/duckdb:duckdb	15935560	17431169	0.91
tpcds_q50/duckdb:duckdb	13816389	14152515	0.98
tpcds_q51/duckdb:duckdb	92816491	94718114	0.98
tpcds_q52/duckdb:duckdb	6995014	7250871	0.96
tpcds_q53/duckdb:duckdb	11268820	11966705	0.94
tpcds_q54/duckdb:duckdb	16243853	17270865	0.94
tpcds_q55/duckdb:duckdb	6846307	6786091	1.01
tpcds_q56/duckdb:duckdb 🚀	12814671	14375694	0.89
tpcds_q57/duckdb:duckdb	32116513	34096433	0.94
tpcds_q58/duckdb:duckdb	11943967	12366539	0.97
tpcds_q59/duckdb:duckdb	34664130	35507062	0.98
tpcds_q60/duckdb:duckdb 🚀	14066790	16620596	0.85
tpcds_q61/duckdb:duckdb	13722287	14964045	0.92
tpcds_q62/duckdb:duckdb	9151500	9413997	0.97
tpcds_q63/duckdb:duckdb	10722816	11172767	0.96
tpcds_q64/duckdb:duckdb	53822923	54490494	0.99
tpcds_q65/duckdb:duckdb	31598741	32824616	0.96
tpcds_q66/duckdb:duckdb	24096052	26390583	0.91
tpcds_q67/duckdb:duckdb	128681147	133576602	0.96
tpcds_q68/duckdb:duckdb	24040091	25781152	0.93
tpcds_q69/duckdb:duckdb	22430249	23332921	0.96
tpcds_q70/duckdb:duckdb	14039006	13936851	1.01
tpcds_q71/duckdb:duckdb	12413283	12808124	0.97
tpcds_q72/duckdb:duckdb	41316008	44926784	0.92
tpcds_q73/duckdb:duckdb	10241140	10693659	0.96
tpcds_q74/duckdb:duckdb	94419393	101114753	0.93
tpcds_q75/duckdb:duckdb	41328563	43383648	0.95
tpcds_q76/duckdb:duckdb	11874146	12850849	0.92
tpcds_q77/duckdb:duckdb	11430849	11993695	0.95
tpcds_q78/duckdb:duckdb	61590301	65383480	0.94
tpcds_q79/duckdb:duckdb	17143256	17910236	0.96
tpcds_q80/duckdb:duckdb 🚀	25825144	29381650	0.88
tpcds_q81/duckdb:duckdb	36540379	38371961	0.95
tpcds_q82/duckdb:duckdb	7957263	8792011	0.91
tpcds_q83/duckdb:duckdb	8961202	9205432	0.97
tpcds_q84/duckdb:duckdb	13315938	14629210	0.91
tpcds_q85/duckdb:duckdb	22294687	23560358	0.95
tpcds_q86/duckdb:duckdb	10060278	11140991	0.90
tpcds_q87/duckdb:duckdb	33415948	36932333	0.90
tpcds_q88/duckdb:duckdb	23801691	24500852	0.97
tpcds_q89/duckdb:duckdb	13093659	14200432	0.92
tpcds_q90/duckdb:duckdb	5309256	5792491	0.92
tpcds_q91/duckdb:duckdb	12729177	13662201	0.93
tpcds_q92/duckdb:duckdb	9600971	8995543	1.07
tpcds_q93/duckdb:duckdb 🚀	20692651	23718497	0.87
tpcds_q94/duckdb:duckdb	13204319	13505069	0.98
tpcds_q95/duckdb:duckdb 🚀	104168329	134166176	0.78
tpcds_q96/duckdb:duckdb	4520561	4692966	0.96
tpcds_q97/duckdb:duckdb	30113423	32208139	0.93
tpcds_q98/duckdb:duckdb 🚀	12837170	14431116	0.89
tpcds_q99/duckdb:duckdb	16040440	16391808	0.98

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-1.0%	+1.4%	-2.4%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	-13.1%	+1.4%	-14.3%	+10.0%	✅ faster
1	duckdb:duckdb	-1.2%	+1.4%	-2.6%	+15.8%	➖ noise
1	duckdb:vortex-compact	-6.4%	+1.4%	-7.7%	+12.3%	➖ noise
1	duckdb:vortex-file-compressed	-6.4%	+1.4%	-7.8%	+11.0%	➖ noise
2	datafusion:vortex-compact	-2.0%	-1.2%	-0.9%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-10.7%	-1.2%	-9.7%	+10.0%	✅ faster
2	duckdb:duckdb	+3.2%	-1.2%	+4.4%	+12.3%	➖ noise
2	duckdb:vortex-compact	-1.2%	-1.2%	-0.1%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+6.0%	-1.2%	+7.2%	+11.8%	➖ noise
3	datafusion:vortex-compact	+3.6%	-5.0%	+9.0%	+11.9%	➖ noise
3	datafusion:vortex-file-compressed	-9.5%	-5.0%	-4.7%	+11.0%	➖ noise
3	duckdb:duckdb	-2.9%	-5.0%	+2.3%	+19.4%	➖ noise
3	duckdb:vortex-compact	-1.1%	-5.0%	+4.2%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+1.3%	-5.0%	+6.6%	+15.5%	➖ noise
4	datafusion:vortex-compact	+0.3%	-4.5%	+5.0%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-4.0%	-4.5%	+0.5%	+10.0%	➖ noise
4	duckdb:duckdb	+0.7%	-4.5%	+5.4%	+10.0%	➖ noise
4	duckdb:vortex-compact	+0.7%	-4.5%	+5.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.5%	-4.5%	+6.2%	+12.1%	➖ noise
5	datafusion:vortex-compact	-0.1%	-6.1%	+6.4%	+11.4%	➖ noise
5	datafusion:vortex-file-compressed	-13.3%	-6.1%	-7.7%	+14.4%	➖ noise
5	duckdb:duckdb	-10.3%	-6.1%	-4.5%	+14.8%	➖ noise
5	duckdb:vortex-compact	-0.4%	-6.1%	+6.1%	+12.0%	➖ noise
5	duckdb:vortex-file-compressed	-3.0%	-6.1%	+3.3%	+10.3%	➖ noise
6	datafusion:vortex-compact	-0.4%	-2.8%	+2.5%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-11.5%	-2.8%	-8.9%	+10.0%	➖ noise
6	duckdb:duckdb	-2.9%	-2.8%	-0.0%	+13.3%	➖ noise
6	duckdb:vortex-compact	-0.4%	-2.8%	+2.5%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-2.0%	-2.8%	+0.8%	+10.0%	➖ noise
7	datafusion:vortex-compact	-1.5%	-1.1%	-0.4%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-8.0%	-1.1%	-7.1%	+10.0%	➖ noise
7	duckdb:duckdb	-3.3%	-1.1%	-2.3%	+15.9%	➖ noise
7	duckdb:vortex-compact	+0.6%	-1.1%	+1.7%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+0.7%	-1.1%	+1.8%	+10.3%	➖ noise
8	datafusion:vortex-compact	-2.6%	-0.1%	-2.5%	+13.0%	➖ noise
8	datafusion:vortex-file-compressed	-9.1%	-0.1%	-8.9%	+13.5%	➖ noise
8	duckdb:duckdb	+0.8%	-0.1%	+1.0%	+12.2%	➖ noise
8	duckdb:vortex-compact	-1.7%	-0.1%	-1.6%	+13.1%	➖ noise
8	duckdb:vortex-file-compressed	-0.1%	-0.1%	+0.1%	+15.9%	➖ noise
9	datafusion:vortex-compact	+2.0%	+1.2%	+0.8%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	-6.7%	+1.2%	-7.8%	+10.0%	➖ noise
9	duckdb:duckdb	-0.5%	+1.2%	-1.7%	+10.0%	➖ noise
9	duckdb:vortex-compact	+0.1%	+1.2%	-1.1%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-1.4%	+1.2%	-2.5%	+10.0%	➖ noise
10	datafusion:vortex-compact	-0.6%	-2.7%	+2.2%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-11.1%	-2.7%	-8.7%	+10.0%	➖ noise
10	duckdb:duckdb	-6.7%	-2.7%	-4.1%	+10.3%	➖ noise
10	duckdb:vortex-compact	+5.1%	-2.7%	+8.1%	+12.3%	➖ noise
10	duckdb:vortex-file-compressed	+6.0%	-2.7%	+9.0%	+10.0%	➖ noise
11	datafusion:vortex-compact	-4.7%	-3.0%	-1.7%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	-6.2%	-3.0%	-3.3%	+10.0%	➖ noise
11	duckdb:duckdb	-2.3%	-3.0%	+0.8%	+10.0%	➖ noise
11	duckdb:vortex-compact	+0.5%	-3.0%	+3.7%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	-1.3%	-3.0%	+1.8%	+10.0%	➖ noise
12	datafusion:vortex-compact	-3.8%	+1.0%	-4.8%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-10.8%	+1.0%	-11.7%	+15.9%	➖ noise
12	duckdb:duckdb	-5.5%	+1.0%	-6.4%	+10.0%	➖ noise
12	duckdb:vortex-compact	-1.6%	+1.0%	-2.6%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	-1.9%	+1.0%	-2.9%	+12.6%	➖ noise
13	datafusion:vortex-compact	+1.5%	-3.2%	+4.9%	+13.5%	➖ noise
13	datafusion:vortex-file-compressed	-9.3%	-3.2%	-6.3%	+10.0%	➖ noise
13	duckdb:duckdb	+2.4%	-3.2%	+5.8%	+10.7%	➖ noise
13	duckdb:vortex-compact	+1.8%	-3.2%	+5.2%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+0.5%	-3.2%	+3.9%	+10.0%	➖ noise
14	datafusion:vortex-compact	-6.6%	-5.7%	-1.0%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-6.5%	-5.7%	-0.8%	+10.0%	➖ noise
14	duckdb:duckdb	-0.4%	-5.7%	+5.6%	+10.0%	➖ noise
14	duckdb:vortex-compact	-2.6%	-5.7%	+3.4%	+11.9%	➖ noise
14	duckdb:vortex-file-compressed	+1.4%	-5.7%	+7.5%	+10.0%	➖ noise
15	datafusion:vortex-compact	-9.9%	-5.0%	-5.2%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	-10.0%	-5.0%	-5.3%	+10.7%	➖ noise
15	duckdb:duckdb	-3.0%	-5.0%	+2.1%	+15.3%	➖ noise
15	duckdb:vortex-compact	-3.4%	-5.0%	+1.7%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-0.1%	-5.0%	+5.1%	+10.0%	➖ noise
16	datafusion:vortex-compact	-4.1%	-5.0%	+1.0%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-11.7%	-5.0%	-7.0%	+10.0%	➖ noise
16	duckdb:duckdb	+4.7%	-5.0%	+10.3%	+13.2%	➖ noise
16	duckdb:vortex-compact	+2.8%	-5.0%	+8.3%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	+2.4%	-5.0%	+7.8%	+10.0%	➖ noise
17	datafusion:vortex-compact	-4.8%	-5.2%	+0.4%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-10.0%	-5.2%	-5.1%	+10.0%	➖ noise
17	duckdb:duckdb	+1.2%	-5.2%	+6.7%	+12.8%	➖ noise
17	duckdb:vortex-compact	+1.3%	-5.2%	+6.9%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	+1.5%	-5.2%	+7.1%	+10.0%	➖ noise
18	datafusion:vortex-compact	-7.7%	-3.8%	-4.1%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	-12.4%	-3.8%	-8.9%	+10.0%	➖ noise
18	duckdb:duckdb	+1.7%	-3.8%	+5.7%	+10.0%	➖ noise
18	duckdb:vortex-compact	-2.0%	-3.8%	+1.9%	+10.2%	➖ noise
18	duckdb:vortex-file-compressed	-5.5%	-3.8%	-1.7%	+10.0%	➖ noise
19	datafusion:vortex-compact	-3.0%	-4.4%	+1.5%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-7.4%	-4.4%	-3.1%	+11.2%	➖ noise
19	duckdb:duckdb	+3.8%	-4.4%	+8.6%	+10.0%	➖ noise
19	duckdb:vortex-compact	+0.9%	-4.4%	+5.5%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	-0.1%	-4.4%	+4.6%	+12.8%	➖ noise
20	datafusion:vortex-compact	-4.7%	-4.9%	+0.2%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	-6.4%	-4.9%	-1.6%	+10.0%	➖ noise
20	duckdb:duckdb	-2.4%	-4.9%	+2.7%	+10.0%	➖ noise
20	duckdb:vortex-compact	+1.7%	-4.9%	+7.0%	+11.5%	➖ noise
20	duckdb:vortex-file-compressed	+6.2%	-4.9%	+11.7%	+11.7%	🚨 regression
21	datafusion:vortex-compact	-5.4%	-0.7%	-4.8%	+15.2%	➖ noise
21	datafusion:vortex-file-compressed	-9.7%	-0.7%	-9.1%	+15.2%	➖ noise
21	duckdb:duckdb	-6.1%	-0.7%	-5.5%	+22.6%	➖ noise
21	duckdb:vortex-compact	-5.6%	-0.7%	-5.0%	+17.9%	➖ noise
21	duckdb:vortex-file-compressed	-6.2%	-0.7%	-5.5%	+22.0%	➖ noise
22	datafusion:vortex-compact	-3.1%	+4.6%	-7.3%	+10.9%	➖ noise
22	datafusion:vortex-file-compressed	-15.7%	+4.6%	-19.5%	+13.0%	✅ faster
22	duckdb:duckdb	+1.2%	+4.6%	-3.2%	+12.6%	➖ noise
22	duckdb:vortex-compact	-1.1%	+4.6%	-5.4%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	-0.7%	+4.6%	-5.0%	+13.3%	➖ noise
23	datafusion:vortex-compact	-3.3%	-3.3%	-0.0%	+10.0%	➖ noise
23	datafusion:vortex-file-compressed	-3.7%	-3.3%	-0.5%	+10.0%	➖ noise
23	duckdb:duckdb	-11.0%	-3.3%	-7.9%	+10.0%	➖ noise
23	duckdb:vortex-compact	+0.4%	-3.3%	+3.9%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	+1.5%	-3.3%	+4.9%	+10.0%	➖ noise
24	datafusion:vortex-compact	-3.0%	-0.5%	-2.5%	+10.0%	➖ noise
24	datafusion:vortex-file-compressed	-7.2%	-0.5%	-6.7%	+10.0%	➖ noise
24	duckdb:duckdb	-1.5%	-0.5%	-1.0%	+10.0%	➖ noise
24	duckdb:vortex-compact	-1.0%	-0.5%	-0.5%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+3.8%	-0.5%	+4.3%	+10.3%	➖ noise
25	datafusion:vortex-compact	-0.2%	-2.5%	+2.3%	+10.0%	➖ noise
25	datafusion:vortex-file-compressed	+1.0%	-2.5%	+3.5%	+10.0%	➖ noise
25	duckdb:duckdb	+4.4%	-2.5%	+7.0%	+11.4%	➖ noise
25	duckdb:vortex-compact	-0.0%	-2.5%	+2.5%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	+3.4%	-2.5%	+6.0%	+10.3%	➖ noise
26	datafusion:vortex-compact	+0.2%	-5.2%	+5.8%	+10.0%	➖ noise
26	datafusion:vortex-file-compressed	-2.6%	-5.2%	+2.8%	+10.0%	➖ noise
26	duckdb:duckdb	-9.0%	-5.2%	-3.9%	+15.9%	➖ noise
26	duckdb:vortex-compact	-0.7%	-5.2%	+4.8%	+12.0%	➖ noise
26	duckdb:vortex-file-compressed	-5.0%	-5.2%	+0.3%	+10.0%	➖ noise
27	datafusion:vortex-compact	-1.5%	-2.6%	+1.1%	+10.0%	➖ noise
27	datafusion:vortex-file-compressed	-2.0%	-2.6%	+0.6%	+10.0%	➖ noise
27	duckdb:duckdb	-1.7%	-2.6%	+0.9%	+16.1%	➖ noise
27	duckdb:vortex-compact	-3.2%	-2.6%	-0.6%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	-3.3%	-2.6%	-0.8%	+10.0%	➖ noise
28	datafusion:vortex-compact	-5.6%	-2.1%	-3.6%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	-5.4%	-2.1%	-3.3%	+10.0%	➖ noise
28	duckdb:duckdb	+1.5%	-2.1%	+3.7%	+10.0%	➖ noise
28	duckdb:vortex-compact	+1.7%	-2.1%	+3.9%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	+2.6%	-2.1%	+4.8%	+10.0%	➖ noise
29	datafusion:vortex-compact	+1.2%	-1.8%	+3.0%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	+0.9%	-1.8%	+2.8%	+10.0%	➖ noise
29	duckdb:duckdb	-2.2%	-1.8%	-0.4%	+10.1%	➖ noise
29	duckdb:vortex-compact	+2.3%	-1.8%	+4.2%	+10.9%	➖ noise
29	duckdb:vortex-file-compressed	+4.8%	-1.8%	+6.7%	+10.0%	➖ noise
30	datafusion:vortex-compact	+0.6%	-8.6%	+10.1%	+11.4%	➖ noise
30	datafusion:vortex-file-compressed	-6.1%	-8.6%	+2.7%	+10.0%	➖ noise
30	duckdb:duckdb	+1.8%	-8.6%	+11.4%	+11.3%	🚨 regression
30	duckdb:vortex-compact	-0.4%	-8.6%	+8.9%	+11.9%	➖ noise
30	duckdb:vortex-file-compressed	-8.1%	-8.6%	+0.6%	+12.8%	➖ noise
31	datafusion:vortex-compact	-5.6%	-2.0%	-3.7%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	-0.5%	-2.0%	+1.5%	+10.0%	➖ noise
31	duckdb:duckdb	+0.4%	-2.0%	+2.4%	+12.8%	➖ noise
31	duckdb:vortex-compact	+2.6%	-2.0%	+4.6%	+10.7%	➖ noise
31	duckdb:vortex-file-compressed	-3.8%	-2.0%	-1.9%	+10.4%	➖ noise
32	datafusion:vortex-compact	-6.8%	-2.0%	-4.9%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	-1.2%	-2.0%	+0.8%	+10.0%	➖ noise
32	duckdb:duckdb	-1.8%	-2.0%	+0.1%	+11.0%	➖ noise
32	duckdb:vortex-compact	+3.8%	-2.0%	+5.9%	+12.9%	➖ noise
32	duckdb:vortex-file-compressed	+1.4%	-2.0%	+3.4%	+10.0%	➖ noise
33	datafusion:vortex-compact	-4.5%	-1.8%	-2.7%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	+0.9%	-1.8%	+2.8%	+10.0%	➖ noise
33	duckdb:duckdb	-6.9%	-1.8%	-5.2%	+10.0%	➖ noise
33	duckdb:vortex-compact	-4.9%	-1.8%	-3.1%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	-2.2%	-1.8%	-0.4%	+11.5%	➖ noise
34	datafusion:vortex-compact	-4.9%	-6.2%	+1.4%	+10.0%	➖ noise
34	datafusion:vortex-file-compressed	+4.7%	-6.2%	+11.7%	+10.0%	🚨 regression
34	duckdb:duckdb	+7.7%	-6.2%	+14.9%	+14.8%	🚨 regression
34	duckdb:vortex-compact	+2.4%	-6.2%	+9.2%	+11.4%	➖ noise
34	duckdb:vortex-file-compressed	-4.1%	-6.2%	+2.3%	+10.9%	➖ noise
35	datafusion:vortex-compact	-2.7%	-4.2%	+1.6%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	-4.2%	-4.2%	+0.1%	+10.0%	➖ noise
35	duckdb:duckdb	-6.5%	-4.2%	-2.4%	+17.6%	➖ noise
35	duckdb:vortex-compact	-4.4%	-4.2%	-0.2%	+10.8%	➖ noise
35	duckdb:vortex-file-compressed	-0.5%	-4.2%	+3.9%	+10.0%	➖ noise
36	datafusion:vortex-compact	-0.9%	-4.0%	+3.2%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	-0.9%	-4.0%	+3.2%	+10.0%	➖ noise
36	duckdb:duckdb	-4.6%	-4.0%	-0.6%	+10.9%	➖ noise
36	duckdb:vortex-compact	-0.9%	-4.0%	+3.3%	+10.2%	➖ noise
36	duckdb:vortex-file-compressed	-3.8%	-4.0%	+0.3%	+10.4%	➖ noise
37	datafusion:vortex-compact	-1.2%	-10.0%	+9.9%	+10.0%	➖ noise
37	datafusion:vortex-file-compressed	-0.3%	-10.0%	+10.8%	+15.0%	➖ noise
37	duckdb:duckdb	-7.9%	-10.0%	+2.4%	+12.5%	➖ noise
37	duckdb:vortex-compact	-5.3%	-10.0%	+5.3%	+10.0%	➖ noise
37	duckdb:vortex-file-compressed	+4.7%	-10.0%	+16.3%	+11.7%	🚨 regression
38	datafusion:vortex-compact	-3.2%	-4.3%	+1.1%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	-5.9%	-4.3%	-1.7%	+10.0%	➖ noise
38	duckdb:duckdb	-0.7%	-4.3%	+3.7%	+12.7%	➖ noise
38	duckdb:vortex-compact	-6.6%	-4.3%	-2.4%	+14.0%	➖ noise
38	duckdb:vortex-file-compressed	+2.3%	-4.3%	+6.9%	+18.9%	➖ noise
39	datafusion:vortex-compact	-4.3%	-15.8%	+13.7%	+13.7%	➖ noise
39	datafusion:vortex-file-compressed	+6.8%	-15.8%	+26.9%	+15.9%	🚨 regression
39	duckdb:duckdb	+0.6%	-15.8%	+19.5%	+16.5%	🚨 regression
39	duckdb:vortex-compact	+0.8%	-15.8%	+19.7%	+17.9%	🚨 regression
39	duckdb:vortex-file-compressed	-1.5%	-15.8%	+17.0%	+11.5%	🚨 regression
40	datafusion:vortex-compact	-6.3%	-6.0%	-0.3%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	-5.9%	-6.0%	+0.1%	+10.0%	➖ noise
40	duckdb:duckdb	-3.8%	-6.0%	+2.4%	+15.3%	➖ noise
40	duckdb:vortex-compact	-1.6%	-6.0%	+4.7%	+12.5%	➖ noise
40	duckdb:vortex-file-compressed	-7.9%	-6.0%	-1.9%	+14.8%	➖ noise
41	datafusion:vortex-compact	-3.0%	-7.2%	+4.5%	+10.0%	➖ noise
41	datafusion:vortex-file-compressed	-3.1%	-7.2%	+4.4%	+12.2%	➖ noise
41	duckdb:duckdb	-4.8%	-7.2%	+2.5%	+12.2%	➖ noise
41	duckdb:vortex-compact	+2.6%	-7.2%	+10.5%	+12.8%	➖ noise
41	duckdb:vortex-file-compressed	-3.7%	-7.2%	+3.8%	+10.0%	➖ noise
42	datafusion:vortex-compact	-2.4%	-3.6%	+1.2%	+10.0%	➖ noise
42	datafusion:vortex-file-compressed	-7.7%	-3.6%	-4.2%	+10.0%	➖ noise
42	duckdb:duckdb	+2.3%	-3.6%	+6.1%	+12.5%	➖ noise
42	duckdb:vortex-compact	+4.2%	-3.6%	+8.1%	+11.7%	➖ noise
42	duckdb:vortex-file-compressed	+1.9%	-3.6%	+5.7%	+19.7%	➖ noise
43	datafusion:vortex-compact	-2.6%	-5.6%	+3.2%	+10.0%	➖ noise
43	datafusion:vortex-file-compressed	-0.6%	-5.6%	+5.4%	+10.0%	➖ noise
43	duckdb:duckdb	-6.3%	-5.6%	-0.7%	+10.0%	➖ noise
43	duckdb:vortex-compact	-0.6%	-5.6%	+5.4%	+10.0%	➖ noise
43	duckdb:vortex-file-compressed	+3.3%	-5.6%	+9.4%	+26.0%	➖ noise
44	datafusion:vortex-compact	-1.6%	-5.6%	+4.2%	+10.0%	➖ noise
44	datafusion:vortex-file-compressed	-5.3%	-5.6%	+0.4%	+10.0%	➖ noise
44	duckdb:duckdb	-3.0%	-5.6%	+2.8%	+12.7%	➖ noise
44	duckdb:vortex-compact	+1.0%	-5.6%	+7.0%	+10.0%	➖ noise
44	duckdb:vortex-file-compressed	-2.9%	-5.6%	+2.8%	+12.1%	➖ noise
45	datafusion:vortex-compact	-5.1%	-5.8%	+0.7%	+10.0%	➖ noise
45	datafusion:vortex-file-compressed	-2.3%	-5.8%	+3.7%	+10.0%	➖ noise
45	duckdb:duckdb	-3.7%	-5.8%	+2.2%	+10.0%	➖ noise
45	duckdb:vortex-compact	+0.4%	-5.8%	+6.6%	+10.0%	➖ noise
45	duckdb:vortex-file-compressed	-3.3%	-5.8%	+2.6%	+10.0%	➖ noise
46	datafusion:vortex-compact	-4.6%	-5.1%	+0.6%	+10.0%	➖ noise
46	datafusion:vortex-file-compressed	-12.2%	-5.1%	-7.4%	+10.0%	➖ noise
46	duckdb:duckdb	-4.5%	-5.1%	+0.7%	+10.0%	➖ noise
46	duckdb:vortex-compact	-0.1%	-5.1%	+5.3%	+10.0%	➖ noise
46	duckdb:vortex-file-compressed	-5.0%	-5.1%	+0.2%	+10.4%	➖ noise
47	datafusion:vortex-compact	-4.2%	-5.0%	+0.9%	+10.0%	➖ noise
47	datafusion:vortex-file-compressed	-5.1%	-5.0%	-0.1%	+10.0%	➖ noise
47	duckdb:duckdb	-1.8%	-5.0%	+3.4%	+10.0%	➖ noise
47	duckdb:vortex-compact	-0.9%	-5.0%	+4.4%	+10.0%	➖ noise
47	duckdb:vortex-file-compressed	+0.2%	-5.0%	+5.5%	+10.0%	➖ noise
48	datafusion:vortex-compact	+5.1%	-6.1%	+11.8%	+14.7%	➖ noise
48	datafusion:vortex-file-compressed	-3.3%	-6.1%	+2.9%	+15.4%	➖ noise
48	duckdb:duckdb	+1.1%	-6.1%	+7.6%	+13.6%	➖ noise
48	duckdb:vortex-compact	-2.5%	-6.1%	+3.8%	+18.2%	➖ noise
48	duckdb:vortex-file-compressed	+2.3%	-6.1%	+8.9%	+16.6%	➖ noise
49	datafusion:vortex-compact	-6.3%	-4.4%	-1.9%	+10.0%	➖ noise
49	datafusion:vortex-file-compressed	-3.4%	-4.4%	+1.1%	+10.0%	➖ noise
49	duckdb:duckdb	-8.6%	-4.4%	-4.4%	+12.5%	➖ noise
49	duckdb:vortex-compact	+1.2%	-4.4%	+5.8%	+10.0%	➖ noise
49	duckdb:vortex-file-compressed	-5.1%	-4.4%	-0.7%	+11.0%	➖ noise
50	datafusion:vortex-compact	-2.7%	-4.9%	+2.3%	+10.0%	➖ noise
50	datafusion:vortex-file-compressed	-8.9%	-4.9%	-4.2%	+10.0%	➖ noise
50	duckdb:duckdb	-2.4%	-4.9%	+2.7%	+10.0%	➖ noise
50	duckdb:vortex-compact	-2.9%	-4.9%	+2.2%	+10.0%	➖ noise
50	duckdb:vortex-file-compressed	-2.6%	-4.9%	+2.4%	+10.0%	➖ noise
51	datafusion:vortex-compact	-2.0%	-6.6%	+4.9%	+10.0%	➖ noise
51	datafusion:vortex-file-compressed	-2.9%	-6.6%	+3.9%	+10.0%	➖ noise
51	duckdb:duckdb	-2.0%	-6.6%	+4.9%	+14.0%	➖ noise
51	duckdb:vortex-compact	-2.4%	-6.6%	+4.4%	+17.1%	➖ noise
51	duckdb:vortex-file-compressed	-3.4%	-6.6%	+3.5%	+24.1%	➖ noise
52	datafusion:vortex-compact	-5.3%	+0.1%	-5.4%	+13.2%	➖ noise
52	datafusion:vortex-file-compressed	-9.9%	+0.1%	-10.0%	+11.7%	➖ noise
52	duckdb:duckdb	-3.5%	+0.1%	-3.6%	+14.9%	➖ noise
52	duckdb:vortex-compact	-3.1%	+0.1%	-3.1%	+12.0%	➖ noise
52	duckdb:vortex-file-compressed	+0.1%	+0.1%	+0.1%	+17.7%	➖ noise
53	datafusion:vortex-compact	-0.9%	-5.3%	+4.7%	+10.0%	➖ noise
53	datafusion:vortex-file-compressed	-4.7%	-5.3%	+0.7%	+10.0%	➖ noise
53	duckdb:duckdb	-5.8%	-5.3%	-0.5%	+11.0%	➖ noise
53	duckdb:vortex-compact	-2.5%	-5.3%	+3.0%	+10.0%	➖ noise
53	duckdb:vortex-file-compressed	+1.3%	-5.3%	+7.0%	+12.1%	➖ noise
54	datafusion:vortex-compact	-3.6%	-4.5%	+0.9%	+10.0%	➖ noise
54	datafusion:vortex-file-compressed	-4.6%	-4.5%	-0.2%	+10.0%	➖ noise
54	duckdb:duckdb	-5.9%	-4.5%	-1.5%	+14.5%	➖ noise
54	duckdb:vortex-compact	+1.5%	-4.5%	+6.2%	+10.0%	➖ noise
54	duckdb:vortex-file-compressed	+2.8%	-4.5%	+7.6%	+10.4%	➖ noise
55	datafusion:vortex-compact	+2.2%	-11.9%	+16.0%	+10.1%	🚨 regression
55	datafusion:vortex-file-compressed	-3.0%	-11.9%	+10.1%	+11.0%	➖ noise
55	duckdb:duckdb	+0.9%	-11.9%	+14.5%	+15.6%	➖ noise
55	duckdb:vortex-compact	-3.9%	-11.9%	+9.1%	+12.3%	➖ noise
55	duckdb:vortex-file-compressed	+10.2%	-11.9%	+25.0%	+13.8%	🚨 regression
56	datafusion:vortex-compact	+2.6%	-8.5%	+12.2%	+10.0%	🚨 regression
56	datafusion:vortex-file-compressed	+0.7%	-8.5%	+10.1%	+10.0%	🚨 regression
56	duckdb:duckdb	-10.9%	-8.5%	-2.6%	+10.6%	➖ noise
56	duckdb:vortex-compact	-2.9%	-8.5%	+6.1%	+10.0%	➖ noise
56	duckdb:vortex-file-compressed	+4.6%	-8.5%	+14.3%	+11.4%	🚨 regression
57	datafusion:vortex-compact	-2.3%	-4.2%	+1.9%	+10.0%	➖ noise
57	datafusion:vortex-file-compressed	-6.0%	-4.2%	-2.0%	+10.0%	➖ noise
57	duckdb:duckdb	-5.8%	-4.2%	-1.7%	+17.6%	➖ noise
57	duckdb:vortex-compact	-2.9%	-4.2%	+1.3%	+10.0%	➖ noise
57	duckdb:vortex-file-compressed	-18.7%	-4.2%	-15.2%	+21.9%	➖ noise
58	datafusion:vortex-compact	+1.7%	-6.0%	+8.2%	+14.5%	➖ noise
58	datafusion:vortex-file-compressed	-7.0%	-6.0%	-1.1%	+13.3%	➖ noise
58	duckdb:duckdb	-3.4%	-6.0%	+2.7%	+19.0%	➖ noise
58	duckdb:vortex-compact	+11.5%	-6.0%	+18.6%	+21.0%	➖ noise
58	duckdb:vortex-file-compressed	-4.8%	-6.0%	+1.3%	+19.8%	➖ noise
59	datafusion:vortex-compact	-3.0%	-3.8%	+0.8%	+10.0%	➖ noise
59	datafusion:vortex-file-compressed	-8.5%	-3.8%	-5.0%	+10.0%	➖ noise
59	duckdb:duckdb	-2.4%	-3.8%	+1.4%	+13.3%	➖ noise
59	duckdb:vortex-compact	+1.4%	-3.8%	+5.4%	+10.0%	➖ noise
59	duckdb:vortex-file-compressed	-3.7%	-3.8%	+0.1%	+10.0%	➖ noise
60	datafusion:vortex-compact	-6.1%	-4.7%	-1.5%	+10.0%	➖ noise
60	datafusion:vortex-file-compressed	-2.1%	-4.7%	+2.7%	+14.4%	➖ noise
60	duckdb:duckdb	-15.4%	-4.7%	-11.2%	+19.3%	➖ noise
60	duckdb:vortex-compact	-2.1%	-4.7%	+2.7%	+10.0%	➖ noise
60	duckdb:vortex-file-compressed	+6.6%	-4.7%	+11.8%	+14.0%	➖ noise
61	datafusion:vortex-compact	-0.3%	-2.2%	+2.0%	+10.0%	➖ noise
61	datafusion:vortex-file-compressed	-7.7%	-2.2%	-5.5%	+10.0%	➖ noise
61	duckdb:duckdb	-8.3%	-2.2%	-6.2%	+10.1%	➖ noise
61	duckdb:vortex-compact	-0.4%	-2.2%	+1.9%	+11.0%	➖ noise
61	duckdb:vortex-file-compressed	+0.0%	-2.2%	+2.3%	+13.1%	➖ noise
62	datafusion:vortex-compact	-6.6%	-4.3%	-2.5%	+10.1%	➖ noise
62	datafusion:vortex-file-compressed	-9.2%	-4.3%	-5.2%	+10.0%	➖ noise
62	duckdb:duckdb	-2.8%	-4.3%	+1.6%	+20.0%	➖ noise
62	duckdb:vortex-compact	+30.6%	-4.3%	+36.4%	+26.4%	🚨 regression
62	duckdb:vortex-file-compressed	-10.0%	-4.3%	-5.9%	+23.9%	➖ noise
63	datafusion:vortex-compact	-5.3%	-5.1%	-0.2%	+10.0%	➖ noise
63	datafusion:vortex-file-compressed	-10.4%	-5.1%	-5.7%	+11.8%	➖ noise
63	duckdb:duckdb	-4.0%	-5.1%	+1.1%	+10.0%	➖ noise
63	duckdb:vortex-compact	+3.0%	-5.1%	+8.4%	+10.0%	➖ noise
63	duckdb:vortex-file-compressed	+2.5%	-5.1%	+8.0%	+13.9%	➖ noise
64	datafusion:vortex-compact	-3.3%	-5.5%	+2.3%	+10.0%	➖ noise
64	datafusion:vortex-file-compressed	-3.4%	-5.5%	+2.2%	+10.0%	➖ noise
64	duckdb:duckdb	-1.2%	-5.5%	+4.5%	+10.0%	➖ noise
64	duckdb:vortex-compact	-0.6%	-5.5%	+5.2%	+10.0%	➖ noise
64	duckdb:vortex-file-compressed	-1.6%	-5.5%	+4.1%	+10.0%	➖ noise
65	datafusion:vortex-compact	-7.5%	-5.6%	-2.0%	+10.0%	➖ noise
65	datafusion:vortex-file-compressed	-1.0%	-5.6%	+4.9%	+10.3%	➖ noise
65	duckdb:duckdb	-3.7%	-5.6%	+2.0%	+13.5%	➖ noise
65	duckdb:vortex-compact	+3.7%	-5.6%	+9.8%	+10.0%	➖ noise
65	duckdb:vortex-file-compressed	-5.1%	-5.6%	+0.5%	+10.0%	➖ noise
66	datafusion:vortex-compact	-4.4%	+2.7%	-6.9%	+12.4%	➖ noise
66	datafusion:vortex-file-compressed	+0.7%	+2.7%	-1.9%	+12.4%	➖ noise
66	duckdb:duckdb	-8.7%	+2.7%	-11.1%	+11.6%	✅ faster
66	duckdb:vortex-compact	-1.9%	+2.7%	-4.5%	+17.2%	➖ noise
66	duckdb:vortex-file-compressed	+7.9%	+2.7%	+5.1%	+19.0%	➖ noise
67	datafusion:vortex-compact	-4.7%	-6.9%	+2.4%	+10.0%	➖ noise
67	datafusion:vortex-file-compressed	-7.9%	-6.9%	-1.1%	+10.0%	➖ noise
67	duckdb:duckdb	-3.7%	-6.9%	+3.4%	+10.0%	➖ noise
67	duckdb:vortex-compact	-0.0%	-6.9%	+7.3%	+10.0%	➖ noise
67	duckdb:vortex-file-compressed	+1.2%	-6.9%	+8.7%	+10.0%	➖ noise
68	datafusion:vortex-compact	-2.3%	-4.3%	+2.0%	+10.0%	➖ noise
68	datafusion:vortex-file-compressed	-4.2%	-4.3%	+0.0%	+10.0%	➖ noise
68	duckdb:duckdb	-6.8%	-4.3%	-2.6%	+10.6%	➖ noise
68	duckdb:vortex-compact	-1.7%	-4.3%	+2.7%	+10.0%	➖ noise
68	duckdb:vortex-file-compressed	-2.0%	-4.3%	+2.3%	+10.0%	➖ noise
69	datafusion:vortex-compact	-3.2%	-6.3%	+3.4%	+10.0%	➖ noise
69	datafusion:vortex-file-compressed	-3.8%	-6.3%	+2.7%	+10.0%	➖ noise
69	duckdb:duckdb	-3.9%	-6.3%	+2.6%	+12.6%	➖ noise
69	duckdb:vortex-compact	-1.9%	-6.3%	+4.7%	+10.0%	➖ noise
69	duckdb:vortex-file-compressed	-0.9%	-6.3%	+5.8%	+14.0%	➖ noise
70	datafusion:vortex-compact	-0.9%	-7.3%	+6.9%	+10.0%	➖ noise
70	datafusion:vortex-file-compressed	+0.7%	-7.3%	+8.6%	+10.2%	➖ noise
70	duckdb:duckdb	+0.7%	-7.3%	+8.7%	+15.0%	➖ noise
70	duckdb:vortex-compact	+1.2%	-7.3%	+9.2%	+10.9%	➖ noise
70	duckdb:vortex-file-compressed	-3.3%	-7.3%	+4.4%	+10.0%	➖ noise
71	datafusion:vortex-compact	+1.0%	-2.9%	+4.0%	+10.0%	➖ noise
71	datafusion:vortex-file-compressed	-6.0%	-2.9%	-3.3%	+10.9%	➖ noise
71	duckdb:duckdb	-3.1%	-2.9%	-0.2%	+14.8%	➖ noise
71	duckdb:vortex-compact	-3.3%	-2.9%	-0.5%	+12.9%	➖ noise
71	duckdb:vortex-file-compressed	+4.0%	-2.9%	+7.1%	+17.5%	➖ noise
72	datafusion:vortex-compact	-2.7%	-4.1%	+1.4%	+10.0%	➖ noise
72	datafusion:vortex-file-compressed	-2.4%	-4.1%	+1.7%	+10.0%	➖ noise
72	duckdb:duckdb	-8.0%	-4.1%	-4.1%	+12.0%	➖ noise
72	duckdb:vortex-compact	-1.8%	-4.1%	+2.4%	+10.0%	➖ noise
72	duckdb:vortex-file-compressed	-0.5%	-4.1%	+3.7%	+10.0%	➖ noise
73	datafusion:vortex-compact	-0.9%	-5.0%	+4.3%	+12.0%	➖ noise
73	datafusion:vortex-file-compressed	+3.5%	-5.0%	+9.0%	+13.0%	➖ noise
73	duckdb:duckdb	-4.2%	-5.0%	+0.9%	+13.1%	➖ noise
73	duckdb:vortex-compact	+0.9%	-5.0%	+6.2%	+10.0%	➖ noise
73	duckdb:vortex-file-compressed	+1.1%	-5.0%	+6.5%	+10.0%	➖ noise
74	datafusion:vortex-compact	-1.6%	-6.6%	+5.3%	+10.0%	➖ noise
74	datafusion:vortex-file-compressed	+0.6%	-6.6%	+7.7%	+10.0%	➖ noise
74	duckdb:duckdb	-6.6%	-6.6%	-0.0%	+10.0%	➖ noise
74	duckdb:vortex-compact	-1.5%	-6.6%	+5.4%	+10.0%	➖ noise
74	duckdb:vortex-file-compressed	-0.7%	-6.6%	+6.3%	+10.0%	➖ noise
75	datafusion:vortex-compact	-1.2%	-4.2%	+3.1%	+10.0%	➖ noise
75	datafusion:vortex-file-compressed	-0.3%	-4.2%	+4.1%	+10.0%	➖ noise
75	duckdb:duckdb	-4.7%	-4.2%	-0.6%	+10.0%	➖ noise
75	duckdb:vortex-compact	-2.0%	-4.2%	+2.2%	+10.0%	➖ noise
75	duckdb:vortex-file-compressed	-1.4%	-4.2%	+2.9%	+10.4%	➖ noise
76	datafusion:vortex-compact	-2.4%	-5.7%	+3.5%	+10.3%	➖ noise
76	datafusion:vortex-file-compressed	-1.7%	-5.7%	+4.2%	+10.0%	➖ noise
76	duckdb:duckdb	-7.6%	-5.7%	-2.1%	+18.9%	➖ noise
76	duckdb:vortex-compact	+3.0%	-5.7%	+9.1%	+10.0%	➖ noise
76	duckdb:vortex-file-compressed	+0.9%	-5.7%	+7.0%	+37.9%	➖ noise
77	datafusion:vortex-compact	-9.8%	-5.7%	-4.4%	+10.0%	➖ noise
77	datafusion:vortex-file-compressed	-0.9%	-5.7%	+5.0%	+10.0%	➖ noise
77	duckdb:duckdb	-4.7%	-5.7%	+1.0%	+18.9%	➖ noise
77	duckdb:vortex-compact	+6.9%	-5.7%	+13.3%	+10.0%	🚨 regression
77	duckdb:vortex-file-compressed	-0.3%	-5.7%	+5.7%	+10.6%	➖ noise
78	datafusion:vortex-compact	-2.2%	-5.8%	+3.9%	+10.0%	➖ noise
78	datafusion:vortex-file-compressed	-2.1%	-5.8%	+4.0%	+10.0%	➖ noise
78	duckdb:duckdb	-5.8%	-5.8%	+0.0%	+12.0%	➖ noise
78	duckdb:vortex-compact	-2.7%	-5.8%	+3.3%	+11.6%	➖ noise
78	duckdb:vortex-file-compressed	-0.1%	-5.8%	+6.1%	+10.0%	➖ noise
79	datafusion:vortex-compact	+5.0%	-4.2%	+9.6%	+10.0%	➖ noise
79	datafusion:vortex-file-compressed	-3.8%	-4.2%	+0.5%	+13.1%	➖ noise
79	duckdb:duckdb	-4.3%	-4.2%	-0.1%	+10.5%	➖ noise
79	duckdb:vortex-compact	-0.5%	-4.2%	+3.9%	+10.0%	➖ noise
79	duckdb:vortex-file-compressed	+0.7%	-4.2%	+5.2%	+10.0%	➖ noise
80	datafusion:vortex-compact	-0.8%	-3.6%	+2.8%	+10.0%	➖ noise
80	datafusion:vortex-file-compressed	+0.6%	-3.6%	+4.4%	+10.0%	➖ noise
80	duckdb:duckdb	-12.1%	-3.6%	-8.8%	+13.0%	➖ noise
80	duckdb:vortex-compact	-3.6%	-3.6%	-0.0%	+10.0%	➖ noise
80	duckdb:vortex-file-compressed	-4.0%	-3.6%	-0.4%	+10.0%	➖ noise
81	datafusion:vortex-compact	-3.6%	-6.2%	+2.8%	+12.5%	➖ noise
81	datafusion:vortex-file-compressed	-11.1%	-6.2%	-5.2%	+10.0%	➖ noise
81	duckdb:duckdb	-4.8%	-6.2%	+1.6%	+10.0%	➖ noise
81	duckdb:vortex-compact	-5.6%	-6.2%	+0.7%	+11.0%	➖ noise
81	duckdb:vortex-file-compressed	+1.4%	-6.2%	+8.2%	+10.0%	➖ noise
82	datafusion:vortex-compact	+2.8%	-2.9%	+5.8%	+10.0%	➖ noise
82	datafusion:vortex-file-compressed	-8.0%	-2.9%	-5.2%	+10.0%	➖ noise
82	duckdb:duckdb	-9.5%	-2.9%	-6.8%	+13.8%	➖ noise
82	duckdb:vortex-compact	-6.6%	-2.9%	-3.8%	+12.8%	➖ noise
82	duckdb:vortex-file-compressed	-0.4%	-2.9%	+2.5%	+13.1%	➖ noise
83	datafusion:vortex-compact	+4.6%	-2.8%	+7.6%	+10.0%	➖ noise
83	datafusion:vortex-file-compressed	-3.9%	-2.8%	-1.1%	+10.0%	➖ noise
83	duckdb:duckdb	-2.7%	-2.8%	+0.1%	+11.3%	➖ noise
83	duckdb:vortex-compact	-6.5%	-2.8%	-3.9%	+10.0%	➖ noise
83	duckdb:vortex-file-compressed	+2.7%	-2.8%	+5.6%	+10.0%	➖ noise
84	datafusion:vortex-compact	-2.0%	-7.2%	+5.6%	+14.9%	➖ noise
84	datafusion:vortex-file-compressed	-1.4%	-7.2%	+6.3%	+11.1%	➖ noise
84	duckdb:duckdb	-9.0%	-7.2%	-1.9%	+10.0%	➖ noise
84	duckdb:vortex-compact	-6.8%	-7.2%	+0.5%	+10.0%	➖ noise
84	duckdb:vortex-file-compressed	+4.1%	-7.2%	+12.2%	+26.7%	➖ noise
85	datafusion:vortex-compact	-0.9%	-9.8%	+9.8%	+10.0%	➖ noise
85	datafusion:vortex-file-compressed	-1.3%	-9.8%	+9.4%	+10.0%	➖ noise
85	duckdb:duckdb	-5.4%	-9.8%	+4.9%	+10.0%	➖ noise
85	duckdb:vortex-compact	-9.3%	-9.8%	+0.5%	+10.0%	➖ noise
85	duckdb:vortex-file-compressed	+2.0%	-9.8%	+13.1%	+10.0%	🚨 regression
86	datafusion:vortex-compact	-4.7%	-8.7%	+4.4%	+14.4%	➖ noise
86	datafusion:vortex-file-compressed	-5.5%	-8.7%	+3.4%	+15.7%	➖ noise
86	duckdb:duckdb	-9.7%	-8.7%	-1.1%	+17.5%	➖ noise
86	duckdb:vortex-compact	-5.8%	-8.7%	+3.1%	+16.8%	➖ noise
86	duckdb:vortex-file-compressed	-4.1%	-8.7%	+5.0%	+16.7%	➖ noise
87	datafusion:vortex-compact	+1.9%	-6.4%	+8.8%	+10.0%	➖ noise
87	datafusion:vortex-file-compressed	+0.8%	-6.4%	+7.7%	+10.0%	➖ noise
87	duckdb:duckdb	-9.5%	-6.4%	-3.4%	+14.9%	➖ noise
87	duckdb:vortex-compact	+5.2%	-6.4%	+12.4%	+18.1%	➖ noise
87	duckdb:vortex-file-compressed	-0.7%	-6.4%	+6.0%	+14.2%	➖ noise
88	datafusion:vortex-compact	-1.7%	-1.3%	-0.3%	+10.0%	➖ noise
88	datafusion:vortex-file-compressed	-0.5%	-1.3%	+0.8%	+10.0%	➖ noise
88	duckdb:duckdb	-2.9%	-1.3%	-1.5%	+14.9%	➖ noise
88	duckdb:vortex-compact	-3.7%	-1.3%	-2.4%	+10.0%	➖ noise
88	duckdb:vortex-file-compressed	+0.2%	-1.3%	+1.5%	+10.0%	➖ noise
89	datafusion:vortex-compact	-5.0%	-6.5%	+1.6%	+10.0%	➖ noise
89	datafusion:vortex-file-compressed	-1.0%	-6.5%	+5.9%	+10.0%	➖ noise
89	duckdb:duckdb	-7.8%	-6.5%	-1.4%	+13.1%	➖ noise
89	duckdb:vortex-compact	-2.3%	-6.5%	+4.5%	+17.6%	➖ noise
89	duckdb:vortex-file-compressed	+2.8%	-6.5%	+10.0%	+12.6%	➖ noise
90	datafusion:vortex-compact	-4.0%	-3.3%	-0.8%	+10.0%	➖ noise
90	datafusion:vortex-file-compressed	-0.8%	-3.3%	+2.5%	+10.0%	➖ noise
90	duckdb:duckdb	-8.3%	-3.3%	-5.2%	+10.7%	➖ noise
90	duckdb:vortex-compact	+0.8%	-3.3%	+4.2%	+10.0%	➖ noise
90	duckdb:vortex-file-compressed	-5.5%	-3.3%	-2.3%	+11.4%	➖ noise
91	datafusion:vortex-compact	-7.1%	-5.3%	-1.9%	+11.2%	➖ noise
91	datafusion:vortex-file-compressed	+2.1%	-5.3%	+7.9%	+10.0%	➖ noise
91	duckdb:duckdb	-6.8%	-5.3%	-1.6%	+15.9%	➖ noise
91	duckdb:vortex-compact	-4.4%	-5.3%	+1.0%	+10.0%	➖ noise
91	duckdb:vortex-file-compressed	+5.1%	-5.3%	+11.0%	+10.0%	🚨 regression
92	datafusion:vortex-compact	-1.2%	-4.6%	+3.5%	+10.0%	➖ noise
92	datafusion:vortex-file-compressed	-1.5%	-4.6%	+3.2%	+10.9%	➖ noise
92	duckdb:duckdb	+6.7%	-4.6%	+11.9%	+13.8%	➖ noise
92	duckdb:vortex-compact	-3.5%	-4.6%	+1.1%	+14.7%	➖ noise
92	duckdb:vortex-file-compressed	-6.4%	-4.6%	-1.9%	+14.5%	➖ noise
93	datafusion:vortex-compact	-4.1%	-5.3%	+1.3%	+10.0%	➖ noise
93	datafusion:vortex-file-compressed	+2.1%	-5.3%	+7.7%	+10.0%	➖ noise
93	duckdb:duckdb	-12.8%	-5.3%	-7.9%	+14.2%	➖ noise
93	duckdb:vortex-compact	-3.8%	-5.3%	+1.5%	+10.6%	➖ noise
93	duckdb:vortex-file-compressed	-0.6%	-5.3%	+5.0%	+13.2%	➖ noise
94	datafusion:vortex-compact	-7.5%	-7.2%	-0.3%	+10.0%	➖ noise
94	datafusion:vortex-file-compressed	+3.1%	-7.2%	+11.2%	+10.0%	🚨 regression
94	duckdb:duckdb	-2.2%	-7.2%	+5.4%	+12.8%	➖ noise
94	duckdb:vortex-compact	-2.3%	-7.2%	+5.3%	+10.0%	➖ noise
94	duckdb:vortex-file-compressed	-1.8%	-7.2%	+5.9%	+14.1%	➖ noise
95	datafusion:vortex-compact	-4.6%	-11.6%	+7.9%	+11.3%	➖ noise
95	datafusion:vortex-file-compressed	+2.4%	-11.6%	+15.9%	+12.6%	🚨 regression
95	duckdb:duckdb	-22.4%	-11.6%	-12.2%	+20.0%	➖ noise
95	duckdb:vortex-compact	-1.2%	-11.6%	+11.7%	+17.3%	➖ noise
95	duckdb:vortex-file-compressed	+2.7%	-11.6%	+16.2%	+18.3%	➖ noise
96	datafusion:vortex-compact	-3.0%	-6.4%	+3.6%	+10.1%	➖ noise
96	datafusion:vortex-file-compressed	-3.2%	-6.4%	+3.4%	+11.6%	➖ noise
96	duckdb:duckdb	-3.7%	-6.4%	+2.9%	+14.4%	➖ noise
96	duckdb:vortex-compact	+1.0%	-6.4%	+7.9%	+23.0%	➖ noise
96	duckdb:vortex-file-compressed	-1.9%	-6.4%	+4.9%	+23.4%	➖ noise
97	datafusion:vortex-compact	-4.3%	-6.5%	+2.4%	+10.0%	➖ noise
97	datafusion:vortex-file-compressed	-0.7%	-6.5%	+6.2%	+10.0%	➖ noise
97	duckdb:duckdb	-6.5%	-6.5%	+0.0%	+10.0%	➖ noise
97	duckdb:vortex-compact	+7.9%	-6.5%	+15.4%	+19.1%	➖ noise
97	duckdb:vortex-file-compressed	-5.0%	-6.5%	+1.6%	+10.0%	➖ noise
98	datafusion:vortex-compact	-0.7%	-4.4%	+3.9%	+10.0%	➖ noise
98	datafusion:vortex-file-compressed	-3.5%	-4.4%	+1.0%	+10.0%	➖ noise
98	duckdb:duckdb	-11.0%	-4.4%	-6.9%	+11.6%	➖ noise
98	duckdb:vortex-compact	-0.5%	-4.4%	+4.1%	+10.0%	➖ noise
98	duckdb:vortex-file-compressed	-3.1%	-4.4%	+1.4%	+10.3%	➖ noise
99	datafusion:vortex-compact	-3.9%	-6.2%	+2.5%	+10.0%	➖ noise
99	datafusion:vortex-file-compressed	-2.3%	-6.2%	+4.2%	+10.0%	➖ noise
99	duckdb:duckdb	-2.1%	-6.2%	+4.4%	+29.6%	➖ noise
99	duckdb:vortex-compact	-4.9%	-6.2%	+1.4%	+13.6%	➖ noise
99	duckdb:vortex-file-compressed	+0.2%	-6.2%	+6.9%	+28.7%	➖ noise

[github-actions]

File Sizes: TPC-DS SF=1 on NVME

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +2.6%
Vortex (geomean): 0.906x ➖
Parquet (geomean): 0.903x ➖
Shifts: Parquet (control) -9.7% · Median polish -7.3%

---

datafusion / vortex-file-compressed (0.855x ✅, 21↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚀	391924916	444764351	0.88
tpch_q02/datafusion:vortex-file-compressed 🚀	112521415	136085474	0.83
tpch_q03/datafusion:vortex-file-compressed 🚀	200379726	240233953	0.83
tpch_q04/datafusion:vortex-file-compressed 🚀	97631556	118162909	0.83
tpch_q05/datafusion:vortex-file-compressed 🚀	373474260	446006052	0.84
tpch_q06/datafusion:vortex-file-compressed 🚀	41139297	47099868	0.87
tpch_q07/datafusion:vortex-file-compressed 🚀	554125946	644970694	0.86
tpch_q08/datafusion:vortex-file-compressed 🚀	372635666	441776648	0.84
tpch_q09/datafusion:vortex-file-compressed 🚀	651051476	771308256	0.84
tpch_q10/datafusion:vortex-file-compressed 🚀	237662448	278731179	0.85
tpch_q11/datafusion:vortex-file-compressed 🚀	84285611	100504148	0.84
tpch_q12/datafusion:vortex-file-compressed 🚀	103640944	124970984	0.83
tpch_q13/datafusion:vortex-file-compressed 🚀	214006384	255312373	0.84
tpch_q14/datafusion:vortex-file-compressed 🚀	57366113	63752086	0.90
tpch_q15/datafusion:vortex-file-compressed 🚀	106466414	121808500	0.87
tpch_q16/datafusion:vortex-file-compressed 🚀	74766699	87166089	0.86
tpch_q17/datafusion:vortex-file-compressed 🚀	637489344	755406835	0.84
tpch_q18/datafusion:vortex-file-compressed 🚀	862446438	1030515388	0.84
tpch_q19/datafusion:vortex-file-compressed	91642692	99352746	0.92
tpch_q20/datafusion:vortex-file-compressed 🚀	168456124	193169591	0.87
tpch_q21/datafusion:vortex-file-compressed 🚀	652497563	760702543	0.86
tpch_q22/datafusion:vortex-file-compressed 🚀	59003372	67481317	0.87

datafusion / vortex-compact (0.923x ➖, 3↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	449854595	481405144	0.93
tpch_q02/datafusion:vortex-compact	118669175	130435489	0.91
tpch_q03/datafusion:vortex-compact 🚀	213771475	239826982	0.89
tpch_q04/datafusion:vortex-compact 🚀	116630340	131061868	0.89
tpch_q05/datafusion:vortex-compact	387242687	421972465	0.92
tpch_q06/datafusion:vortex-compact	61850261	67686902	0.91
tpch_q07/datafusion:vortex-compact 🚀	575497607	651355019	0.88
tpch_q08/datafusion:vortex-compact	379687376	417657624	0.91
tpch_q09/datafusion:vortex-compact	669524859	720758012	0.93
tpch_q10/datafusion:vortex-compact	265175755	290124864	0.91
tpch_q11/datafusion:vortex-compact	90575758	94817101	0.96
tpch_q12/datafusion:vortex-compact	163530662	172408015	0.95
tpch_q13/datafusion:vortex-compact	265662925	295062990	0.90
tpch_q14/datafusion:vortex-compact	72847083	77170847	0.94
tpch_q15/datafusion:vortex-compact	161408053	176836393	0.91
tpch_q16/datafusion:vortex-compact	80079322	85407643	0.94
tpch_q17/datafusion:vortex-compact	640438893	692845579	0.92
tpch_q18/datafusion:vortex-compact	870516440	935687190	0.93
tpch_q19/datafusion:vortex-compact	127620475	135590055	0.94
tpch_q20/datafusion:vortex-compact	195471579	203610963	0.96
tpch_q21/datafusion:vortex-compact	689649952	750541456	0.92
tpch_q22/datafusion:vortex-compact	71698563	75630277	0.95

datafusion / parquet (0.856x ✅, 20↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet 🚀	420679535	474543895	0.89
tpch_q02/datafusion:parquet 🚀	184469151	208481141	0.88
tpch_q03/datafusion:parquet 🚀	291206494	361561608	0.81
tpch_q04/datafusion:parquet 🚀	130875582	162215847	0.81
tpch_q05/datafusion:parquet 🚀	437942827	544349483	0.80
tpch_q06/datafusion:parquet 🚀	125269605	143886861	0.87
tpch_q07/datafusion:parquet 🚀	618326585	741342759	0.83
tpch_q08/datafusion:parquet 🚀	478865649	569521178	0.84
tpch_q09/datafusion:parquet 🚀	743965382	878761593	0.85
tpch_q10/datafusion:parquet 🚀	495753081	565747416	0.88
tpch_q11/datafusion:parquet 🚀	129310641	150926417	0.86
tpch_q12/datafusion:parquet	212909729	230324901	0.92
tpch_q13/datafusion:parquet 🚀	332777108	373061439	0.89
tpch_q14/datafusion:parquet 🚀	159558711	180975479	0.88
tpch_q15/datafusion:parquet 🚀	238258725	292138376	0.82
tpch_q16/datafusion:parquet 🚀	134759349	153328289	0.88
tpch_q17/datafusion:parquet 🚀	671473959	821653905	0.82
tpch_q18/datafusion:parquet 🚀	865157259	1033591861	0.84
tpch_q19/datafusion:parquet 🚀	267823702	309131095	0.87
tpch_q20/datafusion:parquet 🚀	302401150	351443740	0.86
tpch_q21/datafusion:parquet 🚀	725073123	882637492	0.82
tpch_q22/datafusion:parquet	213698304	229252318	0.93

datafusion / arrow (0.949x ➖, 5↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	583895755	581336858	1.00
tpch_q02/datafusion:arrow	159272261	161024924	0.99
tpch_q03/datafusion:arrow	433068982	437767855	0.99
tpch_q04/datafusion:arrow	327069363	326509625	1.00
tpch_q05/datafusion:arrow	859031879	853308031	1.01
tpch_q06/datafusion:arrow	255571235	252753174	1.01
tpch_q07/datafusion:arrow	1073094847	1058749499	1.01
tpch_q08/datafusion:arrow	1070565150	1065338287	1.00
tpch_q09/datafusion:arrow	1274752466	1278844223	1.00
tpch_q10/datafusion:arrow	564372265	586133842	0.96
tpch_q11/datafusion:arrow	144457050	148480016	0.97
tpch_q12/datafusion:arrow	632342973	633306575	1.00
tpch_q13/datafusion:arrow	512272748	504981885	1.01
tpch_q14/datafusion:arrow	285741691	295950584	0.97
tpch_q15/datafusion:arrow	602332926	643339539	0.94
tpch_q16/datafusion:arrow	103065274	113027869	0.91
tpch_q17/datafusion:arrow 🚀	1265560684	1557091302	0.81
tpch_q18/datafusion:arrow 🚀	1766007043	2147213137	0.82
tpch_q19/datafusion:arrow 🚀	471364138	564459167	0.84
tpch_q20/datafusion:arrow	460853555	483354034	0.95
tpch_q21/datafusion:arrow 🚀	2681203384	3120463067	0.86
tpch_q22/datafusion:arrow 🚀	140751224	163845401	0.86

duckdb / vortex-file-compressed (0.932x ➖, 2↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	176068678	186975203	0.94
tpch_q02/duckdb:vortex-file-compressed	51922367	56984560	0.91
tpch_q03/duckdb:vortex-file-compressed 🚀	124427547	138671421	0.90
tpch_q04/duckdb:vortex-file-compressed	144430528	160183807	0.90
tpch_q05/duckdb:vortex-file-compressed	130898344	141159991	0.93
tpch_q06/duckdb:vortex-file-compressed 🚀	47513866	54609965	0.87
tpch_q07/duckdb:vortex-file-compressed	142471375	155853724	0.91
tpch_q08/duckdb:vortex-file-compressed	174743771	186303142	0.94
tpch_q09/duckdb:vortex-file-compressed	334425877	346712123	0.96
tpch_q10/duckdb:vortex-file-compressed	149528708	160552950	0.93
tpch_q11/duckdb:vortex-file-compressed	35388860	37782560	0.94
tpch_q12/duckdb:vortex-file-compressed	88134857	90851368	0.97
tpch_q13/duckdb:vortex-file-compressed	245925224	256395314	0.96
tpch_q14/duckdb:vortex-file-compressed	67100801	71932532	0.93
tpch_q15/duckdb:vortex-file-compressed	95194177	101106481	0.94
tpch_q16/duckdb:vortex-file-compressed	78834731	81778347	0.96
tpch_q17/duckdb:vortex-file-compressed	101530853	105377451	0.96
tpch_q18/duckdb:vortex-file-compressed	278744022	306075696	0.91
tpch_q19/duckdb:vortex-file-compressed	91808095	95096325	0.97
tpch_q20/duckdb:vortex-file-compressed	161035092	175522041	0.92
tpch_q21/duckdb:vortex-file-compressed	549557924	596697792	0.92
tpch_q22/duckdb:vortex-file-compressed	75787987	80770979	0.94

duckdb / vortex-compact (0.917x ➖, 5↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	229128646	232359244	0.99
tpch_q02/duckdb:vortex-compact	58862674	62477101	0.94
tpch_q03/duckdb:vortex-compact 🚀	136335130	154608199	0.88
tpch_q04/duckdb:vortex-compact	170977381	189231934	0.90
tpch_q05/duckdb:vortex-compact 🚀	140657910	156934757	0.90
tpch_q06/duckdb:vortex-compact	81300547	87807183	0.93
tpch_q07/duckdb:vortex-compact	197179629	214305081	0.92
tpch_q08/duckdb:vortex-compact	187106987	204957515	0.91
tpch_q09/duckdb:vortex-compact	359678714	392448033	0.92
tpch_q10/duckdb:vortex-compact 🚀	181338851	206083756	0.88
tpch_q11/duckdb:vortex-compact	41641998	45296170	0.92
tpch_q12/duckdb:vortex-compact	200032758	218033324	0.92
tpch_q13/duckdb:vortex-compact 🚀	290550178	323148165	0.90
tpch_q14/duckdb:vortex-compact	101132293	111831803	0.90
tpch_q15/duckdb:vortex-compact	116287505	128622094	0.90
tpch_q16/duckdb:vortex-compact	83747784	89443266	0.94
tpch_q17/duckdb:vortex-compact	117917548	125914787	0.94
tpch_q18/duckdb:vortex-compact 🚀	290799378	330741304	0.88
tpch_q19/duckdb:vortex-compact	113312365	121648968	0.93
tpch_q20/duckdb:vortex-compact	203880159	225627848	0.90
tpch_q21/duckdb:vortex-compact	620623493	660972271	0.94
tpch_q22/duckdb:vortex-compact	88685298	93070873	0.95

duckdb / parquet (0.954x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	258789128	271019514	0.95
tpch_q02/duckdb:parquet 🚀	96783181	109087386	0.89
tpch_q03/duckdb:parquet	209882681	219752807	0.96
tpch_q04/duckdb:parquet	136189982	142786301	0.95
tpch_q05/duckdb:parquet	216917890	230782502	0.94
tpch_q06/duckdb:parquet	68468410	71230021	0.96
tpch_q07/duckdb:parquet	179917300	192064996	0.94
tpch_q08/duckdb:parquet	253485875	268695072	0.94
tpch_q09/duckdb:parquet	457547180	487135974	0.94
tpch_q10/duckdb:parquet	605415495	628180174	0.96
tpch_q11/duckdb:parquet	44029174	46749951	0.94
tpch_q12/duckdb:parquet	126809627	129784354	0.98
tpch_q13/duckdb:parquet	453503832	478302467	0.95
tpch_q14/duckdb:parquet	178580163	177976063	1.00
tpch_q15/duckdb:parquet	97131414	103997671	0.93
tpch_q16/duckdb:parquet	141757174	145322925	0.98
tpch_q17/duckdb:parquet	180536060	182193117	0.99
tpch_q18/duckdb:parquet	344769070	358996156	0.96
tpch_q19/duckdb:parquet	281738173	301844789	0.93
tpch_q20/duckdb:parquet	229938829	235530593	0.98
tpch_q21/duckdb:parquet	572793229	604605922	0.95
tpch_q22/duckdb:parquet	290358724	299068121	0.97

duckdb / duckdb (0.991x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	116714645	117118026	1.00
tpch_q02/duckdb:duckdb	48917785	48030888	1.02
tpch_q03/duckdb:duckdb	96429568	98134392	0.98
tpch_q04/duckdb:duckdb	130887612	134425425	0.97
tpch_q05/duckdb:duckdb	108328656	112556633	0.96
tpch_q06/duckdb:duckdb	39207405	36791404	1.07
tpch_q07/duckdb:duckdb	86051019	87116990	0.99
tpch_q08/duckdb:duckdb	109619621	114146275	0.96
tpch_q09/duckdb:duckdb	273416323	281696108	0.97
tpch_q10/duckdb:duckdb	204267409	205489331	0.99
tpch_q11/duckdb:duckdb	15589865	15844995	0.98
tpch_q12/duckdb:duckdb	82853419	85039456	0.97
tpch_q13/duckdb:duckdb	249757414	249450545	1.00
tpch_q14/duckdb:duckdb	69259765	70370068	0.98
tpch_q15/duckdb:duckdb	78507744	79408977	0.99
tpch_q16/duckdb:duckdb	73630461	74004198	0.99
tpch_q17/duckdb:duckdb	84312229	84812890	0.99
tpch_q18/duckdb:duckdb	213670713	215381309	0.99
tpch_q19/duckdb:duckdb	114798238	121301254	0.95
tpch_q20/duckdb:duckdb	111116034	110959436	1.00
tpch_q21/duckdb:duckdb	303746608	302672289	1.00
tpch_q22/duckdb:duckdb	70814053	68717288	1.03

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	+0.4%	-8.0%	+9.2%	+10.9%	➖ noise
1	datafusion:vortex-compact	-6.6%	-8.0%	+1.6%	+11.7%	➖ noise
1	datafusion:vortex-file-compressed	-11.9%	-8.0%	-4.2%	+11.4%	➖ noise
1	duckdb:duckdb	-0.3%	-8.0%	+8.3%	+10.9%	➖ noise
1	duckdb:vortex-compact	-1.4%	-8.0%	+7.2%	+10.8%	➖ noise
1	duckdb:vortex-file-compressed	-5.8%	-8.0%	+2.4%	+11.3%	➖ noise
2	datafusion:arrow	-1.1%	-11.4%	+11.6%	+10.0%	🚨 regression
2	datafusion:vortex-compact	-9.0%	-11.4%	+2.7%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-17.3%	-11.4%	-6.7%	+10.0%	➖ noise
2	duckdb:duckdb	+1.8%	-11.4%	+14.9%	+13.1%	🚨 regression
2	duckdb:vortex-compact	-5.8%	-11.4%	+6.3%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-8.9%	-11.4%	+2.8%	+10.4%	➖ noise
3	datafusion:arrow	-1.1%	-12.3%	+12.8%	+10.0%	🚨 regression
3	datafusion:vortex-compact	-10.9%	-12.3%	+1.6%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-16.6%	-12.3%	-4.9%	+10.0%	➖ noise
3	duckdb:duckdb	-1.7%	-12.3%	+12.0%	+10.0%	🚨 regression
3	duckdb:vortex-compact	-11.8%	-12.3%	+0.5%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-10.3%	-12.3%	+2.3%	+10.0%	➖ noise
4	datafusion:arrow	+0.2%	-12.3%	+14.2%	+10.0%	🚨 regression
4	datafusion:vortex-compact	-11.0%	-12.3%	+1.4%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-17.4%	-12.3%	-5.8%	+10.0%	➖ noise
4	duckdb:duckdb	-2.6%	-12.3%	+11.0%	+10.0%	🚨 regression
4	duckdb:vortex-compact	-9.6%	-12.3%	+3.0%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-9.8%	-12.3%	+2.8%	+10.0%	➖ noise
5	datafusion:arrow	+0.7%	-13.0%	+15.8%	+10.0%	🚨 regression
5	datafusion:vortex-compact	-8.2%	-13.0%	+5.5%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-16.3%	-13.0%	-3.7%	+10.0%	➖ noise
5	duckdb:duckdb	-3.8%	-13.0%	+10.7%	+10.0%	🚨 regression
5	duckdb:vortex-compact	-10.4%	-13.0%	+3.1%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-7.3%	-13.0%	+6.6%	+10.0%	➖ noise
6	datafusion:arrow	+1.1%	-8.5%	+10.5%	+10.0%	🚨 regression
6	datafusion:vortex-compact	-8.6%	-8.5%	-0.1%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-12.7%	-8.5%	-4.5%	+10.0%	➖ noise
6	duckdb:duckdb	+6.6%	-8.5%	+16.5%	+13.9%	🚨 regression
6	duckdb:vortex-compact	-7.4%	-8.5%	+1.2%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-13.0%	-8.5%	-4.9%	+10.0%	➖ noise
7	datafusion:arrow	+1.4%	-11.6%	+14.7%	+10.0%	🚨 regression
7	datafusion:vortex-compact	-11.6%	-11.6%	-0.0%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-14.1%	-11.6%	-2.8%	+10.0%	➖ noise
7	duckdb:duckdb	-1.2%	-11.6%	+11.7%	+10.0%	🚨 regression
7	duckdb:vortex-compact	-8.0%	-11.6%	+4.1%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-8.6%	-11.6%	+3.4%	+10.0%	➖ noise
8	datafusion:arrow	+0.5%	-10.9%	+12.8%	+10.0%	🚨 regression
8	datafusion:vortex-compact	-9.1%	-10.9%	+2.1%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	-15.7%	-10.9%	-5.3%	+10.0%	➖ noise
8	duckdb:duckdb	-4.0%	-10.9%	+7.8%	+10.0%	➖ noise
8	duckdb:vortex-compact	-8.7%	-10.9%	+2.5%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-6.2%	-10.9%	+5.3%	+10.0%	➖ noise
9	datafusion:arrow	-0.3%	-10.8%	+11.8%	+10.0%	🚨 regression
9	datafusion:vortex-compact	-7.1%	-10.8%	+4.2%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	-15.6%	-10.8%	-5.3%	+10.0%	➖ noise
9	duckdb:duckdb	-2.9%	-10.8%	+8.8%	+10.0%	➖ noise
9	duckdb:vortex-compact	-8.3%	-10.8%	+2.8%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-3.5%	-10.8%	+8.2%	+10.0%	➖ noise
10	datafusion:arrow	-3.7%	-8.1%	+4.8%	+10.0%	➖ noise
10	datafusion:vortex-compact	-8.6%	-8.1%	-0.5%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-14.7%	-8.1%	-7.2%	+10.0%	➖ noise
10	duckdb:duckdb	-0.6%	-8.1%	+8.2%	+10.0%	➖ noise
10	duckdb:vortex-compact	-12.0%	-8.1%	-4.2%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-6.9%	-8.1%	+1.3%	+10.0%	➖ noise
11	datafusion:arrow	-2.7%	-10.2%	+8.3%	+10.0%	➖ noise
11	datafusion:vortex-compact	-4.5%	-10.2%	+6.3%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	-16.1%	-10.2%	-6.6%	+10.0%	➖ noise
11	duckdb:duckdb	-1.6%	-10.2%	+9.5%	+15.5%	➖ noise
11	duckdb:vortex-compact	-8.1%	-10.2%	+2.3%	+15.8%	➖ noise
11	duckdb:vortex-file-compressed	-6.3%	-10.2%	+4.3%	+11.7%	➖ noise
12	datafusion:arrow	-0.2%	-5.0%	+5.1%	+47.2%	➖ noise
12	datafusion:vortex-compact	-5.1%	-5.0%	-0.2%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-17.1%	-5.0%	-12.7%	+10.0%	✅ faster
12	duckdb:duckdb	-2.6%	-5.0%	+2.5%	+10.0%	➖ noise
12	duckdb:vortex-compact	-8.3%	-5.0%	-3.5%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	-3.0%	-5.0%	+2.1%	+10.0%	➖ noise
13	datafusion:arrow	+1.4%	-8.0%	+10.3%	+10.2%	🚨 regression
13	datafusion:vortex-compact	-10.0%	-8.0%	-2.1%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	-16.2%	-8.0%	-8.9%	+10.0%	➖ noise
13	duckdb:duckdb	+0.1%	-8.0%	+8.9%	+10.0%	➖ noise
13	duckdb:vortex-compact	-10.1%	-8.0%	-2.2%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	-4.1%	-8.0%	+4.3%	+10.0%	➖ noise
14	datafusion:arrow	-3.4%	-5.9%	+2.7%	+10.0%	➖ noise
14	datafusion:vortex-compact	-5.6%	-5.9%	+0.4%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-10.0%	-5.9%	-4.3%	+14.4%	➖ noise
14	duckdb:duckdb	-1.6%	-5.9%	+4.6%	+10.0%	➖ noise
14	duckdb:vortex-compact	-9.6%	-5.9%	-3.9%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	-6.7%	-5.9%	-0.8%	+11.5%	➖ noise
15	datafusion:arrow	-6.4%	-12.7%	+7.3%	+10.0%	➖ noise
15	datafusion:vortex-compact	-8.7%	-12.7%	+4.6%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	-12.6%	-12.7%	+0.1%	+10.0%	➖ noise
15	duckdb:duckdb	-1.1%	-12.7%	+13.3%	+10.0%	🚨 regression
15	duckdb:vortex-compact	-9.6%	-12.7%	+3.6%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-5.8%	-12.7%	+7.9%	+11.6%	➖ noise
16	datafusion:arrow	-8.8%	-7.4%	-1.5%	+11.3%	➖ noise
16	datafusion:vortex-compact	-6.2%	-7.4%	+1.3%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-14.2%	-7.4%	-7.4%	+10.1%	➖ noise
16	duckdb:duckdb	-0.5%	-7.4%	+7.5%	+10.0%	➖ noise
16	duckdb:vortex-compact	-6.4%	-7.4%	+1.1%	+10.4%	➖ noise
16	duckdb:vortex-file-compressed	-3.6%	-7.4%	+4.1%	+10.0%	➖ noise
17	datafusion:arrow	-18.7%	-10.0%	-9.7%	+10.0%	✅ faster
17	datafusion:vortex-compact	-7.6%	-10.0%	+2.7%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-15.6%	-10.0%	-6.2%	+11.5%	➖ noise
17	duckdb:duckdb	-0.6%	-10.0%	+10.5%	+10.0%	🚨 regression
17	duckdb:vortex-compact	-6.4%	-10.0%	+4.1%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-3.7%	-10.0%	+7.1%	+10.0%	➖ noise
18	datafusion:arrow	-17.8%	-10.3%	-8.3%	+10.0%	➖ noise
18	datafusion:vortex-compact	-7.0%	-10.3%	+3.8%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	-16.3%	-10.3%	-6.7%	+10.0%	➖ noise
18	duckdb:duckdb	-0.8%	-10.3%	+10.6%	+10.0%	🚨 regression
18	duckdb:vortex-compact	-12.1%	-10.3%	-1.9%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-8.9%	-10.3%	+1.6%	+10.0%	➖ noise
19	datafusion:arrow	-16.5%	-10.1%	-7.1%	+10.0%	➖ noise
19	datafusion:vortex-compact	-5.9%	-10.1%	+4.7%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-7.8%	-10.1%	+2.6%	+10.0%	➖ noise
19	duckdb:duckdb	-5.4%	-10.1%	+5.2%	+10.0%	➖ noise
19	duckdb:vortex-compact	-6.9%	-10.1%	+3.6%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	-3.5%	-10.1%	+7.4%	+10.0%	➖ noise
20	datafusion:arrow	-4.7%	-8.3%	+4.0%	+10.0%	➖ noise
20	datafusion:vortex-compact	-4.0%	-8.3%	+4.7%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	-12.8%	-8.3%	-4.9%	+10.0%	➖ noise
20	duckdb:duckdb	+0.1%	-8.3%	+9.3%	+10.0%	➖ noise
20	duckdb:vortex-compact	-9.6%	-8.3%	-1.4%	+10.0%	➖ noise
20	duckdb:vortex-file-compressed	-8.3%	-8.3%	+0.1%	+10.0%	➖ noise
21	datafusion:arrow	-14.1%	-11.8%	-2.6%	+10.0%	➖ noise
21	datafusion:vortex-compact	-8.1%	-11.8%	+4.2%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	-14.2%	-11.8%	-2.8%	+10.0%	➖ noise
21	duckdb:duckdb	+0.4%	-11.8%	+13.8%	+10.0%	🚨 regression
21	duckdb:vortex-compact	-6.1%	-11.8%	+6.4%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	-7.9%	-11.8%	+4.4%	+10.0%	➖ noise
22	datafusion:arrow	-14.1%	-4.9%	-9.7%	+10.0%	✅ faster
22	datafusion:vortex-compact	-5.2%	-4.9%	-0.3%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	-12.6%	-4.9%	-8.1%	+10.0%	➖ noise
22	duckdb:duckdb	+3.1%	-4.9%	+8.3%	+14.2%	➖ noise
22	duckdb:vortex-compact	-4.7%	-4.9%	+0.2%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	-6.2%	-4.9%	-1.4%	+10.0%	➖ noise

[github-actions]

File Sizes: TPC-H SF=10 on NVME

No file size changes detected.

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +11.1%
Vortex (geomean): 0.985x ➖
Parquet (geomean): 0.886x ➖
Shifts: Parquet (control) -11.4% · Median polish +0.4%

---

datafusion / vortex-file-compressed (0.892x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚀	32110156	49658141	0.65
fineweb_q01/datafusion:vortex-file-compressed	581299666	546885219	1.06
fineweb_q02/datafusion:vortex-file-compressed	699031015	953528778	0.73
fineweb_q03/datafusion:vortex-file-compressed	1369947448	1401109230	0.98
fineweb_q04/datafusion:vortex-file-compressed	1381743945	1414789642	0.98
fineweb_q05/datafusion:vortex-file-compressed	1356184008	1375554467	0.99
fineweb_q06/datafusion:vortex-file-compressed	1505141003	1635918688	0.92
fineweb_q07/datafusion:vortex-file-compressed	1321799048	1478085145	0.89
fineweb_q08/datafusion:vortex-file-compressed	531048943	580869407	0.91

datafusion / vortex-compact (0.963x ➖, 2↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	36589156	32062105	1.14
fineweb_q01/datafusion:vortex-compact 🚀	533162267	782640117	0.68
fineweb_q02/datafusion:vortex-compact 🚀	648302209	1032458980	0.63
fineweb_q03/datafusion:vortex-compact	1986767018	1827460675	1.09
fineweb_q04/datafusion:vortex-compact	2432927580	2191061199	1.11
fineweb_q05/datafusion:vortex-compact	1839712111	1686725471	1.09
fineweb_q06/datafusion:vortex-compact	1504950241	1447792917	1.04
fineweb_q07/datafusion:vortex-compact	1403783684	1284882819	1.09
fineweb_q08/datafusion:vortex-compact	382773602	390457682	0.98

datafusion / parquet (0.805x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	964554371	1340467935	0.72
fineweb_q01/datafusion:parquet	1774377142	1973071349	0.90
fineweb_q02/datafusion:parquet	1888247983	2367054343	0.80
fineweb_q03/datafusion:parquet	1742774406	2377524317	0.73
fineweb_q04/datafusion:parquet	1737601781	2319803370	0.75
fineweb_q05/datafusion:parquet	2100911262	2267971987	0.93
fineweb_q06/datafusion:parquet	1825998520	2362144718	0.77
fineweb_q07/datafusion:parquet	1716113930	1842208155	0.93
fineweb_q08/datafusion:parquet	1736355018	2319228763	0.75

duckdb / vortex-file-compressed (1.034x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	104826707	101009020	1.04
fineweb_q01/duckdb:vortex-file-compressed	559158966	729028289	0.77
fineweb_q02/duckdb:vortex-file-compressed	485094539	446537395	1.09
fineweb_q03/duckdb:vortex-file-compressed	1615864393	1511928048	1.07
fineweb_q04/duckdb:vortex-file-compressed	1827243641	1479194191	1.24
fineweb_q05/duckdb:vortex-file-compressed	1655046710	1504763343	1.10
fineweb_q06/duckdb:vortex-file-compressed	1800570102	1687792693	1.07
fineweb_q07/duckdb:vortex-file-compressed	1567798686	1482321471	1.06
fineweb_q08/duckdb:vortex-file-compressed	637232291	667183750	0.96

duckdb / vortex-compact (1.059x ➖, 1↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	82922955	59729892	1.39
fineweb_q01/duckdb:vortex-compact	555558275	533329799	1.04
fineweb_q02/duckdb:vortex-compact 🚀	562934391	923643182	0.61
fineweb_q03/duckdb:vortex-compact	1875400904	1671532390	1.12
fineweb_q04/duckdb:vortex-compact	1963060077	1657899268	1.18
fineweb_q05/duckdb:vortex-compact	1732401202	1508080503	1.15
fineweb_q06/duckdb:vortex-compact	1707308540	1481200426	1.15
fineweb_q07/duckdb:vortex-compact	1411515839	1325075293	1.07
fineweb_q08/duckdb:vortex-compact	471924613	464425594	1.02

duckdb / parquet (0.976x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1067850818	1098864168	0.97
fineweb_q01/duckdb:parquet	1588031166	1668392378	0.95
fineweb_q02/duckdb:parquet	1613792893	1637626719	0.99
fineweb_q03/duckdb:parquet	4116795092	4147683824	0.99
fineweb_q04/duckdb:parquet	1928115848	2106164967	0.92
fineweb_q05/duckdb:parquet	2836367764	2635760304	1.08
fineweb_q06/duckdb:parquet	3289501530	3435170114	0.96
fineweb_q07/duckdb:parquet	3942789858	4272896046	0.92
fineweb_q08/duckdb:parquet	1104413780	1080916761	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+14.1%	-16.4%	+36.5%	+218.7%	➖ noise
0	datafusion:vortex-file-compressed	-35.3%	-16.4%	-22.7%	+216.7%	➖ noise
0	duckdb:vortex-compact	+38.8%	-16.4%	+66.0%	+58.4%	🚨 regression
0	duckdb:vortex-file-compressed	+3.8%	-16.4%	+24.1%	+50.1%	➖ noise
1	datafusion:vortex-compact	-31.9%	-7.5%	-26.4%	+81.7%	➖ noise
1	datafusion:vortex-file-compressed	+6.3%	-7.5%	+14.9%	+90.3%	➖ noise
1	duckdb:vortex-compact	+4.2%	-7.5%	+12.6%	+53.3%	➖ noise
1	duckdb:vortex-file-compressed	-23.3%	-7.5%	-17.1%	+53.6%	➖ noise
2	datafusion:vortex-compact	-37.2%	-11.3%	-29.2%	+30.0%	✅ faster
2	datafusion:vortex-file-compressed	-26.7%	-11.3%	-17.3%	+78.5%	➖ noise
2	duckdb:vortex-compact	-39.1%	-11.3%	-31.3%	+58.8%	➖ noise
2	duckdb:vortex-file-compressed	+8.6%	-11.3%	+22.5%	+30.0%	➖ noise
3	datafusion:vortex-compact	+8.7%	-14.7%	+27.5%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	-2.2%	-14.7%	+14.6%	+30.0%	➖ noise
3	duckdb:vortex-compact	+12.2%	-14.7%	+31.5%	+67.6%	➖ noise
3	duckdb:vortex-file-compressed	+6.9%	-14.7%	+25.3%	+30.0%	➖ noise
4	datafusion:vortex-compact	+11.0%	-17.2%	+34.1%	+30.0%	🚨 regression
4	datafusion:vortex-file-compressed	-2.3%	-17.2%	+17.9%	+30.0%	➖ noise
4	duckdb:vortex-compact	+18.4%	-17.2%	+43.0%	+30.0%	🚨 regression
4	duckdb:vortex-file-compressed	+23.5%	-17.2%	+49.2%	+30.0%	🚨 regression
5	datafusion:vortex-compact	+9.1%	-0.2%	+9.2%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-1.4%	-0.2%	-1.3%	+30.0%	➖ noise
5	duckdb:vortex-compact	+14.9%	-0.2%	+15.1%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+10.0%	-0.2%	+10.2%	+30.0%	➖ noise
6	datafusion:vortex-compact	+3.9%	-14.0%	+20.8%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-8.0%	-14.0%	+6.9%	+30.0%	➖ noise
6	duckdb:vortex-compact	+15.3%	-14.0%	+34.0%	+30.0%	🚨 regression
6	duckdb:vortex-file-compressed	+6.7%	-14.0%	+24.0%	+30.0%	➖ noise
7	datafusion:vortex-compact	+9.3%	-7.3%	+17.8%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-10.6%	-7.3%	-3.5%	+30.0%	➖ noise
7	duckdb:vortex-compact	+6.5%	-7.3%	+14.9%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+5.8%	-7.3%	+14.1%	+30.0%	➖ noise
8	datafusion:vortex-compact	-2.0%	-12.5%	+12.1%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	-8.6%	-12.5%	+4.5%	+32.4%	➖ noise
8	duckdb:vortex-compact	+1.6%	-12.5%	+16.2%	+31.8%	➖ noise
8	duckdb:vortex-file-compressed	-4.5%	-12.5%	+9.2%	+38.4%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +0.2%
Vortex (geomean): 0.860x ➖
Parquet (geomean): 0.859x ➖
Shifts: Parquet (control) -14.1% · Median polish -9.3%

---

datafusion / vortex-file-compressed (0.677x ✅, 13↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚀	212686407	329243960	0.65
tpch_q02/datafusion:vortex-file-compressed	424840015	581951099	0.73
tpch_q03/datafusion:vortex-file-compressed	394969700	516264720	0.77
tpch_q04/datafusion:vortex-file-compressed	227608915	309043988	0.74
tpch_q05/datafusion:vortex-file-compressed 🚀	438064110	781110904	0.56
tpch_q06/datafusion:vortex-file-compressed	276814174	393801257	0.70
tpch_q07/datafusion:vortex-file-compressed 🚀	374002697	622999301	0.60
tpch_q08/datafusion:vortex-file-compressed 🚀	524095826	925925847	0.57
tpch_q09/datafusion:vortex-file-compressed 🚀	333189537	796589836	0.42
tpch_q10/datafusion:vortex-file-compressed 🚀	465249875	680540747	0.68
tpch_q11/datafusion:vortex-file-compressed 🚀	299946610	443862981	0.68
tpch_q12/datafusion:vortex-file-compressed 🚀	346642082	549259075	0.63
tpch_q13/datafusion:vortex-file-compressed	218288946	273904388	0.80
tpch_q14/datafusion:vortex-file-compressed	198128462	263919046	0.75
tpch_q15/datafusion:vortex-file-compressed 🚀	344276180	520602218	0.66
tpch_q16/datafusion:vortex-file-compressed	281703135	291648919	0.97
tpch_q17/datafusion:vortex-file-compressed 🚀	380225818	566347918	0.67
tpch_q18/datafusion:vortex-file-compressed 🚀	285838857	457599556	0.62
tpch_q19/datafusion:vortex-file-compressed 🚀	340107883	551120285	0.62
tpch_q20/datafusion:vortex-file-compressed	330347954	445849718	0.74
tpch_q21/datafusion:vortex-file-compressed	453253205	494126903	0.92
tpch_q22/datafusion:vortex-file-compressed 🚀	145376431	229449161	0.63

datafusion / vortex-compact (0.871x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	244380305	279786387	0.87
tpch_q02/datafusion:vortex-compact	443597747	465959782	0.95
tpch_q03/datafusion:vortex-compact	392690458	402871446	0.97
tpch_q04/datafusion:vortex-compact	261671624	225739091	1.16
tpch_q05/datafusion:vortex-compact	431299103	404949683	1.07
tpch_q06/datafusion:vortex-compact	299949803	349464931	0.86
tpch_q07/datafusion:vortex-compact	374043282	417192091	0.90
tpch_q08/datafusion:vortex-compact	492516577	591508188	0.83
tpch_q09/datafusion:vortex-compact	405260414	506597006	0.80
tpch_q10/datafusion:vortex-compact	428955543	517956001	0.83
tpch_q11/datafusion:vortex-compact	256771596	311876044	0.82
tpch_q12/datafusion:vortex-compact	382645696	472979506	0.81
tpch_q13/datafusion:vortex-compact	205832287	277148624	0.74
tpch_q14/datafusion:vortex-compact	237572235	324457721	0.73
tpch_q15/datafusion:vortex-compact	435051503	513907071	0.85
tpch_q16/datafusion:vortex-compact	181658677	204571739	0.89
tpch_q17/datafusion:vortex-compact	313861294	381579141	0.82
tpch_q18/datafusion:vortex-compact	263925684	309032996	0.85
tpch_q19/datafusion:vortex-compact	447785816	496375214	0.90
tpch_q20/datafusion:vortex-compact	444858920	480226365	0.93
tpch_q21/datafusion:vortex-compact	493554257	522824372	0.94
tpch_q22/datafusion:vortex-compact	135958037	181828569	0.75

datafusion / parquet (0.776x ➖, 7↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	232050968	222072402	1.04
tpch_q02/datafusion:parquet	498270229	480821768	1.04
tpch_q03/datafusion:parquet	314450204	342803369	0.92
tpch_q04/datafusion:parquet	181885780	171420560	1.06
tpch_q05/datafusion:parquet	497893423	520259680	0.96
tpch_q06/datafusion:parquet	131994454	174078155	0.76
tpch_q07/datafusion:parquet	489164982	566593710	0.86
tpch_q08/datafusion:parquet	651972325	640696242	1.02
tpch_q09/datafusion:parquet	496953985	494599874	1.00
tpch_q10/datafusion:parquet	553183969	660539992	0.84
tpch_q11/datafusion:parquet	358055043	332348411	1.08
tpch_q12/datafusion:parquet 🚀	266581735	427021149	0.62
tpch_q13/datafusion:parquet	433659802	578453665	0.75
tpch_q14/datafusion:parquet	187615859	222455641	0.84
tpch_q15/datafusion:parquet	339617805	459691966	0.74
tpch_q16/datafusion:parquet 🚀	197011404	281536543	0.70
tpch_q17/datafusion:parquet 🚀	376829476	719323230	0.52
tpch_q18/datafusion:parquet 🚀	459919204	687259083	0.67
tpch_q19/datafusion:parquet 🚀	326100150	806662920	0.40
tpch_q20/datafusion:parquet 🚀	312823138	846509830	0.37
tpch_q21/datafusion:parquet	556446023	657251368	0.85
tpch_q22/datafusion:parquet 🚀	115310741	166546371	0.69

duckdb / vortex-file-compressed (0.963x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	272103167	287786717	0.95
tpch_q02/duckdb:vortex-file-compressed	873656456	922595059	0.95
tpch_q03/duckdb:vortex-file-compressed	613551457	712801983	0.86
tpch_q04/duckdb:vortex-file-compressed	410670104	408348674	1.01
tpch_q05/duckdb:vortex-file-compressed	916115589	962834237	0.95
tpch_q06/duckdb:vortex-file-compressed	423084711	371553692	1.14
tpch_q07/duckdb:vortex-file-compressed	670776030	709395538	0.95
tpch_q08/duckdb:vortex-file-compressed	998403946	996495387	1.00
tpch_q09/duckdb:vortex-file-compressed	905322253	941252655	0.96
tpch_q10/duckdb:vortex-file-compressed	735095835	798299410	0.92
tpch_q11/duckdb:vortex-file-compressed	462623229	506942078	0.91
tpch_q12/duckdb:vortex-file-compressed	504115199	468928505	1.08
tpch_q13/duckdb:vortex-file-compressed	471452382	482479845	0.98
tpch_q14/duckdb:vortex-file-compressed	453550773	539738219	0.84
tpch_q15/duckdb:vortex-file-compressed	279977772	255769727	1.09
tpch_q16/duckdb:vortex-file-compressed	419711533	362142205	1.16
tpch_q17/duckdb:vortex-file-compressed 🚀	628154767	930491886	0.68
tpch_q18/duckdb:vortex-file-compressed	666856147	570089665	1.17
tpch_q19/duckdb:vortex-file-compressed	543701861	520051828	1.05
tpch_q20/duckdb:vortex-file-compressed	769901656	919287668	0.84
tpch_q21/duckdb:vortex-file-compressed	1158924654	1201262024	0.96
tpch_q22/duckdb:vortex-file-compressed	353942798	387278441	0.91

duckdb / vortex-compact (0.965x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	300897302	272720237	1.10
tpch_q02/duckdb:vortex-compact	876366989	890287567	0.98
tpch_q03/duckdb:vortex-compact	650785089	725981469	0.90
tpch_q04/duckdb:vortex-compact	378673052	414434735	0.91
tpch_q05/duckdb:vortex-compact	846931627	850410098	1.00
tpch_q06/duckdb:vortex-compact	354833468	443651064	0.80
tpch_q07/duckdb:vortex-compact	778572517	711118323	1.09
tpch_q08/duckdb:vortex-compact	868343913	937915217	0.93
tpch_q09/duckdb:vortex-compact	913633419	1146962279	0.80
tpch_q10/duckdb:vortex-compact	691588384	710171165	0.97
tpch_q11/duckdb:vortex-compact	486246848	458881332	1.06
tpch_q12/duckdb:vortex-compact	471884435	463826911	1.02
tpch_q13/duckdb:vortex-compact	453356722	609673484	0.74
tpch_q14/duckdb:vortex-compact	492796735	563694046	0.87
tpch_q15/duckdb:vortex-compact	317679525	312992415	1.01
tpch_q16/duckdb:vortex-compact	330789038	347088570	0.95
tpch_q17/duckdb:vortex-compact	678266735	633548754	1.07
tpch_q18/duckdb:vortex-compact	490649300	483854856	1.01
tpch_q19/duckdb:vortex-compact	454588083	416504771	1.09
tpch_q20/duckdb:vortex-compact	805979385	913300143	0.88
tpch_q21/duckdb:vortex-compact	1131274287	1017077480	1.11
tpch_q22/duckdb:vortex-compact	366274095	351113948	1.04

duckdb / parquet (0.950x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚀	532801457	868253528	0.61
tpch_q02/duckdb:parquet	1359984070	1424969233	0.95
tpch_q03/duckdb:parquet	1004103743	1033824985	0.97
tpch_q04/duckdb:parquet	628734735	688499670	0.91
tpch_q05/duckdb:parquet	1725349359	1570053293	1.10
tpch_q06/duckdb:parquet	471610342	463598132	1.02
tpch_q07/duckdb:parquet	1325503750	1353555283	0.98
tpch_q08/duckdb:parquet	1657574152	1757827791	0.94
tpch_q09/duckdb:parquet	1491528128	1699277807	0.88
tpch_q10/duckdb:parquet	1329801547	1631729584	0.81
tpch_q11/duckdb:parquet	896851753	835882868	1.07
tpch_q12/duckdb:parquet	681026411	789289687	0.86
tpch_q13/duckdb:parquet	970530906	930467749	1.04
tpch_q14/duckdb:parquet	655265967	693753202	0.94
tpch_q15/duckdb:parquet	560618964	542826393	1.03
tpch_q16/duckdb:parquet	581506999	576105007	1.01
tpch_q17/duckdb:parquet	799430373	754185945	1.06
tpch_q18/duckdb:parquet	870911646	941685739	0.92
tpch_q19/duckdb:parquet	826059649	737655953	1.12
tpch_q20/duckdb:parquet	1121530909	1093558860	1.03
tpch_q21/duckdb:parquet	1295135911	1231940018	1.05
tpch_q22/duckdb:parquet	584996597	782891192	0.75

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-12.7%	-19.9%	+9.1%	+149.8%	➖ noise
1	datafusion:vortex-file-compressed	-35.4%	-19.9%	-19.3%	+141.4%	➖ noise
1	duckdb:vortex-compact	+10.3%	-19.9%	+37.8%	+54.3%	➖ noise
1	duckdb:vortex-file-compressed	-5.4%	-19.9%	+18.1%	+62.0%	➖ noise
2	datafusion:vortex-compact	-4.8%	-0.6%	-4.3%	+49.3%	➖ noise
2	datafusion:vortex-file-compressed	-27.0%	-0.6%	-26.6%	+56.1%	➖ noise
2	duckdb:vortex-compact	-1.6%	-0.6%	-1.0%	+44.8%	➖ noise
2	duckdb:vortex-file-compressed	-5.3%	-0.6%	-4.8%	+44.8%	➖ noise
3	datafusion:vortex-compact	-2.5%	-5.6%	+3.3%	+73.0%	➖ noise
3	datafusion:vortex-file-compressed	-23.5%	-5.6%	-18.9%	+105.0%	➖ noise
3	duckdb:vortex-compact	-10.4%	-5.6%	-5.0%	+63.7%	➖ noise
3	duckdb:vortex-file-compressed	-13.9%	-5.6%	-8.8%	+44.8%	➖ noise
4	datafusion:vortex-compact	+15.9%	-1.6%	+17.8%	+44.8%	➖ noise
4	datafusion:vortex-file-compressed	-26.4%	-1.6%	-25.2%	+44.8%	➖ noise
4	duckdb:vortex-compact	-8.6%	-1.6%	-7.2%	+44.8%	➖ noise
4	duckdb:vortex-file-compressed	+0.6%	-1.6%	+2.2%	+44.8%	➖ noise
5	datafusion:vortex-compact	+6.5%	+2.6%	+3.9%	+55.1%	➖ noise
5	datafusion:vortex-file-compressed	-43.9%	+2.6%	-45.3%	+44.8%	✅ faster
5	duckdb:vortex-compact	-0.4%	+2.6%	-2.9%	+44.8%	➖ noise
5	duckdb:vortex-file-compressed	-4.9%	+2.6%	-7.2%	+44.8%	➖ noise
6	datafusion:vortex-compact	-14.2%	-12.2%	-2.3%	+44.8%	➖ noise
6	datafusion:vortex-file-compressed	-29.7%	-12.2%	-20.0%	+44.8%	➖ noise
6	duckdb:vortex-compact	-20.0%	-12.2%	-8.9%	+95.5%	➖ noise
6	duckdb:vortex-file-compressed	+13.9%	-12.2%	+29.7%	+44.8%	➖ noise
7	datafusion:vortex-compact	-10.3%	-8.1%	-2.5%	+44.8%	➖ noise
7	datafusion:vortex-file-compressed	-40.0%	-8.1%	-34.7%	+44.8%	✅ faster
7	duckdb:vortex-compact	+9.5%	-8.1%	+19.1%	+44.8%	➖ noise
7	duckdb:vortex-file-compressed	-5.4%	-8.1%	+2.8%	+44.8%	➖ noise
8	datafusion:vortex-compact	-16.7%	-2.0%	-15.0%	+54.7%	➖ noise
8	datafusion:vortex-file-compressed	-43.4%	-2.0%	-42.2%	+44.8%	✅ faster
8	duckdb:vortex-compact	-7.4%	-2.0%	-5.5%	+44.8%	➖ noise
8	duckdb:vortex-file-compressed	+0.2%	-2.0%	+2.3%	+44.8%	➖ noise
9	datafusion:vortex-compact	-20.0%	-6.1%	-14.8%	+61.1%	➖ noise
9	datafusion:vortex-file-compressed	-58.2%	-6.1%	-55.5%	+44.8%	✅ faster
9	duckdb:vortex-compact	-20.3%	-6.1%	-15.2%	+44.8%	➖ noise
9	duckdb:vortex-file-compressed	-3.8%	-6.1%	+2.4%	+44.8%	➖ noise
10	datafusion:vortex-compact	-17.2%	-17.4%	+0.2%	+44.8%	➖ noise
10	datafusion:vortex-file-compressed	-31.6%	-17.4%	-17.2%	+44.8%	➖ noise
10	duckdb:vortex-compact	-2.6%	-17.4%	+17.9%	+44.8%	➖ noise
10	duckdb:vortex-file-compressed	-7.9%	-17.4%	+11.5%	+44.8%	➖ noise
11	datafusion:vortex-compact	-17.7%	+7.5%	-23.4%	+44.8%	➖ noise
11	datafusion:vortex-file-compressed	-32.4%	+7.5%	-37.1%	+44.8%	✅ faster
11	duckdb:vortex-compact	+6.0%	+7.5%	-1.4%	+44.8%	➖ noise
11	duckdb:vortex-file-compressed	-8.7%	+7.5%	-15.1%	+44.8%	➖ noise
12	datafusion:vortex-compact	-19.1%	-26.6%	+10.2%	+44.8%	➖ noise
12	datafusion:vortex-file-compressed	-36.9%	-26.6%	-14.0%	+44.8%	➖ noise
12	duckdb:vortex-compact	+1.7%	-26.6%	+38.6%	+44.8%	➖ noise
12	duckdb:vortex-file-compressed	+7.5%	-26.6%	+46.5%	+44.8%	🚨 regression
13	datafusion:vortex-compact	-25.7%	-11.6%	-16.0%	+61.2%	➖ noise
13	datafusion:vortex-file-compressed	-20.3%	-11.6%	-9.9%	+68.9%	➖ noise
13	duckdb:vortex-compact	-25.6%	-11.6%	-15.9%	+44.8%	➖ noise
13	duckdb:vortex-file-compressed	-2.3%	-11.6%	+10.5%	+44.8%	➖ noise
14	datafusion:vortex-compact	-26.8%	-10.7%	-18.0%	+44.8%	➖ noise
14	datafusion:vortex-file-compressed	-24.9%	-10.7%	-15.9%	+44.8%	➖ noise
14	duckdb:vortex-compact	-12.6%	-10.7%	-2.0%	+44.8%	➖ noise
14	duckdb:vortex-file-compressed	-16.0%	-10.7%	-5.8%	+44.8%	➖ noise
15	datafusion:vortex-compact	-15.3%	-12.6%	-3.1%	+44.8%	➖ noise
15	datafusion:vortex-file-compressed	-33.9%	-12.6%	-24.3%	+44.8%	➖ noise
15	duckdb:vortex-compact	+1.5%	-12.6%	+16.2%	+44.8%	➖ noise
15	duckdb:vortex-file-compressed	+9.5%	-12.6%	+25.3%	+44.8%	➖ noise
16	datafusion:vortex-compact	-11.2%	-16.0%	+5.7%	+44.8%	➖ noise
16	datafusion:vortex-file-compressed	-3.4%	-16.0%	+14.9%	+44.8%	➖ noise
16	duckdb:vortex-compact	-4.7%	-16.0%	+13.4%	+44.8%	➖ noise
16	duckdb:vortex-file-compressed	+15.9%	-16.0%	+37.9%	+44.8%	➖ noise
17	datafusion:vortex-compact	-17.7%	-25.5%	+10.4%	+44.8%	➖ noise
17	datafusion:vortex-file-compressed	-32.9%	-25.5%	-9.9%	+52.7%	➖ noise
17	duckdb:vortex-compact	+7.1%	-25.5%	+43.7%	+44.8%	➖ noise
17	duckdb:vortex-file-compressed	-32.5%	-25.5%	-9.4%	+44.8%	➖ noise
18	datafusion:vortex-compact	-14.6%	-21.3%	+8.6%	+44.8%	➖ noise
18	datafusion:vortex-file-compressed	-37.5%	-21.3%	-20.6%	+84.3%	➖ noise
18	duckdb:vortex-compact	+1.4%	-21.3%	+28.9%	+44.8%	➖ noise
18	duckdb:vortex-file-compressed	+17.0%	-21.3%	+48.7%	+44.8%	🚨 regression
19	datafusion:vortex-compact	-9.8%	-32.7%	+34.1%	+44.8%	➖ noise
19	datafusion:vortex-file-compressed	-38.3%	-32.7%	-8.3%	+44.8%	➖ noise
19	duckdb:vortex-compact	+9.1%	-32.7%	+62.2%	+44.8%	🚨 regression
19	duckdb:vortex-file-compressed	+4.5%	-32.7%	+55.4%	+48.1%	🚨 regression
20	datafusion:vortex-compact	-7.4%	-38.4%	+50.5%	+44.8%	🚨 regression
20	datafusion:vortex-file-compressed	-25.9%	-38.4%	+20.4%	+44.8%	➖ noise
20	duckdb:vortex-compact	-11.8%	-38.4%	+43.3%	+44.8%	➖ noise
20	duckdb:vortex-file-compressed	-16.3%	-38.4%	+36.0%	+44.8%	➖ noise
21	datafusion:vortex-compact	-5.6%	-5.7%	+0.1%	+44.8%	➖ noise
21	datafusion:vortex-file-compressed	-8.3%	-5.7%	-2.8%	+46.9%	➖ noise
21	duckdb:vortex-compact	+11.2%	-5.7%	+17.9%	+44.8%	➖ noise
21	duckdb:vortex-file-compressed	-3.5%	-5.7%	+2.3%	+52.0%	➖ noise
22	datafusion:vortex-compact	-25.2%	-28.1%	+4.0%	+44.8%	➖ noise
22	datafusion:vortex-file-compressed	-36.6%	-28.1%	-11.9%	+44.8%	➖ noise
22	duckdb:vortex-compact	+4.3%	-28.1%	+45.0%	+44.8%	🚨 regression
22	duckdb:vortex-file-compressed	-8.6%	-28.1%	+27.1%	+46.7%	➖ noise

[github-actions]

Benchmarks: Random Access

Vortex (geomean): 0.771x ✅
Parquet (geomean): 0.917x ➖

---

unknown / unknown (0.850x ✅, 36↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
random-access/feature-vectors/correlated/lance-tokio-local-disk 🚨	3261382	2657227	1.23
random-access/feature-vectors/correlated/lance-tokio-local-disk-footer 🚀	1290022	1510457	0.85
random-access/feature-vectors/correlated/parquet-tokio-local-disk	11621621444	12476307881	0.93
random-access/feature-vectors/correlated/parquet-tokio-local-disk-footer	11155420028	11949672648	0.93
random-access/feature-vectors/correlated/vortex-tokio-local-disk	8167327	8809384	0.93
random-access/feature-vectors/correlated/vortex-tokio-local-disk-footer 🚀	6204158	7456502	0.83
random-access/feature-vectors/uniform/lance-tokio-local-disk 🚀	1463229	1862138	0.79
random-access/feature-vectors/uniform/lance-tokio-local-disk-footer 🚀	2347310	2917725	0.80
random-access/feature-vectors/uniform/parquet-tokio-local-disk	11153577745	11910274653	0.94
random-access/feature-vectors/uniform/parquet-tokio-local-disk-footer	11114373645	11885741952	0.94
random-access/feature-vectors/uniform/vortex-tokio-local-disk 🚀	12848928	15681429	0.82
random-access/feature-vectors/uniform/vortex-tokio-local-disk-footer 🚀	12705779	15950348	0.80
random-access/lance-tokio-local-disk	763013	826082	0.92
random-access/lance-tokio-local-disk-footer 🚀	1352826	1562432	0.87
random-access/nested-lists/correlated/lance-tokio-local-disk 🚀	268514	305804	0.88
random-access/nested-lists/correlated/lance-tokio-local-disk-footer 🚀	700754	852594	0.82
random-access/nested-lists/correlated/parquet-tokio-local-disk	136844823	146897184	0.93
random-access/nested-lists/correlated/parquet-tokio-local-disk-footer	135812455	148404555	0.92
random-access/nested-lists/correlated/vortex-tokio-local-disk 🚀	700412	996718	0.70
random-access/nested-lists/correlated/vortex-tokio-local-disk-footer 🚀	699304	898320	0.78
random-access/nested-lists/uniform/lance-tokio-local-disk 🚀	1154153	1354023	0.85
random-access/nested-lists/uniform/lance-tokio-local-disk-footer 🚀	1613257	1935711	0.83
random-access/nested-lists/uniform/parquet-tokio-local-disk	136075285	145525873	0.94
random-access/nested-lists/uniform/parquet-tokio-local-disk-footer	135937503	145243247	0.94
random-access/nested-lists/uniform/vortex-tokio-local-disk 🚀	2348112	2609131	0.90
random-access/nested-lists/uniform/vortex-tokio-local-disk-footer 🚀	2455424	2729302	0.90
random-access/nested-structs/correlated/lance-tokio-local-disk 🚀	429209	507742	0.85
random-access/nested-structs/correlated/lance-tokio-local-disk-footer 🚀	639140	762348	0.84
random-access/nested-structs/correlated/parquet-tokio-local-disk	30006029	32733044	0.92
random-access/nested-structs/correlated/parquet-tokio-local-disk-footer	29269339	32347255	0.90
random-access/nested-structs/correlated/vortex-tokio-local-disk 🚀	911759	1014931	0.90
random-access/nested-structs/correlated/vortex-tokio-local-disk-footer 🚀	900545	1041534	0.86
random-access/nested-structs/uniform/lance-tokio-local-disk 🚀	2769843	3399645	0.81
random-access/nested-structs/uniform/lance-tokio-local-disk-footer 🚀	3066067	3671759	0.84
random-access/nested-structs/uniform/parquet-tokio-local-disk	29011457	31987289	0.91
random-access/nested-structs/uniform/parquet-tokio-local-disk-footer	29945605	31960122	0.94
random-access/nested-structs/uniform/vortex-tokio-local-disk 🚀	1806440	2151848	0.84
random-access/nested-structs/uniform/vortex-tokio-local-disk-footer 🚀	1780626	2138472	0.83
random-access/parquet-tokio-local-disk	184977024	202516401	0.91
random-access/parquet-tokio-local-disk-footer 🚀	181228687	201619010	0.90
random-access/taxi/correlated/lance-tokio-local-disk	993537	1072579	0.93
random-access/taxi/correlated/lance-tokio-local-disk-footer 🚀	1668934	1903675	0.88
random-access/taxi/correlated/parquet-tokio-local-disk	271605530	300839055	0.90
random-access/taxi/correlated/parquet-tokio-local-disk-footer 🚀	270591314	300709249	0.90
random-access/taxi/correlated/vortex-tokio-local-disk 🚀	1823834	3011173	0.61
random-access/taxi/correlated/vortex-tokio-local-disk-footer 🚀	1692337	2781972	0.61
random-access/taxi/uniform/lance-tokio-local-disk 🚀	8486129	9993931	0.85
random-access/taxi/uniform/lance-tokio-local-disk-footer 🚀	9155099	10665523	0.86
random-access/taxi/uniform/parquet-tokio-local-disk 🚀	285194852	320598412	0.89
random-access/taxi/uniform/parquet-tokio-local-disk-footer 🚀	283840924	320760644	0.88
random-access/taxi/uniform/vortex-tokio-local-disk 🚀	4646956	6072820	0.77
random-access/taxi/uniform/vortex-tokio-local-disk-footer 🚀	4470294	6081974	0.74
random-access/vortex-tokio-local-disk 🚀	1252609	2078439	0.60
random-access/vortex-tokio-local-disk-footer 🚀	1258910	2034900	0.62

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +3.8%
Vortex (geomean): 0.985x ➖
Parquet (geomean): 0.949x ➖
Shifts: Parquet (control) -5.1% · Median polish -1.4%

---

duckdb / vortex-file-compressed (0.979x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	10635025	11510658	0.92
statpopgen_q01/duckdb:vortex-file-compressed	18863305	20509704	0.92
statpopgen_q02/duckdb:vortex-file-compressed	1315282993	1308067099	1.01
statpopgen_q03/duckdb:vortex-file-compressed	3041896565	3100548989	0.98
statpopgen_q04/duckdb:vortex-file-compressed	3106932011	3047652945	1.02
statpopgen_q05/duckdb:vortex-file-compressed	1411700021	1398489240	1.01
statpopgen_q06/duckdb:vortex-file-compressed	2086391904	2108085551	0.99
statpopgen_q07/duckdb:vortex-file-compressed	215371918	222505716	0.97
statpopgen_q08/duckdb:vortex-file-compressed	233162108	237393527	0.98
statpopgen_q09/duckdb:vortex-file-compressed	2838832462	2900895675	0.98
statpopgen_q10/duckdb:vortex-file-compressed	4599443082	4612267192	1.00

duckdb / vortex-compact (0.992x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	10732508	10647164	1.01
statpopgen_q01/duckdb:vortex-compact	169607841	164500719	1.03
statpopgen_q02/duckdb:vortex-compact	1809634879	1779025575	1.02
statpopgen_q03/duckdb:vortex-compact	3439424059	3508407929	0.98
statpopgen_q04/duckdb:vortex-compact	3515315477	3590051162	0.98
statpopgen_q05/duckdb:vortex-compact	1876090570	1837143583	1.02
statpopgen_q06/duckdb:vortex-compact	2663683818	2701941064	0.99
statpopgen_q07/duckdb:vortex-compact	923291313	934630513	0.99
statpopgen_q08/duckdb:vortex-compact	956717768	974448232	0.98
statpopgen_q09/duckdb:vortex-compact	3374493947	3474240257	0.97
statpopgen_q10/duckdb:vortex-compact	5387715345	5680524495	0.95

duckdb / parquet (0.949x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	313902143	324203392	0.97
statpopgen_q01/duckdb:parquet	397482771	408233160	0.97
statpopgen_q02/duckdb:parquet	979832296	1036563524	0.95
statpopgen_q03/duckdb:parquet	1479315479	1568281198	0.94
statpopgen_q04/duckdb:parquet	1508102402	1572379335	0.96
statpopgen_q05/duckdb:parquet	1006992948	1069574121	0.94
statpopgen_q06/duckdb:parquet	1477579171	1586682824	0.93
statpopgen_q07/duckdb:parquet	1878692805	1976142070	0.95
statpopgen_q08/duckdb:parquet	1879140833	1991412151	0.94
statpopgen_q09/duckdb:parquet	1364891271	1446775180	0.94
statpopgen_q10/duckdb:parquet	2656877431	2824110494	0.94

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	+0.8%	-3.2%	+4.1%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-7.6%	-3.2%	-4.6%	+10.0%	➖ noise
1	duckdb:vortex-compact	+3.1%	-2.6%	+5.9%	+10.0%	➖ noise
1	duckdb:vortex-file-compressed	-8.0%	-2.6%	-5.5%	+218.4%	➖ noise
2	duckdb:vortex-compact	+1.7%	-5.5%	+7.6%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+0.6%	-5.5%	+6.4%	+10.0%	➖ noise
3	duckdb:vortex-compact	-2.0%	-5.7%	+3.9%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-1.9%	-5.7%	+4.0%	+10.0%	➖ noise
4	duckdb:vortex-compact	-2.1%	-4.1%	+2.1%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.9%	-4.1%	+6.3%	+10.0%	➖ noise
5	duckdb:vortex-compact	+2.1%	-5.9%	+8.5%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+0.9%	-5.9%	+7.2%	+10.0%	➖ noise
6	duckdb:vortex-compact	-1.4%	-6.9%	+5.9%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-1.0%	-6.9%	+6.3%	+10.0%	➖ noise
7	duckdb:vortex-compact	-1.2%	-4.9%	+3.9%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-3.2%	-4.9%	+1.8%	+10.0%	➖ noise
8	duckdb:vortex-compact	-1.8%	-5.6%	+4.0%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-1.8%	-5.6%	+4.1%	+10.0%	➖ noise
9	duckdb:vortex-compact	-2.9%	-5.7%	+3.0%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-2.1%	-5.7%	+3.7%	+10.0%	➖ noise
10	duckdb:vortex-compact	-5.2%	-5.9%	+0.8%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-0.3%	-5.9%	+6.0%	+10.0%	➖ noise

[github-actions]

File Sizes: Statistical and Population Genetics

No file size changes detected.

[github-actions]

Benchmarks: Clickbench on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.7%
Vortex (geomean): 1.015x ➖
Parquet (geomean): 1.006x ➖
Shifts: Parquet (control) +0.6% · Median polish +1.0%

---

datafusion / vortex-file-compressed (1.009x ➖, 0↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed	1953564	1948683	1.00
clickbench_q01/datafusion:vortex-file-compressed 🚨	15290467	13814288	1.11
clickbench_q02/datafusion:vortex-file-compressed	34748506	33910643	1.02
clickbench_q03/datafusion:vortex-file-compressed	39714170	38143893	1.04
clickbench_q04/datafusion:vortex-file-compressed	317577825	306462994	1.04
clickbench_q05/datafusion:vortex-file-compressed	324036473	314847057	1.03
clickbench_q06/datafusion:vortex-file-compressed	2781872	2919778	0.95
clickbench_q07/datafusion:vortex-file-compressed	18265354	17854193	1.02
clickbench_q08/datafusion:vortex-file-compressed	388987991	381376696	1.02
clickbench_q09/datafusion:vortex-file-compressed	576568066	555310416	1.04
clickbench_q10/datafusion:vortex-file-compressed	73267293	76413927	0.96
clickbench_q11/datafusion:vortex-file-compressed	82566249	86162345	0.96
clickbench_q12/datafusion:vortex-file-compressed	274702445	273576639	1.00
clickbench_q13/datafusion:vortex-file-compressed	418707424	411049591	1.02
clickbench_q14/datafusion:vortex-file-compressed	259902614	254557917	1.02
clickbench_q15/datafusion:vortex-file-compressed	367091095	356751284	1.03
clickbench_q16/datafusion:vortex-file-compressed	739746100	701510185	1.05
clickbench_q17/datafusion:vortex-file-compressed	716322055	709026176	1.01
clickbench_q18/datafusion:vortex-file-compressed	1351374478	1346066388	1.00
clickbench_q19/datafusion:vortex-file-compressed	22379094	23817753	0.94
clickbench_q20/datafusion:vortex-file-compressed	358198368	363088930	0.99
clickbench_q21/datafusion:vortex-file-compressed	402578546	399409431	1.01
clickbench_q22/datafusion:vortex-file-compressed	488246915	490915889	0.99
clickbench_q23/datafusion:vortex-file-compressed	684718737	725669072	0.94
clickbench_q24/datafusion:vortex-file-compressed	48434060	48352050	1.00
clickbench_q25/datafusion:vortex-file-compressed	68089938	70484507	0.97
clickbench_q26/datafusion:vortex-file-compressed	46032399	45362921	1.01
clickbench_q27/datafusion:vortex-file-compressed	784867768	778714576	1.01
clickbench_q28/datafusion:vortex-file-compressed	6927182853	6858012227	1.01
clickbench_q29/datafusion:vortex-file-compressed	238064838	247598975	0.96
clickbench_q30/datafusion:vortex-file-compressed	232073313	225168789	1.03
clickbench_q31/datafusion:vortex-file-compressed	267293879	267014829	1.00
clickbench_q32/datafusion:vortex-file-compressed	1223658541	1286609727	0.95
clickbench_q33/datafusion:vortex-file-compressed	1393638252	1377665034	1.01
clickbench_q34/datafusion:vortex-file-compressed	1430121147	1373152901	1.04
clickbench_q35/datafusion:vortex-file-compressed	524413156	513364136	1.02
clickbench_q36/datafusion:vortex-file-compressed	83474107	78683507	1.06
clickbench_q37/datafusion:vortex-file-compressed	39735915	40084164	0.99
clickbench_q38/datafusion:vortex-file-compressed	23244375	22542017	1.03
clickbench_q39/datafusion:vortex-file-compressed	144712710	148023031	0.98
clickbench_q40/datafusion:vortex-file-compressed	18572088	17959174	1.03
clickbench_q41/datafusion:vortex-file-compressed	17549620	16586270	1.06
clickbench_q42/datafusion:vortex-file-compressed	19043718	18462149	1.03

datafusion / parquet (1.002x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet	1830597	1783898	1.03
clickbench_q01/datafusion:parquet	21532652	20165913	1.07
clickbench_q02/datafusion:parquet	55610185	56375719	0.99
clickbench_q03/datafusion:parquet	43522095	44170455	0.99
clickbench_q04/datafusion:parquet	331998321	332381038	1.00
clickbench_q05/datafusion:parquet	370199005	369014173	1.00
clickbench_q06/datafusion:parquet	1758967	1802098	0.98
clickbench_q07/datafusion:parquet	25880780	26819931	0.96
clickbench_q08/datafusion:parquet	406075779	421260346	0.96
clickbench_q09/datafusion:parquet	648150953	646623594	1.00
clickbench_q10/datafusion:parquet	110130693	111788046	0.99
clickbench_q11/datafusion:parquet	137435286	138496520	0.99
clickbench_q12/datafusion:parquet	371938462	356951310	1.04
clickbench_q13/datafusion:parquet	529092852	526264595	1.01
clickbench_q14/datafusion:parquet	361319683	357468713	1.01
clickbench_q15/datafusion:parquet	384467308	379403376	1.01
clickbench_q16/datafusion:parquet	701411379	707985579	0.99
clickbench_q17/datafusion:parquet	681620787	685050251	0.99
clickbench_q18/datafusion:parquet	1377089754	1375123727	1.00
clickbench_q19/datafusion:parquet	32245813	33570415	0.96
clickbench_q20/datafusion:parquet	583032725	588293915	0.99
clickbench_q21/datafusion:parquet	648389148	670613656	0.97
clickbench_q22/datafusion:parquet	966344326	950763272	1.02
clickbench_q23/datafusion:parquet	3630973587	3639793994	1.00
clickbench_q24/datafusion:parquet	85928498	89656565	0.96
clickbench_q25/datafusion:parquet	137866950	138741707	0.99
clickbench_q26/datafusion:parquet	85634848	84173062	1.02
clickbench_q27/datafusion:parquet	1038720056	1062426664	0.98
clickbench_q28/datafusion:parquet	6741838094	6557229603	1.03
clickbench_q29/datafusion:parquet	247965013	254765160	0.97
clickbench_q30/datafusion:parquet	361708732	357835208	1.01
clickbench_q31/datafusion:parquet	395993192	384866493	1.03
clickbench_q32/datafusion:parquet	1331236551	1248498592	1.07
clickbench_q33/datafusion:parquet	1583040139	1523292216	1.04
clickbench_q34/datafusion:parquet	1579592398	1522490705	1.04
clickbench_q35/datafusion:parquet	554781276	543121376	1.02
clickbench_q36/datafusion:parquet	152096172	147957959	1.03
clickbench_q37/datafusion:parquet	61571271	61646440	1.00
clickbench_q38/datafusion:parquet	89288471	89735997	1.00
clickbench_q39/datafusion:parquet	291404968	273398979	1.07
clickbench_q40/datafusion:parquet	34536869	33655771	1.03
clickbench_q41/datafusion:parquet	29701690	31456639	0.94
clickbench_q42/datafusion:parquet	31982335	33302818	0.96

duckdb / vortex-file-compressed (1.022x ➖, 0↑ 2↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed	5967387	6056247	0.99
clickbench_q01/duckdb:vortex-file-compressed	13600645	14374155	0.95
clickbench_q02/duckdb:vortex-file-compressed	26981630	26141915	1.03
clickbench_q03/duckdb:vortex-file-compressed	30136523	29977836	1.01
clickbench_q04/duckdb:vortex-file-compressed	182152018	180002734	1.01
clickbench_q05/duckdb:vortex-file-compressed	199072082	196847750	1.01
clickbench_q06/duckdb:vortex-file-compressed	18309063	17511408	1.05
clickbench_q07/duckdb:vortex-file-compressed	15492041	16029392	0.97
clickbench_q08/duckdb:vortex-file-compressed	267481346	267077179	1.00
clickbench_q09/duckdb:vortex-file-compressed	347669890	345901456	1.01
clickbench_q10/duckdb:vortex-file-compressed	73622653	73914749	1.00
clickbench_q11/duckdb:vortex-file-compressed	83787519	81029089	1.03
clickbench_q12/duckdb:vortex-file-compressed	219691744	217255693	1.01
clickbench_q13/duckdb:vortex-file-compressed	437487137	431515557	1.01
clickbench_q14/duckdb:vortex-file-compressed	249889178	238675940	1.05
clickbench_q15/duckdb:vortex-file-compressed	227782328	219607604	1.04
clickbench_q16/duckdb:vortex-file-compressed	727582088	690277967	1.05
clickbench_q17/duckdb:vortex-file-compressed	576643756	545195690	1.06
clickbench_q18/duckdb:vortex-file-compressed	1256452430	1215623576	1.03
clickbench_q19/duckdb:vortex-file-compressed	21029366	20852023	1.01
clickbench_q20/duckdb:vortex-file-compressed	396316270	383752395	1.03
clickbench_q21/duckdb:vortex-file-compressed	420750357	405827293	1.04
clickbench_q22/duckdb:vortex-file-compressed	709257249	648284698	1.09
clickbench_q23/duckdb:vortex-file-compressed 🚨	1523449239	1230576640	1.24
clickbench_q24/duckdb:vortex-file-compressed	53410546	50319783	1.06
clickbench_q25/duckdb:vortex-file-compressed	76626017	74666828	1.03
clickbench_q26/duckdb:vortex-file-compressed	45853951	47036924	0.97
clickbench_q27/duckdb:vortex-file-compressed	502594679	495724811	1.01
clickbench_q28/duckdb:vortex-file-compressed	3031763099	2989182174	1.01
clickbench_q29/duckdb:vortex-file-compressed	30036101	29419924	1.02
clickbench_q30/duckdb:vortex-file-compressed	184644371	181596894	1.02
clickbench_q31/duckdb:vortex-file-compressed	260628413	260049046	1.00
clickbench_q32/duckdb:vortex-file-compressed	1493362193	1413161837	1.06
clickbench_q33/duckdb:vortex-file-compressed 🚨	1765683111	1573398288	1.12
clickbench_q34/duckdb:vortex-file-compressed	1776662552	1615952464	1.10
clickbench_q35/duckdb:vortex-file-compressed	377902263	377549340	1.00
clickbench_q36/duckdb:vortex-file-compressed	33296160	33629118	0.99
clickbench_q37/duckdb:vortex-file-compressed	23991804	24739009	0.97
clickbench_q38/duckdb:vortex-file-compressed	25742346	26847194	0.96
clickbench_q39/duckdb:vortex-file-compressed	46171968	44382951	1.04
clickbench_q40/duckdb:vortex-file-compressed	23591150	25605739	0.92
clickbench_q41/duckdb:vortex-file-compressed	24431437	25316899	0.97
clickbench_q42/duckdb:vortex-file-compressed	25066531	24232398	1.03

duckdb / parquet (1.011x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet	225404308	224555981	1.00
clickbench_q01/duckdb:parquet	50992151	50334254	1.01
clickbench_q02/duckdb:parquet	66748208	65848942	1.01
clickbench_q03/duckdb:parquet	64841545	63780504	1.02
clickbench_q04/duckdb:parquet	205700133	207396113	0.99
clickbench_q05/duckdb:parquet	279554505	281011424	0.99
clickbench_q06/duckdb:parquet	61335119	60456034	1.01
clickbench_q07/duckdb:parquet	51944284	51772758	1.00
clickbench_q08/duckdb:parquet	270199413	270302218	1.00
clickbench_q09/duckdb:parquet	400340052	397226781	1.01
clickbench_q10/duckdb:parquet	99469168	95064420	1.05
clickbench_q11/duckdb:parquet	110629131	108913409	1.02
clickbench_q12/duckdb:parquet	304955793	296993521	1.03
clickbench_q13/duckdb:parquet	525969069	513302364	1.02
clickbench_q14/duckdb:parquet	332539656	328715977	1.01
clickbench_q15/duckdb:parquet	244636262	246040711	0.99
clickbench_q16/duckdb:parquet	623528105	613847212	1.02
clickbench_q17/duckdb:parquet	518194964	528408573	0.98
clickbench_q18/duckdb:parquet	1059285530	1058234861	1.00
clickbench_q19/duckdb:parquet	51535620	49238741	1.05
clickbench_q20/duckdb:parquet	432831245	437230513	0.99
clickbench_q21/duckdb:parquet	559245887	551722867	1.01
clickbench_q22/duckdb:parquet	923611647	929393505	0.99
clickbench_q23/duckdb:parquet	318979505	316926352	1.01
clickbench_q24/duckdb:parquet	78036514	78779349	0.99
clickbench_q25/duckdb:parquet	141363113	143268555	0.99
clickbench_q26/duckdb:parquet	53858307	52507041	1.03
clickbench_q27/duckdb:parquet	652496917	640413375	1.02
clickbench_q28/duckdb:parquet	4893732674	4834880626	1.01
clickbench_q29/duckdb:parquet	62466255	61558992	1.01
clickbench_q30/duckdb:parquet	307847823	304918652	1.01
clickbench_q31/duckdb:parquet	354881098	347710631	1.02
clickbench_q32/duckdb:parquet	1221401511	1173208176	1.04
clickbench_q33/duckdb:parquet	1265025062	1290184089	0.98
clickbench_q34/duckdb:parquet	1315941976	1284589026	1.02
clickbench_q35/duckdb:parquet	356491366	352979730	1.01
clickbench_q36/duckdb:parquet	65687089	64754583	1.01
clickbench_q37/duckdb:parquet	54085276	54332092	1.00
clickbench_q38/duckdb:parquet	58998477	58234207	1.01
clickbench_q39/duckdb:parquet	98516791	96223043	1.02
clickbench_q40/duckdb:parquet	56143326	55620100	1.01
clickbench_q41/duckdb:parquet	59691710	60701546	0.98
clickbench_q42/duckdb:parquet	52854065	49753871	1.06

duckdb / duckdb (1.039x ➖, 0↑ 5↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb	18735376	17783530	1.05
clickbench_q01/duckdb:duckdb	33484851	34314369	0.98
clickbench_q02/duckdb:duckdb	45769307	46094201	0.99
clickbench_q03/duckdb:duckdb	47889500	46743425	1.02
clickbench_q04/duckdb:duckdb	219420130	216807128	1.01
clickbench_q05/duckdb:duckdb	331412576	314425241	1.05
clickbench_q06/duckdb:duckdb	36477558	35976259	1.01
clickbench_q07/duckdb:duckdb	36873462	36832266	1.00
clickbench_q08/duckdb:duckdb	330153703	311485329	1.06
clickbench_q09/duckdb:duckdb	489660794	474383675	1.03
clickbench_q10/duckdb:duckdb	100219167	97450463	1.03
clickbench_q11/duckdb:duckdb	109084471	106124814	1.03
clickbench_q12/duckdb:duckdb	319818430	300788753	1.06
clickbench_q13/duckdb:duckdb	561307026	537981506	1.04
clickbench_q14/duckdb:duckdb	385595561	360934715	1.07
clickbench_q15/duckdb:duckdb	273393120	260844565	1.05
clickbench_q16/duckdb:duckdb	713353023	689558011	1.03
clickbench_q17/duckdb:duckdb	601687062	587563645	1.02
clickbench_q18/duckdb:duckdb	1303511222	1290713276	1.01
clickbench_q19/duckdb:duckdb	35381310	34146802	1.04
clickbench_q20/duckdb:duckdb	1025560141	949747005	1.08
clickbench_q21/duckdb:duckdb 🚨	1105878832	999922986	1.11
clickbench_q22/duckdb:duckdb	1134369704	1048622742	1.08
clickbench_q23/duckdb:duckdb	266313420	251799963	1.06
clickbench_q24/duckdb:duckdb	62396577	61762924	1.01
clickbench_q25/duckdb:duckdb	124424306	123628990	1.01
clickbench_q26/duckdb:duckdb	59156951	54589969	1.08
clickbench_q27/duckdb:duckdb 🚨	1100303683	994433408	1.11
clickbench_q28/duckdb:duckdb	4720723968	4631877421	1.02
clickbench_q29/duckdb:duckdb	49021124	49013150	1.00
clickbench_q30/duckdb:duckdb	302384537	284175105	1.06
clickbench_q31/duckdb:duckdb	434784717	421023386	1.03
clickbench_q32/duckdb:duckdb 🚨	1531569809	1379041812	1.11
clickbench_q33/duckdb:duckdb 🚨	2001246724	1808388054	1.11
clickbench_q34/duckdb:duckdb 🚨	2204327877	1949252165	1.13
clickbench_q35/duckdb:duckdb	272258553	264760691	1.03
clickbench_q36/duckdb:duckdb	44093703	41985998	1.05
clickbench_q37/duckdb:duckdb	32015791	32227714	0.99
clickbench_q38/duckdb:duckdb	31565648	31666698	1.00
clickbench_q39/duckdb:duckdb	70102636	67502103	1.04
clickbench_q40/duckdb:duckdb	32178703	32697238	0.98
clickbench_q41/duckdb:duckdb	31651471	31379973	1.01
clickbench_q42/duckdb:duckdb	32356478	32168668	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+0.3%	+1.5%	-1.2%	+524.5%	➖ noise
0	duckdb:duckdb	+5.4%	+1.5%	+3.8%	+260.7%	➖ noise
0	duckdb:vortex-file-compressed	-1.5%	+1.5%	-2.9%	+308.4%	➖ noise
1	datafusion:vortex-file-compressed	+10.7%	+4.0%	+6.4%	+56.6%	➖ noise
1	duckdb:duckdb	-2.4%	+4.0%	-6.2%	+53.4%	➖ noise
1	duckdb:vortex-file-compressed	-5.4%	+4.0%	-9.0%	+18.8%	➖ noise
2	datafusion:vortex-file-compressed	+2.5%	-0.0%	+2.5%	+22.4%	➖ noise
2	duckdb:duckdb	-0.7%	-0.0%	-0.7%	+18.8%	➖ noise
2	duckdb:vortex-file-compressed	+3.2%	-0.0%	+3.2%	+13.3%	➖ noise
3	datafusion:vortex-file-compressed	+4.1%	+0.1%	+4.0%	+142.8%	➖ noise
3	duckdb:duckdb	+2.5%	+0.1%	+2.4%	+41.7%	➖ noise
3	duckdb:vortex-file-compressed	+0.5%	+0.1%	+0.4%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+3.6%	-0.5%	+4.1%	+10.0%	➖ noise
4	duckdb:duckdb	+1.2%	-0.5%	+1.7%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.2%	-0.5%	+1.7%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+2.9%	-0.1%	+3.0%	+10.0%	➖ noise
5	duckdb:duckdb	+5.4%	-0.1%	+5.5%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+1.1%	-0.1%	+1.2%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-4.7%	-0.5%	-4.3%	+38.9%	➖ noise
6	duckdb:duckdb	+1.4%	-0.5%	+1.9%	+28.2%	➖ noise
6	duckdb:vortex-file-compressed	+4.6%	-0.5%	+5.1%	+18.7%	➖ noise
7	datafusion:vortex-file-compressed	+2.3%	-1.6%	+4.0%	+31.7%	➖ noise
7	duckdb:duckdb	+0.1%	-1.6%	+1.7%	+31.9%	➖ noise
7	duckdb:vortex-file-compressed	-3.4%	-1.6%	-1.8%	+31.2%	➖ noise
8	datafusion:vortex-file-compressed	+2.0%	-1.8%	+3.9%	+10.0%	➖ noise
8	duckdb:duckdb	+6.0%	-1.8%	+8.0%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+0.2%	-1.8%	+2.0%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+3.8%	+0.5%	+3.3%	+10.0%	➖ noise
9	duckdb:duckdb	+3.2%	+0.5%	+2.7%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+0.5%	+0.5%	+0.0%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-4.1%	+1.5%	-5.6%	+10.6%	➖ noise
10	duckdb:duckdb	+2.8%	+1.5%	+1.3%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-0.4%	+1.5%	-1.9%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	-4.2%	+0.4%	-4.6%	+10.0%	➖ noise
11	duckdb:duckdb	+2.8%	+0.4%	+2.4%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	+3.4%	+0.4%	+3.0%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	+0.4%	+3.4%	-2.9%	+10.0%	➖ noise
12	duckdb:duckdb	+6.3%	+3.4%	+2.8%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	+1.1%	+3.4%	-2.2%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	+1.9%	+1.5%	+0.4%	+10.0%	➖ noise
13	duckdb:duckdb	+4.3%	+1.5%	+2.8%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+1.4%	+1.5%	-0.1%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	+2.1%	+1.1%	+1.0%	+10.0%	➖ noise
14	duckdb:duckdb	+6.8%	+1.1%	+5.6%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	+4.7%	+1.1%	+3.5%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	+2.9%	+0.4%	+2.5%	+10.0%	➖ noise
15	duckdb:duckdb	+4.8%	+0.4%	+4.4%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+3.7%	+0.4%	+3.3%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	+5.5%	+0.3%	+5.1%	+10.0%	➖ noise
16	duckdb:duckdb	+3.5%	+0.3%	+3.1%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	+5.4%	+0.3%	+5.1%	+16.7%	➖ noise
17	datafusion:vortex-file-compressed	+1.0%	-1.2%	+2.3%	+10.0%	➖ noise
17	duckdb:duckdb	+2.4%	-1.2%	+3.7%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	+5.8%	-1.2%	+7.1%	+10.4%	➖ noise
18	datafusion:vortex-file-compressed	+0.4%	+0.1%	+0.3%	+10.0%	➖ noise
18	duckdb:duckdb	+1.0%	+0.1%	+0.9%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	+3.4%	+0.1%	+3.2%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-6.0%	+0.3%	-6.3%	+15.8%	➖ noise
19	duckdb:duckdb	+3.6%	+0.3%	+3.3%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	+0.9%	+0.3%	+0.6%	+30.9%	➖ noise
20	datafusion:vortex-file-compressed	-1.3%	-1.0%	-0.4%	+184.3%	➖ noise
20	duckdb:duckdb	+8.0%	-1.0%	+9.0%	+19.9%	➖ noise
20	duckdb:vortex-file-compressed	+3.3%	-1.0%	+4.3%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	+0.8%	-1.0%	+1.8%	+10.0%	➖ noise
21	duckdb:duckdb	+10.6%	-1.0%	+11.7%	+10.0%	🚨 regression
21	duckdb:vortex-file-compressed	+3.7%	-1.0%	+4.7%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	-0.5%	+0.5%	-1.0%	+10.0%	➖ noise
22	duckdb:duckdb	+8.2%	+0.5%	+7.6%	+15.5%	➖ noise
22	duckdb:vortex-file-compressed	+9.4%	+0.5%	+8.9%	+23.0%	➖ noise
23	datafusion:vortex-file-compressed	-5.6%	+0.2%	-5.8%	+43.7%	➖ noise
23	duckdb:duckdb	+5.8%	+0.2%	+5.6%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	+23.8%	+0.2%	+23.6%	+10.0%	🚨 regression
24	datafusion:vortex-file-compressed	+0.2%	-2.6%	+2.8%	+27.2%	➖ noise
24	duckdb:duckdb	+1.0%	-2.6%	+3.7%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+6.1%	-2.6%	+8.9%	+26.0%	➖ noise
25	datafusion:vortex-file-compressed	-3.4%	-1.0%	-2.4%	+10.0%	➖ noise
25	duckdb:duckdb	+0.6%	-1.0%	+1.6%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	+2.6%	-1.0%	+3.6%	+10.7%	➖ noise
26	datafusion:vortex-file-compressed	+1.5%	+2.2%	-0.7%	+13.9%	➖ noise
26	duckdb:duckdb	+8.4%	+2.2%	+6.1%	+10.0%	➖ noise
26	duckdb:vortex-file-compressed	-2.5%	+2.2%	-4.6%	+24.0%	➖ noise
27	datafusion:vortex-file-compressed	+0.8%	-0.2%	+1.0%	+10.0%	➖ noise
27	duckdb:duckdb	+10.6%	-0.2%	+10.9%	+10.3%	🚨 regression
27	duckdb:vortex-file-compressed	+1.4%	-0.2%	+1.6%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	+1.0%	+2.0%	-1.0%	+10.0%	➖ noise
28	duckdb:duckdb	+1.9%	+2.0%	-0.1%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	+1.4%	+2.0%	-0.6%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	-3.9%	-0.6%	-3.3%	+12.4%	➖ noise
29	duckdb:duckdb	+0.0%	-0.6%	+0.6%	+10.0%	➖ noise
29	duckdb:vortex-file-compressed	+2.1%	-0.6%	+2.7%	+10.5%	➖ noise
30	datafusion:vortex-file-compressed	+3.1%	+1.0%	+2.0%	+10.0%	➖ noise
30	duckdb:duckdb	+6.4%	+1.0%	+5.3%	+10.0%	➖ noise
30	duckdb:vortex-file-compressed	+1.7%	+1.0%	+0.6%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	+0.1%	+2.5%	-2.3%	+10.0%	➖ noise
31	duckdb:duckdb	+3.3%	+2.5%	+0.8%	+10.0%	➖ noise
31	duckdb:vortex-file-compressed	+0.2%	+2.5%	-2.2%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	-4.9%	+5.4%	-9.7%	+13.1%	➖ noise
32	duckdb:duckdb	+11.1%	+5.4%	+5.4%	+10.0%	➖ noise
32	duckdb:vortex-file-compressed	+5.7%	+5.4%	+0.3%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	+1.2%	+0.9%	+0.2%	+10.0%	➖ noise
33	duckdb:duckdb	+10.7%	+0.9%	+9.6%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	+12.2%	+0.9%	+11.2%	+10.0%	🚨 regression
34	datafusion:vortex-file-compressed	+4.1%	+3.1%	+1.0%	+10.0%	➖ noise
34	duckdb:duckdb	+13.1%	+3.1%	+9.7%	+10.0%	➖ noise
34	duckdb:vortex-file-compressed	+9.9%	+3.1%	+6.6%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	+2.2%	+1.6%	+0.6%	+10.0%	➖ noise
35	duckdb:duckdb	+2.8%	+1.6%	+1.2%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	+0.1%	+1.6%	-1.5%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	+6.1%	+2.1%	+3.9%	+10.0%	➖ noise
36	duckdb:duckdb	+5.0%	+2.1%	+2.8%	+14.8%	➖ noise
36	duckdb:vortex-file-compressed	-1.0%	+2.1%	-3.0%	+10.0%	➖ noise
37	datafusion:vortex-file-compressed	-0.9%	-0.3%	-0.6%	+10.0%	➖ noise
37	duckdb:duckdb	-0.7%	-0.3%	-0.4%	+10.0%	➖ noise
37	duckdb:vortex-file-compressed	-3.0%	-0.3%	-2.7%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	+3.1%	+0.4%	+2.7%	+10.0%	➖ noise
38	duckdb:duckdb	-0.3%	+0.4%	-0.7%	+10.0%	➖ noise
38	duckdb:vortex-file-compressed	-4.1%	+0.4%	-4.5%	+10.0%	➖ noise
39	datafusion:vortex-file-compressed	-2.2%	+4.5%	-6.4%	+10.0%	➖ noise
39	duckdb:duckdb	+3.9%	+4.5%	-0.6%	+13.0%	➖ noise
39	duckdb:vortex-file-compressed	+4.0%	+4.5%	-0.4%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	+3.4%	+1.8%	+1.6%	+11.2%	➖ noise
40	duckdb:duckdb	-1.6%	+1.8%	-3.3%	+19.1%	➖ noise
40	duckdb:vortex-file-compressed	-7.9%	+1.8%	-9.5%	+10.7%	➖ noise
41	datafusion:vortex-file-compressed	+5.8%	-3.6%	+9.8%	+10.8%	➖ noise
41	duckdb:duckdb	+0.9%	-3.6%	+4.7%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	-3.5%	-3.6%	+0.1%	+10.0%	➖ noise
42	datafusion:vortex-file-compressed	+3.2%	+1.0%	+2.1%	+10.0%	➖ noise
42	duckdb:duckdb	+0.6%	+1.0%	-0.4%	+10.0%	➖ noise
42	duckdb:vortex-file-compressed	+3.4%	+1.0%	+2.4%	+15.2%	➖ noise

[github-actions]

File Sizes: Clickbench on NVME

File Size Changes (1 files changed, -0.0% overall, 0↑ 1↓)

File	Scale	Format	Base	HEAD	Change	%
duckdb.db	1.0	vortex-compact	268.00 KB	0 B	268.00 KB	-100.0%

Totals:

• vortex-compact: 7.03 GB → 7.03 GB (-0.0%)
• vortex-file-compressed: 14.08 GB → 14.08 GB (0.0%)

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +1.7%
Vortex (geomean): 0.895x ➖
Parquet (geomean): 0.880x ➖
Shifts: Parquet (control) -12.0% · Median polish -9.3%

---

datafusion / vortex-file-compressed (0.933x ➖, 1↑ 1↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	645552863	731211309	0.88
tpch_q02/datafusion:vortex-file-compressed	610666117	843609803	0.72
tpch_q03/datafusion:vortex-file-compressed	762361176	818898949	0.93
tpch_q04/datafusion:vortex-file-compressed	586019162	727775815	0.81
tpch_q05/datafusion:vortex-file-compressed	941194007	1009730478	0.93
tpch_q06/datafusion:vortex-file-compressed	604053481	628580376	0.96
tpch_q07/datafusion:vortex-file-compressed	1077647359	1062767178	1.01
tpch_q08/datafusion:vortex-file-compressed	1239399527	1197241621	1.04
tpch_q09/datafusion:vortex-file-compressed	1452413531	1607425835	0.90
tpch_q10/datafusion:vortex-file-compressed 🚀	1024623050	1666631597	0.61
tpch_q11/datafusion:vortex-file-compressed	718058113	671878595	1.07
tpch_q12/datafusion:vortex-file-compressed	897614508	1075849575	0.83
tpch_q13/datafusion:vortex-file-compressed	394740964	463412704	0.85
tpch_q14/datafusion:vortex-file-compressed	599066137	603920935	0.99
tpch_q15/datafusion:vortex-file-compressed	1115132898	1221198766	0.91
tpch_q16/datafusion:vortex-file-compressed 🚨	439314398	292263192	1.50
tpch_q17/datafusion:vortex-file-compressed	1225359880	1185418594	1.03
tpch_q18/datafusion:vortex-file-compressed	1575910722	1391400519	1.13
tpch_q19/datafusion:vortex-file-compressed	894613569	887709921	1.01
tpch_q20/datafusion:vortex-file-compressed	1089288538	1166338093	0.93
tpch_q21/datafusion:vortex-file-compressed	1602375261	1876100213	0.85
tpch_q22/datafusion:vortex-file-compressed	422288149	471138716	0.90

datafusion / vortex-compact (0.918x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	656017584	715649372	0.92
tpch_q02/datafusion:vortex-compact	603722250	669604681	0.90
tpch_q03/datafusion:vortex-compact	691542653	684535239	1.01
tpch_q04/datafusion:vortex-compact	517564712	502160234	1.03
tpch_q05/datafusion:vortex-compact	972318291	957898423	1.02
tpch_q06/datafusion:vortex-compact	570651985	544709514	1.05
tpch_q07/datafusion:vortex-compact	1031230414	1074401200	0.96
tpch_q08/datafusion:vortex-compact	1086503502	1133966289	0.96
tpch_q09/datafusion:vortex-compact	1161489310	1464422653	0.79
tpch_q10/datafusion:vortex-compact	848843268	1138789007	0.75
tpch_q11/datafusion:vortex-compact 🚀	424469333	801175484	0.53
tpch_q12/datafusion:vortex-compact	721165605	814320074	0.89
tpch_q13/datafusion:vortex-compact	385808537	431176958	0.89
tpch_q14/datafusion:vortex-compact	545259186	554610438	0.98
tpch_q15/datafusion:vortex-compact	979824579	997719043	0.98
tpch_q16/datafusion:vortex-compact	322596546	328584754	0.98
tpch_q17/datafusion:vortex-compact	1114193348	1174838940	0.95
tpch_q18/datafusion:vortex-compact	1079514776	1191531159	0.91
tpch_q19/datafusion:vortex-compact	740259518	785954131	0.94
tpch_q20/datafusion:vortex-compact	827521588	967603991	0.86
tpch_q21/datafusion:vortex-compact	1399318627	1500842949	0.93
tpch_q22/datafusion:vortex-compact	479553455	406358738	1.18

datafusion / parquet (0.839x ➖, 4↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	838944954	830151274	1.01
tpch_q02/datafusion:parquet	828236387	754749003	1.10
tpch_q03/datafusion:parquet	999667441	1240364301	0.81
tpch_q04/datafusion:parquet	573659440	474979903	1.21
tpch_q05/datafusion:parquet	1086364022	1263008516	0.86
tpch_q06/datafusion:parquet	541701196	653117904	0.83
tpch_q07/datafusion:parquet 🚀	1185002566	1783374767	0.66
tpch_q08/datafusion:parquet	1615327785	1672940576	0.97
tpch_q09/datafusion:parquet	1684377764	1956487953	0.86
tpch_q10/datafusion:parquet	1910765114	2280394201	0.84
tpch_q11/datafusion:parquet 🚀	479139780	713001421	0.67
tpch_q12/datafusion:parquet	640995509	707836130	0.91
tpch_q13/datafusion:parquet	669986544	716266122	0.94
tpch_q14/datafusion:parquet	738862959	818141545	0.90
tpch_q15/datafusion:parquet	1207761578	1263038073	0.96
tpch_q16/datafusion:parquet	363159641	431819820	0.84
tpch_q17/datafusion:parquet	1403146879	1402179967	1.00
tpch_q18/datafusion:parquet	1482686469	1651259232	0.90
tpch_q19/datafusion:parquet	956164726	1116982163	0.86
tpch_q20/datafusion:parquet	1115441149	1464408897	0.76
tpch_q21/datafusion:parquet 🚀	1628340875	2396010556	0.68
tpch_q22/datafusion:parquet 🚀	675793486	1883517436	0.36

duckdb / vortex-file-compressed (0.854x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	623735613	706953476	0.88
tpch_q02/duckdb:vortex-file-compressed	1064796848	1152155745	0.92
tpch_q03/duckdb:vortex-file-compressed	865249546	983994005	0.88
tpch_q04/duckdb:vortex-file-compressed	594992154	739666690	0.80
tpch_q05/duckdb:vortex-file-compressed	1038709049	1220525591	0.85
tpch_q06/duckdb:vortex-file-compressed	870899741	858277897	1.01
tpch_q07/duckdb:vortex-file-compressed	1196565654	1271282263	0.94
tpch_q08/duckdb:vortex-file-compressed	1391946875	1630792614	0.85
tpch_q09/duckdb:vortex-file-compressed	1434439899	1618164636	0.89
tpch_q10/duckdb:vortex-file-compressed	1070065214	1425243221	0.75
tpch_q11/duckdb:vortex-file-compressed	637539556	887898095	0.72
tpch_q12/duckdb:vortex-file-compressed	709535630	852997454	0.83
tpch_q13/duckdb:vortex-file-compressed	876563344	1101658086	0.80
tpch_q14/duckdb:vortex-file-compressed	841431888	913524069	0.92
tpch_q15/duckdb:vortex-file-compressed	554060759	621799942	0.89
tpch_q16/duckdb:vortex-file-compressed	513269425	504466577	1.02
tpch_q17/duckdb:vortex-file-compressed	967451870	1141155230	0.85
tpch_q18/duckdb:vortex-file-compressed	893304930	1046795608	0.85
tpch_q19/duckdb:vortex-file-compressed	722645196	872509790	0.83
tpch_q20/duckdb:vortex-file-compressed	1198039408	1500429976	0.80
tpch_q21/duckdb:vortex-file-compressed	1917574599	2443457397	0.78
tpch_q22/duckdb:vortex-file-compressed	503748945	638839162	0.79

duckdb / vortex-compact (0.875x ➖, 0↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	588630955	674927348	0.87
tpch_q02/duckdb:vortex-compact	1021222168	1097758885	0.93
tpch_q03/duckdb:vortex-compact	875129215	940634187	0.93
tpch_q04/duckdb:vortex-compact	604893512	575223197	1.05
tpch_q05/duckdb:vortex-compact	938805409	1215151340	0.77
tpch_q06/duckdb:vortex-compact	669541039	879632773	0.76
tpch_q07/duckdb:vortex-compact	1030405807	1134808032	0.91
tpch_q08/duckdb:vortex-compact	1246365249	1634863251	0.76
tpch_q09/duckdb:vortex-compact	1309494281	1559777996	0.84
tpch_q10/duckdb:vortex-compact	986773604	1012767468	0.97
tpch_q11/duckdb:vortex-compact	604752872	748861292	0.81
tpch_q12/duckdb:vortex-compact	635044794	736673183	0.86
tpch_q13/duckdb:vortex-compact	868709979	877489828	0.99
tpch_q14/duckdb:vortex-compact	881541263	958919509	0.92
tpch_q15/duckdb:vortex-compact	542701867	587202001	0.92
tpch_q16/duckdb:vortex-compact	405706223	421876625	0.96
tpch_q17/duckdb:vortex-compact	864353274	1014258339	0.85
tpch_q18/duckdb:vortex-compact	663479764	775531181	0.86
tpch_q19/duckdb:vortex-compact	744966846	840720174	0.89
tpch_q20/duckdb:vortex-compact	1338137701	1454245791	0.92
tpch_q21/duckdb:vortex-compact	1591099856	1954215225	0.81
tpch_q22/duckdb:vortex-compact	621149398	834428092	0.74

duckdb / parquet (0.922x ➖, 1↑ 0↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	928251110	1079030764	0.86
tpch_q02/duckdb:parquet	1526633030	1792937351	0.85
tpch_q03/duckdb:parquet	1596599476	1609063311	0.99
tpch_q04/duckdb:parquet	1044196166	981796966	1.06
tpch_q05/duckdb:parquet	2063015190	2376376562	0.87
tpch_q06/duckdb:parquet	786583633	932738618	0.84
tpch_q07/duckdb:parquet	1679948700	1737634040	0.97
tpch_q08/duckdb:parquet 🚀	2456672413	3638575511	0.68
tpch_q09/duckdb:parquet	2453046718	2634432997	0.93
tpch_q10/duckdb:parquet	3014536447	3537752031	0.85
tpch_q11/duckdb:parquet	1133738379	951014923	1.19
tpch_q12/duckdb:parquet	1138605853	1078680215	1.06
tpch_q13/duckdb:parquet	1254247612	1226197476	1.02
tpch_q14/duckdb:parquet	1195720983	1434019327	0.83
tpch_q15/duckdb:parquet	802858758	964631174	0.83
tpch_q16/duckdb:parquet	852983869	882058550	0.97
tpch_q17/duckdb:parquet	1346460606	1466231552	0.92
tpch_q18/duckdb:parquet	1402716221	1593856958	0.88
tpch_q19/duckdb:parquet	1717835899	1650573566	1.04
tpch_q20/duckdb:parquet	1881263712	1881277524	1.00
tpch_q21/duckdb:parquet	1805526474	2160527835	0.84
tpch_q22/duckdb:parquet	1001318699	1063628179	0.94

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-8.3%	-6.8%	-1.7%	+81.0%	➖ noise
1	datafusion:vortex-file-compressed	-11.7%	-6.8%	-5.3%	+86.6%	➖ noise
1	duckdb:vortex-compact	-12.8%	-6.8%	-6.5%	+38.1%	➖ noise
1	duckdb:vortex-file-compressed	-11.8%	-6.8%	-5.4%	+38.1%	➖ noise
2	datafusion:vortex-compact	-9.8%	-3.3%	-6.7%	+86.5%	➖ noise
2	datafusion:vortex-file-compressed	-27.6%	-3.3%	-25.1%	+75.0%	➖ noise
2	duckdb:vortex-compact	-7.0%	-3.3%	-3.8%	+38.1%	➖ noise
2	duckdb:vortex-file-compressed	-7.6%	-3.3%	-4.4%	+45.4%	➖ noise
3	datafusion:vortex-compact	+1.0%	-10.6%	+13.0%	+79.4%	➖ noise
3	datafusion:vortex-file-compressed	-6.9%	-10.6%	+4.1%	+111.6%	➖ noise
3	duckdb:vortex-compact	-7.0%	-10.6%	+4.0%	+46.8%	➖ noise
3	duckdb:vortex-file-compressed	-12.1%	-10.6%	-1.7%	+58.4%	➖ noise
4	datafusion:vortex-compact	+3.1%	+13.3%	-9.1%	+38.1%	➖ noise
4	datafusion:vortex-file-compressed	-19.5%	+13.3%	-29.0%	+38.1%	✅ faster
4	duckdb:vortex-compact	+5.2%	+13.3%	-7.2%	+38.1%	➖ noise
4	duckdb:vortex-file-compressed	-19.6%	+13.3%	-29.0%	+38.1%	✅ faster
5	datafusion:vortex-compact	+1.5%	-13.6%	+17.5%	+38.1%	➖ noise
5	datafusion:vortex-file-compressed	-6.8%	-13.6%	+7.9%	+38.1%	➖ noise
5	duckdb:vortex-compact	-22.7%	-13.6%	-10.6%	+38.1%	➖ noise
5	duckdb:vortex-file-compressed	-14.9%	-13.6%	-1.5%	+38.1%	➖ noise
6	datafusion:vortex-compact	+4.8%	-16.4%	+25.3%	+38.1%	➖ noise
6	datafusion:vortex-file-compressed	-3.9%	-16.4%	+14.9%	+38.1%	➖ noise
6	duckdb:vortex-compact	-23.9%	-16.4%	-9.0%	+38.1%	➖ noise
6	duckdb:vortex-file-compressed	+1.5%	-16.4%	+21.3%	+38.1%	➖ noise
7	datafusion:vortex-compact	-4.0%	-19.8%	+19.8%	+38.1%	➖ noise
7	datafusion:vortex-file-compressed	+1.4%	-19.8%	+26.5%	+38.1%	➖ noise
7	duckdb:vortex-compact	-9.2%	-19.8%	+13.3%	+38.1%	➖ noise
7	duckdb:vortex-file-compressed	-5.9%	-19.8%	+17.4%	+38.1%	➖ noise
8	datafusion:vortex-compact	-4.2%	-19.3%	+18.7%	+38.1%	➖ noise
8	datafusion:vortex-file-compressed	+3.5%	-19.3%	+28.2%	+38.1%	➖ noise
8	duckdb:vortex-compact	-23.8%	-19.3%	-5.6%	+38.1%	➖ noise
8	duckdb:vortex-file-compressed	-14.6%	-19.3%	+5.7%	+38.1%	➖ noise
9	datafusion:vortex-compact	-20.7%	-10.5%	-11.4%	+61.0%	➖ noise
9	datafusion:vortex-file-compressed	-9.6%	-10.5%	+0.9%	+65.9%	➖ noise
9	duckdb:vortex-compact	-16.0%	-10.5%	-6.2%	+63.3%	➖ noise
9	duckdb:vortex-file-compressed	-11.4%	-10.5%	-1.0%	+63.6%	➖ noise
10	datafusion:vortex-compact	-25.5%	-15.5%	-11.8%	+55.0%	➖ noise
10	datafusion:vortex-file-compressed	-38.5%	-15.5%	-27.2%	+60.3%	➖ noise
10	duckdb:vortex-compact	-2.6%	-15.5%	+15.3%	+54.7%	➖ noise
10	duckdb:vortex-file-compressed	-24.9%	-15.5%	-11.1%	+50.0%	➖ noise
11	datafusion:vortex-compact	-47.0%	-10.5%	-40.8%	+47.4%	✅ faster
11	datafusion:vortex-file-compressed	+6.9%	-10.5%	+19.4%	+50.1%	➖ noise
11	duckdb:vortex-compact	-19.2%	-10.5%	-9.8%	+38.1%	➖ noise
11	duckdb:vortex-file-compressed	-28.2%	-10.5%	-19.8%	+40.0%	➖ noise
12	datafusion:vortex-compact	-11.4%	-2.2%	-9.4%	+38.1%	➖ noise
12	datafusion:vortex-file-compressed	-16.6%	-2.2%	-14.7%	+45.8%	➖ noise
12	duckdb:vortex-compact	-13.8%	-2.2%	-11.8%	+38.1%	➖ noise
12	duckdb:vortex-file-compressed	-16.8%	-2.2%	-14.9%	+38.1%	➖ noise
13	datafusion:vortex-compact	-10.5%	-2.2%	-8.5%	+53.5%	➖ noise
13	datafusion:vortex-file-compressed	-14.8%	-2.2%	-12.9%	+66.5%	➖ noise
13	duckdb:vortex-compact	-1.0%	-2.2%	+1.2%	+70.7%	➖ noise
13	duckdb:vortex-file-compressed	-20.4%	-2.2%	-18.7%	+89.7%	➖ noise
14	datafusion:vortex-compact	-1.7%	-13.2%	+13.3%	+38.1%	➖ noise
14	datafusion:vortex-file-compressed	-0.8%	-13.2%	+14.3%	+38.1%	➖ noise
14	duckdb:vortex-compact	-8.1%	-13.2%	+5.9%	+38.1%	➖ noise
14	duckdb:vortex-file-compressed	-7.9%	-13.2%	+6.1%	+38.1%	➖ noise
15	datafusion:vortex-compact	-1.8%	-10.8%	+10.1%	+38.1%	➖ noise
15	datafusion:vortex-file-compressed	-8.7%	-10.8%	+2.4%	+38.5%	➖ noise
15	duckdb:vortex-compact	-7.6%	-10.8%	+3.6%	+38.1%	➖ noise
15	duckdb:vortex-file-compressed	-10.9%	-10.8%	-0.1%	+38.1%	➖ noise
16	datafusion:vortex-compact	-1.8%	-9.8%	+8.9%	+38.1%	➖ noise
16	datafusion:vortex-file-compressed	+50.3%	-9.8%	+66.7%	+38.1%	🚨 regression
16	duckdb:vortex-compact	-3.8%	-9.8%	+6.6%	+38.1%	➖ noise
16	duckdb:vortex-file-compressed	+1.7%	-9.8%	+12.8%	+38.1%	➖ noise
17	datafusion:vortex-compact	-5.2%	-4.1%	-1.1%	+38.1%	➖ noise
17	datafusion:vortex-file-compressed	+3.4%	-4.1%	+7.8%	+38.1%	➖ noise
17	duckdb:vortex-compact	-14.8%	-4.1%	-11.1%	+38.1%	➖ noise
17	duckdb:vortex-file-compressed	-15.2%	-4.1%	-11.6%	+38.1%	➖ noise
18	datafusion:vortex-compact	-9.4%	-11.1%	+1.9%	+38.1%	➖ noise
18	datafusion:vortex-file-compressed	+13.3%	-11.1%	+27.4%	+38.1%	➖ noise
18	duckdb:vortex-compact	-14.4%	-11.1%	-3.8%	+38.1%	➖ noise
18	duckdb:vortex-file-compressed	-14.7%	-11.1%	-4.0%	+38.1%	➖ noise
19	datafusion:vortex-compact	-5.8%	-5.6%	-0.2%	+38.1%	➖ noise
19	datafusion:vortex-file-compressed	+0.8%	-5.6%	+6.8%	+38.1%	➖ noise
19	duckdb:vortex-compact	-11.4%	-5.6%	-6.1%	+38.1%	➖ noise
19	duckdb:vortex-file-compressed	-17.2%	-5.6%	-12.3%	+38.1%	➖ noise
20	datafusion:vortex-compact	-14.5%	-12.7%	-2.0%	+38.1%	➖ noise
20	datafusion:vortex-file-compressed	-6.6%	-12.7%	+7.0%	+38.1%	➖ noise
20	duckdb:vortex-compact	-8.0%	-12.7%	+5.4%	+38.1%	➖ noise
20	duckdb:vortex-file-compressed	-20.2%	-12.7%	-8.5%	+38.1%	➖ noise
21	datafusion:vortex-compact	-6.8%	-24.6%	+23.7%	+38.1%	➖ noise
21	datafusion:vortex-file-compressed	-14.6%	-24.6%	+13.3%	+38.1%	➖ noise
21	duckdb:vortex-compact	-18.6%	-24.6%	+8.0%	+38.1%	➖ noise
21	duckdb:vortex-file-compressed	-21.5%	-24.6%	+4.1%	+38.1%	➖ noise
22	datafusion:vortex-compact	+18.0%	-41.9%	+103.1%	+46.1%	🚨 regression
22	datafusion:vortex-file-compressed	-10.4%	-41.9%	+54.2%	+53.8%	🚨 regression
22	duckdb:vortex-compact	-25.6%	-41.9%	+28.1%	+38.1%	➖ noise
22	duckdb:vortex-file-compressed	-21.1%	-41.9%	+35.7%	+45.3%	➖ noise

[github-actions]

Benchmarks: Compression

Vortex (geomean): 1.013x ➖
Parquet (geomean): 1.022x ➖

---

unknown / unknown (1.029x ➖, 0↑ 18↓)

name	PR 2a6b29b (ns)	base 3bdb376 (ns)	ratio (PR/base)
compress time/Arade	1215507348	1154068735	1.05
compress time/Bimbo	7509365329	7063740571	1.06
compress time/CMSprovider	3076567138	2882908408	1.07
compress time/Euro2016	460879248	471712702	0.98
compress time/Food	439177905	430287305	1.02
compress time/HashTags	836505930	804756113	1.04
compress time/TPC-H l_comment canonical	1367123121	1283924425	1.06
compress time/TPC-H l_comment chunked	1372872267	1292887914	1.06
compress time/taxi	747253810	718581128	1.04
compress time/wide table cols=100 chunks=1 rows=1000	14301917	13153000	1.09
compress time/wide table cols=100 chunks=50 rows=1000 🚨	13854911	12375424	1.12
compress time/wide table cols=1000 chunks=1 rows=1000	144431386	134643297	1.07
compress time/wide table cols=1000 chunks=50 rows=1000	147333696	134057339	1.10
compress time/wide table cols=10000 chunks=1 rows=1000	1477294333	1503364913	0.98
compress time/wide table cols=10000 chunks=50 rows=1000	1463045877	1412329411	1.04
decompress time/Arade 🚨	32921755	29609942	1.11
decompress time/Bimbo	125055617	130681838	0.96
decompress time/CMSprovider	92014612	83901814	1.10
decompress time/Euro2016	22914582	23756125	0.96
decompress time/Food	9843313	10298510	0.96
decompress time/HashTags	84465185	79922903	1.06
decompress time/TPC-H l_comment canonical 🚨	48195243	40982562	1.18
decompress time/TPC-H l_comment chunked 🚨	46042924	40424068	1.14
decompress time/taxi	22668993	21888467	1.04
decompress time/wide table cols=100 chunks=1 rows=1000 🚨	2964113	2483844	1.19
decompress time/wide table cols=100 chunks=50 rows=1000 🚨	3142258	2510794	1.25
decompress time/wide table cols=1000 chunks=1 rows=1000	24422527	23331641	1.05
decompress time/wide table cols=1000 chunks=50 rows=1000	23804017	23133979	1.03
decompress time/wide table cols=10000 chunks=1 rows=1000 🚨	258676136	229368942	1.13
decompress time/wide table cols=10000 chunks=50 rows=1000 🚨	261415686	229529611	1.14
parquet size/Arade	258014282	258014282	1.00
parquet size/Bimbo	384517292	384517292	1.00
parquet size/CMSprovider	376885545	376885545	1.00
parquet size/Euro2016	122975499	122975499	1.00
parquet size/Food	35699500	35699500	1.00
parquet size/HashTags	133510943	133510943	1.00
parquet size/TPC-H l_comment canonical	158358238	158358238	1.00
parquet size/TPC-H l_comment chunked	158358238	158358238	1.00
parquet size/taxi	55283635	55283635	1.00
parquet size/wide table cols=100 chunks=1 rows=1000	932404	932404	1.00
parquet size/wide table cols=100 chunks=50 rows=1000	932404	932404	1.00
parquet size/wide table cols=1000 chunks=1 rows=1000	9324004	9324004	1.00
parquet size/wide table cols=1000 chunks=50 rows=1000	9324004	9324004	1.00
parquet size/wide table cols=10000 chunks=1 rows=1000	93240004	93240004	1.00
parquet size/wide table cols=10000 chunks=50 rows=1000	93240004	93240004	1.00
parquet_rs-zstd compress time/Arade	3158852283	3015132213	1.05
parquet_rs-zstd compress time/Bimbo	17931317973	17120448987	1.05
parquet_rs-zstd compress time/CMSprovider	8447449486	8947987518	0.94
parquet_rs-zstd compress time/Euro2016	1423886387	1348567701	1.06
parquet_rs-zstd compress time/Food	959137788	1005925585	0.95
parquet_rs-zstd compress time/HashTags	2698307637	2805427086	0.96
parquet_rs-zstd compress time/TPC-H l_comment canonical	3297367159	3120955854	1.06
parquet_rs-zstd compress time/TPC-H l_comment chunked	3274575412	3114334087	1.05
parquet_rs-zstd compress time/taxi	1586924354	1503485118	1.06
parquet_rs-zstd compress time/wide table cols=100 chunks=1 rows=1000 🚨	8004137	6737055	1.19
parquet_rs-zstd compress time/wide table cols=100 chunks=50 rows=1000 🚨	8286812	6717650	1.23
parquet_rs-zstd compress time/wide table cols=1000 chunks=1 rows=1000	88609866	85308968	1.04
parquet_rs-zstd compress time/wide table cols=1000 chunks=50 rows=1000	87987276	86950713	1.01
parquet_rs-zstd compress time/wide table cols=10000 chunks=1 rows=1000	917832418	869418667	1.06
parquet_rs-zstd compress time/wide table cols=10000 chunks=50 rows=1000	911585153	912098589	1.00
parquet_rs-zstd decompress time/Arade	668154858	652410818	1.02
parquet_rs-zstd decompress time/Bimbo	1770533714	1756669265	1.01
parquet_rs-zstd decompress time/CMSprovider	2061194635	1950883062	1.06
parquet_rs-zstd decompress time/Euro2016	401994101	417278633	0.96
parquet_rs-zstd decompress time/Food	228960491	249422691	0.92
parquet_rs-zstd decompress time/HashTags 🚨	724692858	635906178	1.14
parquet_rs-zstd decompress time/TPC-H l_comment canonical	581063868	561702257	1.03
parquet_rs-zstd decompress time/TPC-H l_comment chunked	578975744	567207348	1.02
parquet_rs-zstd decompress time/taxi	249974141	247853971	1.01
parquet_rs-zstd decompress time/wide table cols=100 chunks=1 rows=1000 🚨	3102940	2680625	1.16
parquet_rs-zstd decompress time/wide table cols=100 chunks=50 rows=1000	2871641	2681189	1.07
parquet_rs-zstd decompress time/wide table cols=1000 chunks=1 rows=1000	35022350	32373308	1.08
parquet_rs-zstd decompress time/wide table cols=1000 chunks=50 rows=1000	33756039	32030532	1.05
parquet_rs-zstd decompress time/wide table cols=10000 chunks=1 rows=1000	376521543	371315201	1.01
parquet_rs-zstd decompress time/wide table cols=10000 chunks=50 rows=1000	375291105	371853636	1.01
vortex-file-compressed size/Arade	143387364	143387364	1.00
vortex-file-compressed size/Bimbo	457703724	457703724	1.00
vortex-file-compressed size/CMSprovider	422230580	422230580	1.00
vortex-file-compressed size/Euro2016	164453084	164454348	1.00
vortex-file-compressed size/Food	42374576	42374576	1.00
vortex-file-compressed size/HashTags	195767892	195767892	1.00
vortex-file-compressed size/TPC-H l_comment canonical	179471576	179471576	1.00
vortex-file-compressed size/TPC-H l_comment chunked	179471576	179471576	1.00
vortex-file-compressed size/taxi	50083652	50083652	1.00
vortex-file-compressed size/wide table cols=100 chunks=1 rows=1000	876416	876416	1.00
vortex-file-compressed size/wide table cols=100 chunks=50 rows=1000	876416	876416	1.00
vortex-file-compressed size/wide table cols=1000 chunks=1 rows=1000	8749616	8749616	1.00
vortex-file-compressed size/wide table cols=1000 chunks=50 rows=1000	8749616	8749616	1.00
vortex-file-compressed size/wide table cols=10000 chunks=1 rows=1000	87517616	87517616	1.00
vortex-file-compressed size/wide table cols=10000 chunks=50 rows=1000	87517616	87517616	1.00
vortex:parquet-zstd ratio compress time/Arade	0	0	1.01
vortex:parquet-zstd ratio compress time/Bimbo	0	0	1.02
vortex:parquet-zstd ratio compress time/CMSprovider 🚨	0	0	1.13
vortex:parquet-zstd ratio compress time/Euro2016	0	0	0.93
vortex:parquet-zstd ratio compress time/Food	0	0	1.07
vortex:parquet-zstd ratio compress time/HashTags	0	0	1.08
vortex:parquet-zstd ratio compress time/TPC-H l_comment canonical	0	0	1.01
vortex:parquet-zstd ratio compress time/TPC-H l_comment chunked	0	0	1.01
vortex:parquet-zstd ratio compress time/taxi	0	0	0.99
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=1 rows=1000	1	1	0.92
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=50 rows=1000	1	1	0.91
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=1 rows=1000	1	1	1.03
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=50 rows=1000	1	1	1.09
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=1 rows=1000	1	1	0.93
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=50 rows=1000	1	1	1.04
vortex:parquet-zstd ratio decompress time/Arade	0	0	1.09
vortex:parquet-zstd ratio decompress time/Bimbo	0	0	0.95
vortex:parquet-zstd ratio decompress time/CMSprovider	0	0	1.04
vortex:parquet-zstd ratio decompress time/Euro2016	0	0	1.00
vortex:parquet-zstd ratio decompress time/Food	0	0	1.04
vortex:parquet-zstd ratio decompress time/HashTags	0	0	0.93
vortex:parquet-zstd ratio decompress time/TPC-H l_comment canonical 🚨	0	0	1.14
vortex:parquet-zstd ratio decompress time/TPC-H l_comment chunked 🚨	0	0	1.12
vortex:parquet-zstd ratio decompress time/taxi	0	0	1.03
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=1 rows=1000	0	0	1.03
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=50 rows=1000 🚨	1	0	1.17
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=1 rows=1000	0	0	0.97
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=50 rows=1000	0	0	0.98
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=1 rows=1000 🚨	0	0	1.11
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=50 rows=1000 🚨	0	0	1.13
vortex:parquet-zstd size/Arade	0	0	1.00
vortex:parquet-zstd size/Bimbo	1	1	1.00
vortex:parquet-zstd size/CMSprovider	1	1	1.00
vortex:parquet-zstd size/Euro2016	1	1	1.00
vortex:parquet-zstd size/Food	1	1	1.00
vortex:parquet-zstd size/HashTags	1	1	1.00
vortex:parquet-zstd size/TPC-H l_comment canonical	1	1	1.00
vortex:parquet-zstd size/TPC-H l_comment chunked	1	1	1.00
vortex:parquet-zstd size/taxi	0	0	1.00
vortex:parquet-zstd size/wide table cols=100 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=100 chunks=50 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=1000 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=1000 chunks=50 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=10000 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=10000 chunks=50 rows=1000	0	0	1.00

[robert3005]

Random access benchmark changes seem real. I think take on a bitbuffer would always be faster than take on the filtered array that needs to copy values. I will do some refactoring here before this is ready for review