Cache python class imports

[AdamGS]

Summary

Was reading the arrow-rs changelog and I ran into this PR, seems like PyOnceLock was built for this and they have some very promising benchmarks there.

I've also wrapped all static strings that are passed into pyo3 with the intern macro, which prevents allocating a new PyString on every call.

[danking]

fantastic

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	edb409b		1	Explore Profiling Data

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Powered by Polar Signals Cloud

[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 1.080x ➖

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datafusion / vortex-file-compressed (1.080x ➖, 0↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	132737957	126133907	1.05
polarsignals_q01/datafusion:vortex-file-compressed	391027315	376005589	1.04
polarsignals_q02/datafusion:vortex-file-compressed	25287095	23384155	1.08
polarsignals_q03/datafusion:vortex-file-compressed	401383052	380677028	1.05
polarsignals_q04/datafusion:vortex-file-compressed	12446553	11640150	1.07
polarsignals_q05/datafusion:vortex-file-compressed 🚨	17394200	15789459	1.10
polarsignals_q06/datafusion:vortex-file-compressed	19897303	18808222	1.06
polarsignals_q07/datafusion:vortex-file-compressed 🚨	15054061	13480025	1.12
polarsignals_q08/datafusion:vortex-file-compressed	481619079	456996837	1.05
polarsignals_q09/datafusion:vortex-file-compressed 🚨	11931725	10099321	1.18

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -1.1%
Vortex (geomean): 0.977x ➖
Parquet (geomean): 1.004x ➖
Shifts: Parquet (control) +0.4% · Median polish +0.9%

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datafusion / vortex-file-compressed (1.016x ➖, 4↑ 6↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚨	56007853	50332100	1.11
tpch_q02/datafusion:vortex-file-compressed	39503069	36300772	1.09
tpch_q03/datafusion:vortex-file-compressed 🚨	32806310	28403886	1.15
tpch_q04/datafusion:vortex-file-compressed	20661211	21248840	0.97
tpch_q05/datafusion:vortex-file-compressed 🚨	62730752	54561041	1.15
tpch_q06/datafusion:vortex-file-compressed 🚀	11150675	14294929	0.78
tpch_q07/datafusion:vortex-file-compressed 🚨	75415803	66244892	1.14
tpch_q08/datafusion:vortex-file-compressed	54108925	51305270	1.05
tpch_q09/datafusion:vortex-file-compressed	60917586	58161715	1.05
tpch_q10/datafusion:vortex-file-compressed	51165807	47920744	1.07
tpch_q11/datafusion:vortex-file-compressed	20066882	20602794	0.97
tpch_q12/datafusion:vortex-file-compressed	27507172	28493931	0.97
tpch_q13/datafusion:vortex-file-compressed 🚀	30673864	34968588	0.88
tpch_q14/datafusion:vortex-file-compressed 🚀	18523764	23541110	0.79
tpch_q15/datafusion:vortex-file-compressed 🚀	28717282	34354771	0.84
tpch_q16/datafusion:vortex-file-compressed	29256288	26922055	1.09
tpch_q17/datafusion:vortex-file-compressed	72647991	67672454	1.07
tpch_q18/datafusion:vortex-file-compressed 🚨	92233649	79765286	1.16
tpch_q19/datafusion:vortex-file-compressed	30169939	27881564	1.08
tpch_q20/datafusion:vortex-file-compressed	36491236	33374579	1.09
tpch_q21/datafusion:vortex-file-compressed 🚨	84089793	76428680	1.10
tpch_q22/datafusion:vortex-file-compressed	20087137	22010751	0.91

datafusion / vortex-compact (0.905x ➖, 10↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact 🚀	61092953	79813137	0.77
tpch_q02/datafusion:vortex-compact	42133951	39867209	1.06
tpch_q03/datafusion:vortex-compact 🚀	35322550	44586111	0.79
tpch_q04/datafusion:vortex-compact 🚀	26134417	33195648	0.79
tpch_q05/datafusion:vortex-compact 🚀	63289702	84287818	0.75
tpch_q06/datafusion:vortex-compact 🚀	15649883	18026185	0.87
tpch_q07/datafusion:vortex-compact 🚀	78464822	104262322	0.75
tpch_q08/datafusion:vortex-compact	54703361	56656135	0.97
tpch_q09/datafusion:vortex-compact 🚀	68804959	93659114	0.73
tpch_q10/datafusion:vortex-compact	59530968	60870048	0.98
tpch_q11/datafusion:vortex-compact 🚀	22070002	29728300	0.74
tpch_q12/datafusion:vortex-compact 🚀	36280527	47642753	0.76
tpch_q13/datafusion:vortex-compact	39322191	37308014	1.05
tpch_q14/datafusion:vortex-compact	22353968	22362578	1.00
tpch_q15/datafusion:vortex-compact	36821789	36593226	1.01
tpch_q16/datafusion:vortex-compact	32883810	32959427	1.00
tpch_q17/datafusion:vortex-compact	76871556	75050158	1.02
tpch_q18/datafusion:vortex-compact	95749274	91975700	1.04
tpch_q19/datafusion:vortex-compact	42011537	40670743	1.03
tpch_q20/datafusion:vortex-compact	43353081	40723750	1.06
tpch_q21/datafusion:vortex-compact 🚨	101064720	90049030	1.12
tpch_q22/datafusion:vortex-compact 🚀	18787415	22773827	0.82

datafusion / parquet (1.033x ➖, 0↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	99781479	99652123	1.00
tpch_q02/datafusion:parquet 🚨	79782002	72145811	1.11
tpch_q03/datafusion:parquet 🚨	82466604	71314794	1.16
tpch_q04/datafusion:parquet	51561576	51285375	1.01
tpch_q05/datafusion:parquet	113119291	104575523	1.08
tpch_q06/datafusion:parquet	37132536	37723793	0.98
tpch_q07/datafusion:parquet	123841245	119522028	1.04
tpch_q08/datafusion:parquet	113352354	107369876	1.06
tpch_q09/datafusion:parquet	149077179	140727270	1.06
tpch_q10/datafusion:parquet	132746126	131091403	1.01
tpch_q11/datafusion:parquet	51741460	55522051	0.93
tpch_q12/datafusion:parquet	88087704	96505283	0.91
tpch_q13/datafusion:parquet	241152661	222011925	1.09
tpch_q14/datafusion:parquet	53182462	53859288	0.99
tpch_q15/datafusion:parquet	68880003	68286749	1.01
tpch_q16/datafusion:parquet	57269621	54085763	1.06
tpch_q17/datafusion:parquet 🚨	164908767	138491097	1.19
tpch_q18/datafusion:parquet	186191123	175082234	1.06
tpch_q19/datafusion:parquet	85105497	92157889	0.92
tpch_q20/datafusion:parquet	84403983	79550385	1.06
tpch_q21/datafusion:parquet	161272498	155976153	1.03
tpch_q22/datafusion:parquet	38255952	37872789	1.01

datafusion / arrow (1.067x ➖, 1↑ 10↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	61247540	66047890	0.93
tpch_q02/datafusion:arrow	23594224	23840877	0.99
tpch_q03/datafusion:arrow 🚨	39776715	33823521	1.18
tpch_q04/datafusion:arrow	32090938	30736981	1.04
tpch_q05/datafusion:arrow	87577183	84453241	1.04
tpch_q06/datafusion:arrow 🚨	24005345	21342300	1.12
tpch_q07/datafusion:arrow 🚨	130596404	115617423	1.13
tpch_q08/datafusion:arrow	53103003	50418725	1.05
tpch_q09/datafusion:arrow 🚨	88210676	77478971	1.14
tpch_q10/datafusion:arrow 🚨	63124607	52974540	1.19
tpch_q11/datafusion:arrow	12747143	12238008	1.04
tpch_q12/datafusion:arrow 🚨	64554814	57806404	1.12
tpch_q13/datafusion:arrow	52763870	50994935	1.03
tpch_q14/datafusion:arrow 🚨	29464081	24792231	1.19
tpch_q15/datafusion:arrow 🚀	54522275	63825304	0.85
tpch_q16/datafusion:arrow 🚨	23797721	20996685	1.13
tpch_q17/datafusion:arrow	82288087	89350849	0.92
tpch_q18/datafusion:arrow	166526515	174347448	0.96
tpch_q19/datafusion:arrow 🚨	49717492	40065813	1.24
tpch_q20/datafusion:arrow 🚨	47926245	39042775	1.23
tpch_q21/datafusion:arrow	186544372	176986934	1.05
tpch_q22/datafusion:arrow	22062957	22059494	1.00

duckdb / vortex-file-compressed (0.980x ➖, 3↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	34172115	33257181	1.03
tpch_q02/duckdb:vortex-file-compressed	30028887	31102055	0.97
tpch_q03/duckdb:vortex-file-compressed	33463935	34876143	0.96
tpch_q04/duckdb:vortex-file-compressed	32104949	31275737	1.03
tpch_q05/duckdb:vortex-file-compressed	37490270	36693387	1.02
tpch_q06/duckdb:vortex-file-compressed	11630675	11829728	0.98
tpch_q07/duckdb:vortex-file-compressed	40575087	41180695	0.99
tpch_q08/duckdb:vortex-file-compressed	48366032	47017034	1.03
tpch_q09/duckdb:vortex-file-compressed	96462020	91456607	1.05
tpch_q10/duckdb:vortex-file-compressed 🚀	41981097	48206431	0.87
tpch_q11/duckdb:vortex-file-compressed	17639922	18127920	0.97
tpch_q12/duckdb:vortex-file-compressed 🚀	26302770	29487861	0.89
tpch_q13/duckdb:vortex-file-compressed	43762431	40741265	1.07
tpch_q14/duckdb:vortex-file-compressed	26446580	25102911	1.05
tpch_q15/duckdb:vortex-file-compressed	18254250	19247617	0.95
tpch_q16/duckdb:vortex-file-compressed	33869597	33933582	1.00
tpch_q17/duckdb:vortex-file-compressed	27999739	30754341	0.91
tpch_q18/duckdb:vortex-file-compressed 🚀	51026181	56958982	0.90
tpch_q19/duckdb:vortex-file-compressed	38407258	40273026	0.95
tpch_q20/duckdb:vortex-file-compressed	39009716	41211750	0.95
tpch_q21/duckdb:vortex-file-compressed	114474593	114142173	1.00
tpch_q22/duckdb:vortex-file-compressed	19973482	19633238	1.02

duckdb / vortex-compact (1.011x ➖, 0↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	40376778	41361264	0.98
tpch_q02/duckdb:vortex-compact	38243545	40350624	0.95
tpch_q03/duckdb:vortex-compact	36002209	34356452	1.05
tpch_q04/duckdb:vortex-compact	38573414	37761376	1.02
tpch_q05/duckdb:vortex-compact	42835526	44762451	0.96
tpch_q06/duckdb:vortex-compact	15811490	17524694	0.90
tpch_q07/duckdb:vortex-compact	47361490	46100363	1.03
tpch_q08/duckdb:vortex-compact	48223946	50526422	0.95
tpch_q09/duckdb:vortex-compact	100977049	104162226	0.97
tpch_q10/duckdb:vortex-compact	46978582	43801298	1.07
tpch_q11/duckdb:vortex-compact	23939082	22628475	1.06
tpch_q12/duckdb:vortex-compact	40431446	39666082	1.02
tpch_q13/duckdb:vortex-compact	51982834	49018573	1.06
tpch_q14/duckdb:vortex-compact	33342673	33557009	0.99
tpch_q15/duckdb:vortex-compact 🚨	22197840	20135602	1.10
tpch_q16/duckdb:vortex-compact	38289907	40793472	0.94
tpch_q17/duckdb:vortex-compact	33446871	34669451	0.96
tpch_q18/duckdb:vortex-compact	53884006	52633593	1.02
tpch_q19/duckdb:vortex-compact	45041514	42316176	1.06
tpch_q20/duckdb:vortex-compact	48412138	50593131	0.96
tpch_q21/duckdb:vortex-compact 🚨	136381254	123499648	1.10
tpch_q22/duckdb:vortex-compact 🚨	24450456	22107611	1.11

duckdb / parquet (0.976x ➖, 6↑ 2↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	81926088	82626382	0.99
tpch_q02/duckdb:parquet	42111678	43188105	0.98
tpch_q03/duckdb:parquet	73380477	70723020	1.04
tpch_q04/duckdb:parquet 🚀	50396024	57645434	0.87
tpch_q05/duckdb:parquet	73171125	67570476	1.08
tpch_q06/duckdb:parquet	21562753	20539205	1.05
tpch_q07/duckdb:parquet 🚨	87616509	68889451	1.27
tpch_q08/duckdb:parquet	87787211	84047044	1.04
tpch_q09/duckdb:parquet	167780967	160790677	1.04
tpch_q10/duckdb:parquet 🚨	146084755	131073223	1.11
tpch_q11/duckdb:parquet	24129231	24397087	0.99
tpch_q12/duckdb:parquet 🚀	48030065	58799228	0.82
tpch_q13/duckdb:parquet	304161558	322831405	0.94
tpch_q14/duckdb:parquet 🚀	52700284	59907866	0.88
tpch_q15/duckdb:parquet 🚀	25484065	31438818	0.81
tpch_q16/duckdb:parquet	59317090	63829520	0.93
tpch_q17/duckdb:parquet 🚀	57831127	65239632	0.89
tpch_q18/duckdb:parquet	139226865	128314558	1.09
tpch_q19/duckdb:parquet	75926954	79339012	0.96
tpch_q20/duckdb:parquet 🚀	65849503	83014325	0.79
tpch_q21/duckdb:parquet	192245942	189894748	1.01
tpch_q22/duckdb:parquet	56043069	54759064	1.02

duckdb / duckdb (0.988x ➖, 5↑ 2↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	16766786	16765041	1.00
tpch_q02/duckdb:duckdb	14101486	13290660	1.06
tpch_q03/duckdb:duckdb	21341702	21404036	1.00
tpch_q04/duckdb:duckdb	21364303	19431722	1.10
tpch_q05/duckdb:duckdb	20640158	21061285	0.98
tpch_q06/duckdb:duckdb	5642215	5759986	0.98
tpch_q07/duckdb:duckdb	24068143	22407476	1.07
tpch_q08/duckdb:duckdb 🚨	23623313	21261721	1.11
tpch_q09/duckdb:duckdb	64725314	64852921	1.00
tpch_q10/duckdb:duckdb	48858436	48999379	1.00
tpch_q11/duckdb:duckdb 🚨	6649266	6039311	1.10
tpch_q12/duckdb:duckdb	15271651	14377756	1.06
tpch_q13/duckdb:duckdb	40144479	38492563	1.04
tpch_q14/duckdb:duckdb	19307867	18747231	1.03
tpch_q15/duckdb:duckdb	12818282	12809963	1.00
tpch_q16/duckdb:duckdb	26059726	24685639	1.06
tpch_q17/duckdb:duckdb	15151364	16340805	0.93
tpch_q18/duckdb:duckdb 🚀	40201521	45767861	0.88
tpch_q19/duckdb:duckdb 🚀	31997375	37717694	0.85
tpch_q20/duckdb:duckdb 🚀	23143767	26416465	0.88
tpch_q21/duckdb:duckdb 🚀	64027770	77429668	0.83
tpch_q22/duckdb:duckdb 🚀	25752409	29441604	0.87

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-7.3%	-0.4%	-6.9%	+38.6%	➖ noise
1	datafusion:vortex-compact	-23.5%	-0.4%	-23.2%	+28.0%	✅ faster
1	datafusion:vortex-file-compressed	+11.3%	-0.4%	+11.7%	+38.3%	➖ noise
1	duckdb:duckdb	+0.0%	-0.4%	+0.4%	+26.8%	➖ noise
1	duckdb:vortex-compact	-2.4%	-0.4%	-2.0%	+26.0%	➖ noise
1	duckdb:vortex-file-compressed	+2.8%	-0.4%	+3.1%	+26.2%	➖ noise
2	datafusion:arrow	-1.0%	+3.8%	-4.7%	+19.9%	➖ noise
2	datafusion:vortex-compact	+5.7%	+3.8%	+1.8%	+21.3%	➖ noise
2	datafusion:vortex-file-compressed	+8.8%	+3.8%	+4.8%	+19.9%	➖ noise
2	duckdb:duckdb	+6.1%	+3.8%	+2.2%	+19.9%	➖ noise
2	duckdb:vortex-compact	-5.2%	+3.8%	-8.7%	+19.9%	➖ noise
2	duckdb:vortex-file-compressed	-3.5%	+3.8%	-7.0%	+19.9%	➖ noise
3	datafusion:arrow	+17.6%	+9.5%	+7.4%	+26.8%	➖ noise
3	datafusion:vortex-compact	-20.8%	+9.5%	-27.7%	+23.7%	✅ faster
3	datafusion:vortex-file-compressed	+15.5%	+9.5%	+5.4%	+19.9%	➖ noise
3	duckdb:duckdb	-0.3%	+9.5%	-9.0%	+19.9%	➖ noise
3	duckdb:vortex-compact	+4.8%	+9.5%	-4.3%	+19.9%	➖ noise
3	duckdb:vortex-file-compressed	-4.0%	+9.5%	-12.4%	+19.9%	➖ noise
4	datafusion:arrow	+4.4%	-6.2%	+11.4%	+27.1%	➖ noise
4	datafusion:vortex-compact	-21.3%	-6.2%	-16.0%	+19.9%	➖ noise
4	datafusion:vortex-file-compressed	-2.8%	-6.2%	+3.7%	+24.7%	➖ noise
4	duckdb:duckdb	+9.9%	-6.2%	+17.3%	+21.0%	➖ noise
4	duckdb:vortex-compact	+2.2%	-6.2%	+9.0%	+19.9%	➖ noise
4	duckdb:vortex-file-compressed	+2.7%	-6.2%	+9.5%	+19.9%	➖ noise
5	datafusion:arrow	+3.7%	+8.2%	-4.2%	+19.9%	➖ noise
5	datafusion:vortex-compact	-24.9%	+8.2%	-30.6%	+30.9%	✅ faster
5	datafusion:vortex-file-compressed	+15.0%	+8.2%	+6.2%	+19.9%	➖ noise
5	duckdb:duckdb	-2.0%	+8.2%	-9.5%	+19.9%	➖ noise
5	duckdb:vortex-compact	-4.3%	+8.2%	-11.6%	+19.9%	➖ noise
5	duckdb:vortex-file-compressed	+2.2%	+8.2%	-5.6%	+19.9%	➖ noise
6	datafusion:arrow	+12.5%	+1.7%	+10.6%	+30.9%	➖ noise
6	datafusion:vortex-compact	-13.2%	+1.7%	-14.6%	+25.9%	➖ noise
6	datafusion:vortex-file-compressed	-22.0%	+1.7%	-23.3%	+30.1%	✅ faster
6	duckdb:duckdb	-2.0%	+1.7%	-3.6%	+26.7%	➖ noise
6	duckdb:vortex-compact	-9.8%	+1.7%	-11.2%	+25.4%	➖ noise
6	duckdb:vortex-file-compressed	-1.7%	+1.7%	-3.3%	+32.5%	➖ noise
7	datafusion:arrow	+13.0%	+14.8%	-1.6%	+19.9%	➖ noise
7	datafusion:vortex-compact	-24.7%	+14.8%	-34.4%	+19.9%	✅ faster
7	datafusion:vortex-file-compressed	+13.8%	+14.8%	-0.8%	+20.3%	➖ noise
7	duckdb:duckdb	+7.4%	+14.8%	-6.4%	+20.1%	➖ noise
7	duckdb:vortex-compact	+2.7%	+14.8%	-10.5%	+19.9%	➖ noise
7	duckdb:vortex-file-compressed	-1.5%	+14.8%	-14.2%	+19.9%	➖ noise
8	datafusion:arrow	+5.3%	+5.0%	+0.3%	+19.9%	➖ noise
8	datafusion:vortex-compact	-3.4%	+5.0%	-8.1%	+23.1%	➖ noise
8	datafusion:vortex-file-compressed	+5.5%	+5.0%	+0.4%	+19.9%	➖ noise
8	duckdb:duckdb	+11.1%	+5.0%	+5.8%	+20.3%	➖ noise
8	duckdb:vortex-compact	-4.6%	+5.0%	-9.1%	+19.9%	➖ noise
8	duckdb:vortex-file-compressed	+2.9%	+5.0%	-2.0%	+19.9%	➖ noise
9	datafusion:arrow	+13.9%	+5.1%	+8.3%	+19.9%	➖ noise
9	datafusion:vortex-compact	-26.5%	+5.1%	-30.1%	+19.9%	✅ faster
9	datafusion:vortex-file-compressed	+4.7%	+5.1%	-0.4%	+19.9%	➖ noise
9	duckdb:duckdb	-0.2%	+5.1%	-5.1%	+19.9%	➖ noise
9	duckdb:vortex-compact	-3.1%	+5.1%	-7.8%	+19.9%	➖ noise
9	duckdb:vortex-file-compressed	+5.5%	+5.1%	+0.3%	+19.9%	➖ noise
10	datafusion:arrow	+19.2%	+6.2%	+12.2%	+19.9%	➖ noise
10	datafusion:vortex-compact	-2.2%	+6.2%	-7.9%	+20.0%	➖ noise
10	datafusion:vortex-file-compressed	+6.8%	+6.2%	+0.5%	+22.5%	➖ noise
10	duckdb:duckdb	-0.3%	+6.2%	-6.1%	+19.9%	➖ noise
10	duckdb:vortex-compact	+7.3%	+6.2%	+1.0%	+19.9%	➖ noise
10	duckdb:vortex-file-compressed	-12.9%	+6.2%	-18.0%	+19.9%	✅ faster
11	datafusion:arrow	+4.2%	-4.0%	+8.5%	+19.9%	➖ noise
11	datafusion:vortex-compact	-25.8%	-4.0%	-22.7%	+19.9%	✅ faster
11	datafusion:vortex-file-compressed	-2.6%	-4.0%	+1.5%	+19.9%	➖ noise
11	duckdb:duckdb	+10.1%	-4.0%	+14.7%	+19.9%	➖ noise
11	duckdb:vortex-compact	+5.8%	-4.0%	+10.2%	+19.9%	➖ noise
11	duckdb:vortex-file-compressed	-2.7%	-4.0%	+1.4%	+19.9%	➖ noise
12	datafusion:arrow	+11.7%	-13.7%	+29.3%	+20.4%	🚨 regression
12	datafusion:vortex-compact	-23.8%	-13.7%	-11.8%	+19.9%	➖ noise
12	datafusion:vortex-file-compressed	-3.5%	-13.7%	+11.8%	+29.1%	➖ noise
12	duckdb:duckdb	+6.2%	-13.7%	+23.0%	+19.9%	🚨 regression
12	duckdb:vortex-compact	+1.9%	-13.7%	+18.0%	+19.9%	➖ noise
12	duckdb:vortex-file-compressed	-10.8%	-13.7%	+3.3%	+20.1%	➖ noise
13	datafusion:arrow	+3.5%	+1.2%	+2.3%	+19.9%	➖ noise
13	datafusion:vortex-compact	+5.4%	+1.2%	+4.2%	+19.9%	➖ noise
13	datafusion:vortex-file-compressed	-12.3%	+1.2%	-13.3%	+19.9%	➖ noise
13	duckdb:duckdb	+4.3%	+1.2%	+3.1%	+19.9%	➖ noise
13	duckdb:vortex-compact	+6.0%	+1.2%	+4.8%	+19.9%	➖ noise
13	duckdb:vortex-file-compressed	+7.4%	+1.2%	+6.2%	+19.9%	➖ noise
14	datafusion:arrow	+18.8%	-6.8%	+27.5%	+41.5%	➖ noise
14	datafusion:vortex-compact	-0.0%	-6.8%	+7.3%	+19.9%	➖ noise
14	datafusion:vortex-file-compressed	-21.3%	-6.8%	-15.6%	+26.7%	➖ noise
14	duckdb:duckdb	+3.0%	-6.8%	+10.5%	+20.7%	➖ noise
14	duckdb:vortex-compact	-0.6%	-6.8%	+6.6%	+19.9%	➖ noise
14	duckdb:vortex-file-compressed	+5.4%	-6.8%	+13.0%	+22.7%	➖ noise
15	datafusion:arrow	-14.6%	-9.6%	-5.5%	+30.9%	➖ noise
15	datafusion:vortex-compact	+0.6%	-9.6%	+11.3%	+19.9%	➖ noise
15	datafusion:vortex-file-compressed	-16.4%	-9.6%	-7.6%	+25.6%	➖ noise
15	duckdb:duckdb	+0.1%	-9.6%	+10.7%	+19.9%	➖ noise
15	duckdb:vortex-compact	+10.2%	-9.6%	+21.9%	+26.5%	➖ noise
15	duckdb:vortex-file-compressed	-5.2%	-9.6%	+4.9%	+21.2%	➖ noise
16	datafusion:arrow	+13.3%	-0.8%	+14.3%	+26.0%	➖ noise
16	datafusion:vortex-compact	-0.2%	-0.8%	+0.6%	+19.9%	➖ noise
16	datafusion:vortex-file-compressed	+8.7%	-0.8%	+9.5%	+19.9%	➖ noise
16	duckdb:duckdb	+5.6%	-0.8%	+6.4%	+19.9%	➖ noise
16	duckdb:vortex-compact	-6.1%	-0.8%	-5.4%	+19.9%	➖ noise
16	duckdb:vortex-file-compressed	-0.2%	-0.8%	+0.6%	+19.9%	➖ noise
17	datafusion:arrow	-7.9%	+2.7%	-10.4%	+19.9%	➖ noise
17	datafusion:vortex-compact	+2.4%	+2.7%	-0.3%	+19.9%	➖ noise
17	datafusion:vortex-file-compressed	+7.4%	+2.7%	+4.5%	+19.9%	➖ noise
17	duckdb:duckdb	-7.3%	+2.7%	-9.8%	+20.6%	➖ noise
17	duckdb:vortex-compact	-3.5%	+2.7%	-6.1%	+20.3%	➖ noise
17	duckdb:vortex-file-compressed	-9.0%	+2.7%	-11.4%	+24.2%	➖ noise
18	datafusion:arrow	-4.5%	+7.4%	-11.1%	+19.9%	➖ noise
18	datafusion:vortex-compact	+4.1%	+7.4%	-3.1%	+19.9%	➖ noise
18	datafusion:vortex-file-compressed	+15.6%	+7.4%	+7.6%	+19.9%	➖ noise
18	duckdb:duckdb	-12.2%	+7.4%	-18.2%	+19.9%	✅ faster
18	duckdb:vortex-compact	+2.4%	+7.4%	-4.7%	+19.9%	➖ noise
18	duckdb:vortex-file-compressed	-10.4%	+7.4%	-16.6%	+23.3%	➖ noise
19	datafusion:arrow	+24.1%	-6.0%	+32.0%	+22.2%	🚨 regression
19	datafusion:vortex-compact	+3.3%	-6.0%	+9.9%	+20.2%	➖ noise
19	datafusion:vortex-file-compressed	+8.2%	-6.0%	+15.1%	+19.9%	➖ noise
19	duckdb:duckdb	-15.2%	-6.0%	-9.8%	+19.9%	➖ noise
19	duckdb:vortex-compact	+6.4%	-6.0%	+13.2%	+19.9%	➖ noise
19	duckdb:vortex-file-compressed	-4.6%	-6.0%	+1.4%	+21.8%	➖ noise
20	datafusion:arrow	+22.8%	-8.3%	+33.8%	+19.9%	🚨 regression
20	datafusion:vortex-compact	+6.5%	-8.3%	+16.0%	+19.9%	➖ noise
20	datafusion:vortex-file-compressed	+9.3%	-8.3%	+19.2%	+19.9%	➖ noise
20	duckdb:duckdb	-12.4%	-8.3%	-4.5%	+19.9%	➖ noise
20	duckdb:vortex-compact	-4.3%	-8.3%	+4.3%	+19.9%	➖ noise
20	duckdb:vortex-file-compressed	-5.3%	-8.3%	+3.2%	+19.9%	➖ noise
21	datafusion:arrow	+5.4%	+2.3%	+3.0%	+19.9%	➖ noise
21	datafusion:vortex-compact	+12.2%	+2.3%	+9.7%	+19.9%	➖ noise
21	datafusion:vortex-file-compressed	+10.0%	+2.3%	+7.5%	+19.9%	➖ noise
21	duckdb:duckdb	-17.3%	+2.3%	-19.2%	+19.9%	✅ faster
21	duckdb:vortex-compact	+10.4%	+2.3%	+7.9%	+19.9%	➖ noise
21	duckdb:vortex-file-compressed	+0.3%	+2.3%	-2.0%	+19.9%	➖ noise
22	datafusion:arrow	+0.0%	+1.7%	-1.6%	+19.9%	➖ noise
22	datafusion:vortex-compact	-17.5%	+1.7%	-18.9%	+21.9%	✅ faster
22	datafusion:vortex-file-compressed	-8.7%	+1.7%	-10.2%	+20.9%	➖ noise
22	duckdb:duckdb	-12.5%	+1.7%	-14.0%	+19.9%	➖ noise
22	duckdb:vortex-compact	+10.6%	+1.7%	+8.8%	+19.9%	➖ noise
22	duckdb:vortex-file-compressed	+1.7%	+1.7%	+0.1%	+19.9%	➖ noise

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.1%
Vortex (geomean): 1.014x ➖
Parquet (geomean): 1.026x ➖
Shifts: Parquet (control) +2.6% · Median polish +1.2%

---

datafusion / vortex-file-compressed (1.051x ➖, 0↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	5581241	5405948	1.03
fineweb_q01/datafusion:vortex-file-compressed 🚨	27176420	22567357	1.20
fineweb_q02/datafusion:vortex-file-compressed	25434832	27316677	0.93
fineweb_q03/datafusion:vortex-file-compressed 🚨	82156823	72763723	1.13
fineweb_q04/datafusion:vortex-file-compressed 🚨	276527661	250420241	1.10
fineweb_q05/datafusion:vortex-file-compressed	232662803	235012902	0.99
fineweb_q06/datafusion:vortex-file-compressed	70483851	66540038	1.06
fineweb_q07/datafusion:vortex-file-compressed	71601877	68399618	1.05
fineweb_q08/datafusion:vortex-file-compressed	25602407	26012105	0.98

datafusion / vortex-compact (1.007x ➖, 1↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	5273042	4693747	1.12
fineweb_q01/datafusion:vortex-compact	163045380	163764142	1.00
fineweb_q02/datafusion:vortex-compact	167231642	165150272	1.01
fineweb_q03/datafusion:vortex-compact	1476341969	1440322704	1.03
fineweb_q04/datafusion:vortex-compact	1590078478	1603351621	0.99
fineweb_q05/datafusion:vortex-compact	1250676646	1233106684	1.01
fineweb_q06/datafusion:vortex-compact	708343829	692138773	1.02
fineweb_q07/datafusion:vortex-compact	736324751	729843173	1.01
fineweb_q08/datafusion:vortex-compact 🚀	21807197	24634683	0.89

datafusion / parquet (1.025x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	6757126	6177206	1.09
fineweb_q01/datafusion:parquet	276859626	273095821	1.01
fineweb_q02/datafusion:parquet	271890829	270326155	1.01
fineweb_q03/datafusion:parquet	267830712	269092781	1.00
fineweb_q04/datafusion:parquet	292775022	280678205	1.04
fineweb_q05/datafusion:parquet	283535417	278698810	1.02
fineweb_q06/datafusion:parquet	274913840	274590546	1.00
fineweb_q07/datafusion:parquet	276102464	266044567	1.04
fineweb_q08/datafusion:parquet	268218221	262634952	1.02

duckdb / vortex-file-compressed (0.998x ➖, 1↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3401910	3534658	0.96
fineweb_q01/duckdb:vortex-file-compressed	27678299	27716013	1.00
fineweb_q02/duckdb:vortex-file-compressed	27849132	26745507	1.04
fineweb_q03/duckdb:vortex-file-compressed	131490419	127530610	1.03
fineweb_q04/duckdb:vortex-file-compressed	229921637	228938808	1.00
fineweb_q05/duckdb:vortex-file-compressed	218650551	208753419	1.05
fineweb_q06/duckdb:vortex-file-compressed 🚀	63847752	72243429	0.88
fineweb_q07/duckdb:vortex-file-compressed	70865241	65864377	1.08
fineweb_q08/duckdb:vortex-file-compressed	24473434	25807895	0.95

duckdb / vortex-compact (1.003x ➖, 1↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	3938346	4106738	0.96
fineweb_q01/duckdb:vortex-compact	106950331	104261030	1.03
fineweb_q02/duckdb:vortex-compact 🚀	111856474	124512163	0.90
fineweb_q03/duckdb:vortex-compact	869322217	858060325	1.01
fineweb_q04/duckdb:vortex-compact	927294916	910092125	1.02
fineweb_q05/duckdb:vortex-compact	812890594	816894387	1.00
fineweb_q06/duckdb:vortex-compact	473813740	467416160	1.01
fineweb_q07/duckdb:vortex-compact	482973938	475522017	1.02
fineweb_q08/duckdb:vortex-compact	24781470	22593540	1.10

duckdb / parquet (1.026x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	38312413	35129720	1.09
fineweb_q01/duckdb:parquet	93561898	93304422	1.00
fineweb_q02/duckdb:parquet	97079381	95805579	1.01
fineweb_q03/duckdb:parquet	316255621	306609690	1.03
fineweb_q04/duckdb:parquet	441068991	438722398	1.01
fineweb_q05/duckdb:parquet	412223872	408890073	1.01
fineweb_q06/duckdb:parquet	201378571	199656345	1.01
fineweb_q07/duckdb:parquet	212177892	209345634	1.01
fineweb_q08/duckdb:parquet	60766954	57093858	1.06

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+12.3%	+9.2%	+2.9%	+41.8%	➖ noise
0	datafusion:vortex-file-compressed	+3.2%	+9.2%	-5.5%	+69.6%	➖ noise
0	duckdb:vortex-compact	-4.1%	+9.2%	-12.2%	+37.7%	➖ noise
0	duckdb:vortex-file-compressed	-3.8%	+9.2%	-11.9%	+49.0%	➖ noise
1	datafusion:vortex-compact	-0.4%	+0.8%	-1.3%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	+20.4%	+0.8%	+19.4%	+22.3%	➖ noise
1	duckdb:vortex-compact	+2.6%	+0.8%	+1.7%	+21.4%	➖ noise
1	duckdb:vortex-file-compressed	-0.1%	+0.8%	-1.0%	+44.7%	➖ noise
2	datafusion:vortex-compact	+1.3%	+1.0%	+0.3%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-6.9%	+1.0%	-7.8%	+11.4%	➖ noise
2	duckdb:vortex-compact	-10.2%	+1.0%	-11.0%	+17.1%	➖ noise
2	duckdb:vortex-file-compressed	+4.1%	+1.0%	+3.1%	+10.0%	➖ noise
3	datafusion:vortex-compact	+2.5%	+1.3%	+1.2%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	+12.9%	+1.3%	+11.4%	+33.1%	➖ noise
3	duckdb:vortex-compact	+1.3%	+1.3%	-0.0%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+3.1%	+1.3%	+1.8%	+30.0%	➖ noise
4	datafusion:vortex-compact	-0.8%	+2.4%	-3.2%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+10.4%	+2.4%	+7.8%	+11.0%	➖ noise
4	duckdb:vortex-compact	+1.9%	+2.4%	-0.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+0.4%	+2.4%	-1.9%	+10.0%	➖ noise
5	datafusion:vortex-compact	+1.4%	+1.3%	+0.1%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-1.0%	+1.3%	-2.2%	+10.0%	➖ noise
5	duckdb:vortex-compact	-0.5%	+1.3%	-1.7%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+4.7%	+1.3%	+3.4%	+10.0%	➖ noise
6	datafusion:vortex-compact	+2.3%	+0.5%	+1.8%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+5.9%	+0.5%	+5.4%	+19.3%	➖ noise
6	duckdb:vortex-compact	+1.4%	+0.5%	+0.9%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-11.6%	+0.5%	-12.1%	+15.4%	➖ noise
7	datafusion:vortex-compact	+0.9%	+2.6%	-1.6%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+4.7%	+2.6%	+2.1%	+10.0%	➖ noise
7	duckdb:vortex-compact	+1.6%	+2.6%	-1.0%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+7.6%	+2.6%	+4.9%	+12.9%	➖ noise
8	datafusion:vortex-compact	-11.5%	+4.3%	-15.1%	+27.8%	➖ noise
8	datafusion:vortex-file-compressed	-1.6%	+4.3%	-5.6%	+35.2%	➖ noise
8	duckdb:vortex-compact	+9.7%	+4.3%	+5.2%	+17.0%	➖ noise
8	duckdb:vortex-file-compressed	-5.2%	+4.3%	-9.0%	+11.8%	➖ noise

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +5.7%
Vortex (geomean): 1.055x ➖
Parquet (geomean): 1.003x ➖
Shifts: Parquet (control) +0.3% · Median polish +6.3%

---

datafusion / vortex-file-compressed (1.022x ➖, 6↑ 16↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed	28788519	29644042	0.97
tpcds_q02/datafusion:vortex-file-compressed	51769690	54224628	0.95
tpcds_q03/datafusion:vortex-file-compressed	19448355	20688899	0.94
tpcds_q04/datafusion:vortex-file-compressed	294747362	297224108	0.99
tpcds_q05/datafusion:vortex-file-compressed 🚨	62982144	54132590	1.16
tpcds_q06/datafusion:vortex-file-compressed 🚨	57900979	51583848	1.12
tpcds_q07/datafusion:vortex-file-compressed	49634827	53171934	0.93
tpcds_q08/datafusion:vortex-file-compressed	37123157	38822673	0.96
tpcds_q09/datafusion:vortex-file-compressed	56792072	57027248	1.00
tpcds_q10/datafusion:vortex-file-compressed	49489561	46287595	1.07
tpcds_q11/datafusion:vortex-file-compressed 🚨	187861272	169755812	1.11
tpcds_q12/datafusion:vortex-file-compressed 🚨	25247873	22852250	1.10
tpcds_q13/datafusion:vortex-file-compressed	65842966	64082631	1.03
tpcds_q14/datafusion:vortex-file-compressed	222975918	205852119	1.08
tpcds_q15/datafusion:vortex-file-compressed 🚨	40024476	34665874	1.15
tpcds_q16/datafusion:vortex-file-compressed 🚨	31381979	27642655	1.14
tpcds_q17/datafusion:vortex-file-compressed	75608032	72146526	1.05
tpcds_q18/datafusion:vortex-file-compressed	86136775	86488575	1.00
tpcds_q19/datafusion:vortex-file-compressed	35354317	33620956	1.05
tpcds_q20/datafusion:vortex-file-compressed	28516267	27230050	1.05
tpcds_q21/datafusion:vortex-file-compressed	154704329	148969382	1.04
tpcds_q22/datafusion:vortex-file-compressed	66034691	63577719	1.04
tpcds_q23/datafusion:vortex-file-compressed	169971575	154982814	1.10
tpcds_q24/datafusion:vortex-file-compressed	126986621	118561556	1.07
tpcds_q25/datafusion:vortex-file-compressed	77012942	72523289	1.06
tpcds_q26/datafusion:vortex-file-compressed	40143121	41518750	0.97
tpcds_q27/datafusion:vortex-file-compressed	139317995	131529662	1.06
tpcds_q28/datafusion:vortex-file-compressed	55746996	53119351	1.05
tpcds_q29/datafusion:vortex-file-compressed	75968734	74520876	1.02
tpcds_q30/datafusion:vortex-file-compressed	34533944	35751895	0.97
tpcds_q31/datafusion:vortex-file-compressed	105814371	99257702	1.07
tpcds_q32/datafusion:vortex-file-compressed	23261125	21555203	1.08
tpcds_q33/datafusion:vortex-file-compressed	42164108	43192480	0.98
tpcds_q34/datafusion:vortex-file-compressed	35919641	32701767	1.10
tpcds_q35/datafusion:vortex-file-compressed	62177393	61152144	1.02
tpcds_q36/datafusion:vortex-file-compressed	86652694	80873291	1.07
tpcds_q37/datafusion:vortex-file-compressed 🚨	41622216	36614562	1.14
tpcds_q38/datafusion:vortex-file-compressed	56894323	56632410	1.00
tpcds_q39/datafusion:vortex-file-compressed	164008753	153403590	1.07
tpcds_q40/datafusion:vortex-file-compressed	59817995	56361096	1.06
tpcds_q41/datafusion:vortex-file-compressed	20628281	20917782	0.99
tpcds_q42/datafusion:vortex-file-compressed	20719798	20901615	0.99
tpcds_q43/datafusion:vortex-file-compressed	35858462	32835848	1.09
tpcds_q44/datafusion:vortex-file-compressed	47448608	46483938	1.02
tpcds_q45/datafusion:vortex-file-compressed	37719965	36151091	1.04
tpcds_q46/datafusion:vortex-file-compressed	55102868	52390612	1.05
tpcds_q47/datafusion:vortex-file-compressed	232473471	222816062	1.04
tpcds_q48/datafusion:vortex-file-compressed	53830958	50909921	1.06
tpcds_q49/datafusion:vortex-file-compressed	76033490	74803093	1.02
tpcds_q50/datafusion:vortex-file-compressed	51275824	54348058	0.94
tpcds_q51/datafusion:vortex-file-compressed	98583226	94703079	1.04
tpcds_q52/datafusion:vortex-file-compressed	20590686	21868603	0.94
tpcds_q53/datafusion:vortex-file-compressed	28868742	27193226	1.06
tpcds_q54/datafusion:vortex-file-compressed	48573783	45007877	1.08
tpcds_q55/datafusion:vortex-file-compressed	19731878	18628525	1.06
tpcds_q56/datafusion:vortex-file-compressed	43370788	40639402	1.07
tpcds_q57/datafusion:vortex-file-compressed	140311654	129079716	1.09
tpcds_q58/datafusion:vortex-file-compressed 🚨	79664930	70878065	1.12
tpcds_q59/datafusion:vortex-file-compressed 🚨	80954466	72931755	1.11
tpcds_q60/datafusion:vortex-file-compressed	44913674	41624670	1.08
tpcds_q61/datafusion:vortex-file-compressed 🚨	57105493	51161440	1.12
tpcds_q62/datafusion:vortex-file-compressed 🚨	35351346	30743294	1.15
tpcds_q63/datafusion:vortex-file-compressed	27894197	25523790	1.09
tpcds_q64/datafusion:vortex-file-compressed 🚨	520897282	470020163	1.11
tpcds_q65/datafusion:vortex-file-compressed 🚨	54938007	49741089	1.10
tpcds_q66/datafusion:vortex-file-compressed	103637919	95701371	1.08
tpcds_q67/datafusion:vortex-file-compressed	128604270	128943029	1.00
tpcds_q68/datafusion:vortex-file-compressed 🚨	51593811	46221855	1.12
tpcds_q69/datafusion:vortex-file-compressed	47816112	43964781	1.09
tpcds_q70/datafusion:vortex-file-compressed	123625104	121773759	1.02
tpcds_q71/datafusion:vortex-file-compressed 🚨	35611237	31601959	1.13
tpcds_q72/datafusion:vortex-file-compressed 🚨	3095528553	2619961798	1.18
tpcds_q73/datafusion:vortex-file-compressed	36696178	37195013	0.99
tpcds_q74/datafusion:vortex-file-compressed	130084418	122475755	1.06
tpcds_q75/datafusion:vortex-file-compressed	129799791	127027435	1.02
tpcds_q76/datafusion:vortex-file-compressed	38401089	38778516	0.99
tpcds_q77/datafusion:vortex-file-compressed	57954959	56159810	1.03
tpcds_q78/datafusion:vortex-file-compressed	141748228	137302837	1.03
tpcds_q79/datafusion:vortex-file-compressed	43615294	44084988	0.99
tpcds_q80/datafusion:vortex-file-compressed	121242251	121937088	0.99
tpcds_q81/datafusion:vortex-file-compressed	37190519	37193497	1.00
tpcds_q82/datafusion:vortex-file-compressed	36777710	35383750	1.04
tpcds_q83/datafusion:vortex-file-compressed	50485512	51282052	0.98
tpcds_q84/datafusion:vortex-file-compressed	15453571	15537830	0.99
tpcds_q85/datafusion:vortex-file-compressed	101658371	103890577	0.98
tpcds_q86/datafusion:vortex-file-compressed	17971593	19102980	0.94
tpcds_q87/datafusion:vortex-file-compressed	52491140	53874887	0.97
tpcds_q88/datafusion:vortex-file-compressed	77997574	79200950	0.98
tpcds_q89/datafusion:vortex-file-compressed	36971042	38879776	0.95
tpcds_q90/datafusion:vortex-file-compressed 🚀	17789505	20026420	0.89
tpcds_q91/datafusion:vortex-file-compressed	26311698	28347443	0.93
tpcds_q92/datafusion:vortex-file-compressed	18675397	20623133	0.91
tpcds_q93/datafusion:vortex-file-compressed	33853136	37039208	0.91
tpcds_q94/datafusion:vortex-file-compressed	24876681	25625987	0.97
tpcds_q95/datafusion:vortex-file-compressed 🚀	61083228	71467045	0.85
tpcds_q96/datafusion:vortex-file-compressed 🚀	17053354	20531537	0.83
tpcds_q97/datafusion:vortex-file-compressed 🚀	31251114	40466478	0.77
tpcds_q98/datafusion:vortex-file-compressed 🚀	33833706	41815059	0.81
tpcds_q99/datafusion:vortex-file-compressed 🚀	50507481	63042553	0.80

datafusion / vortex-compact (0.998x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact	39219521	41073472	0.95
tpcds_q02/datafusion:vortex-compact	58108202	60120960	0.97
tpcds_q03/datafusion:vortex-compact	25333281	26303874	0.96
tpcds_q04/datafusion:vortex-compact	327500716	342651405	0.96
tpcds_q05/datafusion:vortex-compact	64234872	66772640	0.96
tpcds_q06/datafusion:vortex-compact	56114881	58577963	0.96
tpcds_q07/datafusion:vortex-compact	67454746	67569486	1.00
tpcds_q08/datafusion:vortex-compact	46494519	45689773	1.02
tpcds_q09/datafusion:vortex-compact	103641153	102807908	1.01
tpcds_q10/datafusion:vortex-compact	62586025	62000550	1.01
tpcds_q11/datafusion:vortex-compact	189806046	189221784	1.00
tpcds_q12/datafusion:vortex-compact	24804704	26110134	0.95
tpcds_q13/datafusion:vortex-compact	135195345	126500520	1.07
tpcds_q14/datafusion:vortex-compact	251853712	256091426	0.98
tpcds_q15/datafusion:vortex-compact	36962168	37676881	0.98
tpcds_q16/datafusion:vortex-compact	39266462	39288528	1.00
tpcds_q17/datafusion:vortex-compact	92363421	92406087	1.00
tpcds_q18/datafusion:vortex-compact	91807429	91910518	1.00
tpcds_q19/datafusion:vortex-compact	42806000	43682712	0.98
tpcds_q20/datafusion:vortex-compact	29934974	29037339	1.03
tpcds_q21/datafusion:vortex-compact	139828710	142666291	0.98
tpcds_q22/datafusion:vortex-compact	67314447	68096358	0.99
tpcds_q23/datafusion:vortex-compact	183556624	183026003	1.00
tpcds_q24/datafusion:vortex-compact	140737461	136810409	1.03
tpcds_q25/datafusion:vortex-compact	93466756	94551786	0.99
tpcds_q26/datafusion:vortex-compact	47480204	46270480	1.03
tpcds_q27/datafusion:vortex-compact	157791199	156604196	1.01
tpcds_q28/datafusion:vortex-compact	100453649	100470988	1.00
tpcds_q29/datafusion:vortex-compact	94297233	92606833	1.02
tpcds_q30/datafusion:vortex-compact	36176583	37252161	0.97
tpcds_q31/datafusion:vortex-compact	125482998	125670967	1.00
tpcds_q32/datafusion:vortex-compact	26272568	27137101	0.97
tpcds_q33/datafusion:vortex-compact	52131788	52384982	1.00
tpcds_q34/datafusion:vortex-compact	49374870	48372637	1.02
tpcds_q35/datafusion:vortex-compact	69995634	68277083	1.03
tpcds_q36/datafusion:vortex-compact	98052386	102524603	0.96
tpcds_q37/datafusion:vortex-compact	46524634	46220527	1.01
tpcds_q38/datafusion:vortex-compact	65662419	65244714	1.01
tpcds_q39/datafusion:vortex-compact	142515839	148189641	0.96
tpcds_q40/datafusion:vortex-compact	58341443	56375364	1.03
tpcds_q41/datafusion:vortex-compact	20018429	19732361	1.01
tpcds_q42/datafusion:vortex-compact	24178805	25944522	0.93
tpcds_q43/datafusion:vortex-compact	39344614	39545706	0.99
tpcds_q44/datafusion:vortex-compact	75314353	74960748	1.00
tpcds_q45/datafusion:vortex-compact	36294471	36889285	0.98
tpcds_q46/datafusion:vortex-compact	68731328	70757930	0.97
tpcds_q47/datafusion:vortex-compact	223915129	226083658	0.99
tpcds_q48/datafusion:vortex-compact	96806638	95656616	1.01
tpcds_q49/datafusion:vortex-compact	95024415	95983170	0.99
tpcds_q50/datafusion:vortex-compact	62798352	63656016	0.99
tpcds_q51/datafusion:vortex-compact	95624072	95058403	1.01
tpcds_q52/datafusion:vortex-compact	23678890	25319904	0.94
tpcds_q53/datafusion:vortex-compact	36043474	35903285	1.00
tpcds_q54/datafusion:vortex-compact	57667499	59336931	0.97
tpcds_q55/datafusion:vortex-compact	24490429	23597911	1.04
tpcds_q56/datafusion:vortex-compact	53018797	53976525	0.98
tpcds_q57/datafusion:vortex-compact	139544624	137991790	1.01
tpcds_q58/datafusion:vortex-compact	75525572	77540096	0.97
tpcds_q59/datafusion:vortex-compact	87576968	85803010	1.02
tpcds_q60/datafusion:vortex-compact	54764012	53879454	1.02
tpcds_q61/datafusion:vortex-compact	74037274	73239904	1.01
tpcds_q62/datafusion:vortex-compact	33467299	31566947	1.06
tpcds_q63/datafusion:vortex-compact	36015791	35384914	1.02
tpcds_q64/datafusion:vortex-compact	534926360	539184776	0.99
tpcds_q65/datafusion:vortex-compact	67698246	69247244	0.98
tpcds_q66/datafusion:vortex-compact	96768252	97333331	0.99
tpcds_q67/datafusion:vortex-compact	130045159	122861666	1.06
tpcds_q68/datafusion:vortex-compact	69112119	68468493	1.01
tpcds_q69/datafusion:vortex-compact	59255074	59285577	1.00
tpcds_q70/datafusion:vortex-compact	125292037	129619556	0.97
tpcds_q71/datafusion:vortex-compact	43620761	45430515	0.96
tpcds_q72/datafusion:vortex-compact	2561082385	2561999035	1.00
tpcds_q73/datafusion:vortex-compact	50767438	51353623	0.99
tpcds_q74/datafusion:vortex-compact	130552811	133295857	0.98
tpcds_q75/datafusion:vortex-compact	161247102	163047487	0.99
tpcds_q76/datafusion:vortex-compact	53010667	53547885	0.99
tpcds_q77/datafusion:vortex-compact	68292357	69494888	0.98
tpcds_q78/datafusion:vortex-compact	147315793	146512460	1.01
tpcds_q79/datafusion:vortex-compact	59920712	57984209	1.03
tpcds_q80/datafusion:vortex-compact	133321617	129245502	1.03
tpcds_q81/datafusion:vortex-compact	43073184	42512493	1.01
tpcds_q82/datafusion:vortex-compact	49307072	47374611	1.04
tpcds_q83/datafusion:vortex-compact	57947977	57847108	1.00
tpcds_q84/datafusion:vortex-compact	19577156	19000936	1.03
tpcds_q85/datafusion:vortex-compact	126132031	125156166	1.01
tpcds_q86/datafusion:vortex-compact	20270590	20163315	1.01
tpcds_q87/datafusion:vortex-compact	66123042	66496762	0.99
tpcds_q88/datafusion:vortex-compact	138306873	139528154	0.99
tpcds_q89/datafusion:vortex-compact	45751919	45807762	1.00
tpcds_q90/datafusion:vortex-compact	23728553	24094435	0.98
tpcds_q91/datafusion:vortex-compact	40639629	39858863	1.02
tpcds_q92/datafusion:vortex-compact	20825249	20253519	1.03
tpcds_q93/datafusion:vortex-compact	46418063	47770908	0.97
tpcds_q94/datafusion:vortex-compact	30964914	30945017	1.00
tpcds_q95/datafusion:vortex-compact	72569762	70261320	1.03
tpcds_q96/datafusion:vortex-compact	27089106	26660514	1.02
tpcds_q97/datafusion:vortex-compact	41795823	41133177	1.02
tpcds_q98/datafusion:vortex-compact	38839299	38271640	1.01
tpcds_q99/datafusion:vortex-compact	49767790	49630214	1.00

datafusion / parquet (0.943x ➖, 18↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	36212645	37556460	0.96
tpcds_q02/datafusion:parquet	46634510	46277124	1.01
tpcds_q03/datafusion:parquet	15313917	15404706	0.99
tpcds_q04/datafusion:parquet	319058240	329348204	0.97
tpcds_q05/datafusion:parquet	52936367	56778341	0.93
tpcds_q06/datafusion:parquet	63884509	66295008	0.96
tpcds_q07/datafusion:parquet	92486749	88456082	1.05
tpcds_q08/datafusion:parquet	34464032	33470546	1.03
tpcds_q09/datafusion:parquet	58887456	57021623	1.03
tpcds_q10/datafusion:parquet	82827952	83186088	1.00
tpcds_q11/datafusion:parquet	192183322	189206351	1.02
tpcds_q12/datafusion:parquet 🚨	25503218	22980821	1.11
tpcds_q13/datafusion:parquet	85877785	85655825	1.00
tpcds_q14/datafusion:parquet	192097551	207573425	0.93
tpcds_q15/datafusion:parquet	26314390	28331611	0.93
tpcds_q16/datafusion:parquet 🚀	27914113	31416932	0.89
tpcds_q17/datafusion:parquet	69687079	74665834	0.93
tpcds_q18/datafusion:parquet	132750475	135624274	0.98
tpcds_q19/datafusion:parquet	27998640	30055640	0.93
tpcds_q20/datafusion:parquet	21452430	23149230	0.93
tpcds_q21/datafusion:parquet	23050830	23824753	0.97
tpcds_q22/datafusion:parquet 🚀	130936398	180023839	0.73
tpcds_q23/datafusion:parquet	166484747	175261558	0.95
tpcds_q24/datafusion:parquet 🚀	104957129	123758598	0.85
tpcds_q25/datafusion:parquet 🚀	69657296	81038876	0.86
tpcds_q26/datafusion:parquet	74645830	82486731	0.90
tpcds_q27/datafusion:parquet	161342056	172566808	0.93
tpcds_q28/datafusion:parquet	48093051	51297160	0.94
tpcds_q29/datafusion:parquet	74833673	74512619	1.00
tpcds_q30/datafusion:parquet	42278711	45249017	0.93
tpcds_q31/datafusion:parquet	76531073	77188538	0.99
tpcds_q32/datafusion:parquet	22090174	23549670	0.94
tpcds_q33/datafusion:parquet	36975003	36474837	1.01
tpcds_q34/datafusion:parquet	28037106	28621650	0.98
tpcds_q35/datafusion:parquet	83830150	92690923	0.90
tpcds_q36/datafusion:parquet	62662079	66990620	0.94
tpcds_q37/datafusion:parquet 🚀	24399995	27323182	0.89
tpcds_q38/datafusion:parquet 🚀	49816730	57417390	0.87
tpcds_q39/datafusion:parquet	85634580	87613653	0.98
tpcds_q40/datafusion:parquet	26717404	29293337	0.91
tpcds_q41/datafusion:parquet	15900472	17215324	0.92
tpcds_q42/datafusion:parquet	13751311	14271219	0.96
tpcds_q43/datafusion:parquet	20364272	20082383	1.01
tpcds_q44/datafusion:parquet	41410355	42972548	0.96
tpcds_q45/datafusion:parquet	32537575	35126188	0.93
tpcds_q46/datafusion:parquet	38828489	41614308	0.93
tpcds_q47/datafusion:parquet	134622539	142942337	0.94
tpcds_q48/datafusion:parquet	78496789	80220473	0.98
tpcds_q49/datafusion:parquet	65203825	67850213	0.96
tpcds_q50/datafusion:parquet	48900297	49023463	1.00
tpcds_q51/datafusion:parquet	90584844	90525374	1.00
tpcds_q52/datafusion:parquet	14205861	15493126	0.92
tpcds_q53/datafusion:parquet 🚀	21663334	24266940	0.89
tpcds_q54/datafusion:parquet	42801610	43689126	0.98
tpcds_q55/datafusion:parquet	13991692	14990789	0.93
tpcds_q56/datafusion:parquet	35097187	36199261	0.97
tpcds_q57/datafusion:parquet	105164878	109402285	0.96
tpcds_q58/datafusion:parquet	56211215	61707496	0.91
tpcds_q59/datafusion:parquet 🚀	57184780	64800025	0.88
tpcds_q60/datafusion:parquet	34938069	36815750	0.95
tpcds_q61/datafusion:parquet	50391255	55760725	0.90
tpcds_q62/datafusion:parquet 🚀	25153824	30851767	0.82
tpcds_q63/datafusion:parquet	21861966	22040759	0.99
tpcds_q64/datafusion:parquet	545868873	588183742	0.93
tpcds_q65/datafusion:parquet 🚀	44160480	50496393	0.87
tpcds_q66/datafusion:parquet 🚀	77020480	92422982	0.83
tpcds_q67/datafusion:parquet	156413794	172277995	0.91
tpcds_q68/datafusion:parquet	39763026	42929064	0.93
tpcds_q69/datafusion:parquet 🚀	79323548	106733869	0.74
tpcds_q70/datafusion:parquet 🚀	96427437	114020794	0.85
tpcds_q71/datafusion:parquet	26410481	29074147	0.91
tpcds_q72/datafusion:parquet 🚀	645092059	743403065	0.87
tpcds_q73/datafusion:parquet 🚀	25864558	30002697	0.86
tpcds_q74/datafusion:parquet 🚀	105357344	127306958	0.83
tpcds_q75/datafusion:parquet 🚀	116471873	144963754	0.80
tpcds_q76/datafusion:parquet	37409889	39869476	0.94
tpcds_q77/datafusion:parquet 🚀	52503825	59733131	0.88
tpcds_q78/datafusion:parquet	120248238	125278009	0.96
tpcds_q79/datafusion:parquet	31143163	31219443	1.00
tpcds_q80/datafusion:parquet	93349540	94891677	0.98
tpcds_q81/datafusion:parquet	41265418	41550366	0.99
tpcds_q82/datafusion:parquet	24311825	23652366	1.03
tpcds_q83/datafusion:parquet	47828133	48282043	0.99
tpcds_q84/datafusion:parquet	46764318	48514920	0.96
tpcds_q85/datafusion:parquet	170483827	175697489	0.97
tpcds_q86/datafusion:parquet	17806329	18273785	0.97
tpcds_q87/datafusion:parquet	51298658	50478797	1.02
tpcds_q88/datafusion:parquet	69182260	70316451	0.98
tpcds_q89/datafusion:parquet	23889282	24296908	0.98
tpcds_q90/datafusion:parquet	19549394	19132659	1.02
tpcds_q91/datafusion:parquet	69057886	74785934	0.92
tpcds_q92/datafusion:parquet	21185328	21846145	0.97
tpcds_q93/datafusion:parquet	34318856	36022605	0.95
tpcds_q94/datafusion:parquet	24953591	24959968	1.00
tpcds_q95/datafusion:parquet	68491511	68672796	1.00
tpcds_q96/datafusion:parquet	14653925	14773934	0.99
tpcds_q97/datafusion:parquet	34046419	33500916	1.02
tpcds_q98/datafusion:parquet	25345097	26414315	0.96
tpcds_q99/datafusion:parquet	28140491	28540576	0.99

duckdb / vortex-file-compressed (1.111x ❌, 0↑ 59↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	28227359	26499600	1.07
tpcds_q02/duckdb:vortex-file-compressed	90678285	85799017	1.06
tpcds_q03/duckdb:vortex-file-compressed 🚨	26336623	23804253	1.11
tpcds_q04/duckdb:vortex-file-compressed	116353940	106804862	1.09
tpcds_q05/duckdb:vortex-file-compressed 🚨	112892206	85828573	1.32
tpcds_q06/duckdb:vortex-file-compressed 🚨	40473398	36737378	1.10
tpcds_q07/duckdb:vortex-file-compressed 🚨	27231945	24443062	1.11
tpcds_q08/duckdb:vortex-file-compressed 🚨	26317002	22814828	1.15
tpcds_q09/duckdb:vortex-file-compressed	44388326	40421675	1.10
tpcds_q10/duckdb:vortex-file-compressed	39569410	37319101	1.06
tpcds_q11/duckdb:vortex-file-compressed	68795657	62870891	1.09
tpcds_q12/duckdb:vortex-file-compressed	15394823	14623491	1.05
tpcds_q13/duckdb:vortex-file-compressed 🚨	38416845	32977096	1.16
tpcds_q14/duckdb:vortex-file-compressed	218072015	201290712	1.08
tpcds_q15/duckdb:vortex-file-compressed 🚨	45351026	40436779	1.12
tpcds_q16/duckdb:vortex-file-compressed	32755695	29954352	1.09
tpcds_q17/duckdb:vortex-file-compressed 🚨	45754647	38337363	1.19
tpcds_q18/duckdb:vortex-file-compressed	48687056	45738139	1.06
tpcds_q19/duckdb:vortex-file-compressed 🚨	36751516	33367709	1.10
tpcds_q20/duckdb:vortex-file-compressed 🚨	17820733	16180387	1.10
tpcds_q21/duckdb:vortex-file-compressed 🚨	21974339	19765272	1.11
tpcds_q22/duckdb:vortex-file-compressed	119691809	109429025	1.09
tpcds_q23/duckdb:vortex-file-compressed 🚨	147854040	132577272	1.12
tpcds_q24/duckdb:vortex-file-compressed 🚨	63704146	56667907	1.12
tpcds_q25/duckdb:vortex-file-compressed	42093315	38314872	1.10
tpcds_q26/duckdb:vortex-file-compressed 🚨	44479881	38972256	1.14
tpcds_q27/duckdb:vortex-file-compressed 🚨	99227350	89816356	1.10
tpcds_q28/duckdb:vortex-file-compressed 🚨	42648927	37888491	1.13
tpcds_q29/duckdb:vortex-file-compressed	40722925	37519544	1.09
tpcds_q30/duckdb:vortex-file-compressed	31348920	28742972	1.09
tpcds_q31/duckdb:vortex-file-compressed	28203080	25898715	1.09
tpcds_q32/duckdb:vortex-file-compressed 🚨	18762525	16941558	1.11
tpcds_q33/duckdb:vortex-file-compressed 🚨	80986011	70742752	1.14
tpcds_q34/duckdb:vortex-file-compressed	21070762	19558108	1.08
tpcds_q35/duckdb:vortex-file-compressed 🚨	71417646	62181696	1.15
tpcds_q36/duckdb:vortex-file-compressed	29955721	27346770	1.10
tpcds_q37/duckdb:vortex-file-compressed 🚨	25833223	22654339	1.14
tpcds_q38/duckdb:vortex-file-compressed	41014504	38307304	1.07
tpcds_q39/duckdb:vortex-file-compressed 🚨	54440595	45578093	1.19
tpcds_q40/duckdb:vortex-file-compressed 🚨	26630136	22315296	1.19
tpcds_q41/duckdb:vortex-file-compressed 🚨	14889783	12975452	1.15
tpcds_q42/duckdb:vortex-file-compressed 🚨	13415723	11857542	1.13
tpcds_q43/duckdb:vortex-file-compressed 🚨	22088346	19747179	1.12
tpcds_q44/duckdb:vortex-file-compressed 🚨	25383557	22761123	1.12
tpcds_q45/duckdb:vortex-file-compressed 🚨	31119018	27816869	1.12
tpcds_q46/duckdb:vortex-file-compressed	53145018	48849367	1.09
tpcds_q47/duckdb:vortex-file-compressed 🚨	56874558	49333993	1.15
tpcds_q48/duckdb:vortex-file-compressed	34809643	31768758	1.10
tpcds_q49/duckdb:vortex-file-compressed	33211274	31143243	1.07
tpcds_q50/duckdb:vortex-file-compressed 🚨	40622737	36874323	1.10
tpcds_q51/duckdb:vortex-file-compressed	107230361	100423019	1.07
tpcds_q52/duckdb:vortex-file-compressed 🚨	14056405	12086577	1.16
tpcds_q53/duckdb:vortex-file-compressed 🚨	19094486	17128415	1.11
tpcds_q54/duckdb:vortex-file-compressed 🚨	57604479	51609521	1.12
tpcds_q55/duckdb:vortex-file-compressed	12849654	12159753	1.06
tpcds_q56/duckdb:vortex-file-compressed	75860568	69223568	1.10
tpcds_q57/duckdb:vortex-file-compressed	48975952	44692238	1.10
tpcds_q58/duckdb:vortex-file-compressed 🚨	36709275	31922389	1.15
tpcds_q59/duckdb:vortex-file-compressed	59462556	56147983	1.06
tpcds_q60/duckdb:vortex-file-compressed 🚨	79104324	70629455	1.12
tpcds_q61/duckdb:vortex-file-compressed 🚨	44918650	39952677	1.12
tpcds_q62/duckdb:vortex-file-compressed 🚨	19549587	17645716	1.11
tpcds_q63/duckdb:vortex-file-compressed	19654985	18058054	1.09
tpcds_q64/duckdb:vortex-file-compressed 🚨	89388312	80342715	1.11
tpcds_q65/duckdb:vortex-file-compressed 🚨	26151579	23035286	1.14
tpcds_q66/duckdb:vortex-file-compressed 🚨	63799616	56853852	1.12
tpcds_q67/duckdb:vortex-file-compressed	162306123	147648835	1.10
tpcds_q68/duckdb:vortex-file-compressed 🚨	45412241	40574334	1.12
tpcds_q69/duckdb:vortex-file-compressed 🚨	42640318	37976669	1.12
tpcds_q70/duckdb:vortex-file-compressed	26475388	24872120	1.06
tpcds_q71/duckdb:vortex-file-compressed 🚨	23649924	21375950	1.11
tpcds_q72/duckdb:vortex-file-compressed	186330852	178334246	1.04
tpcds_q73/duckdb:vortex-file-compressed 🚨	21618500	19651442	1.10
tpcds_q74/duckdb:vortex-file-compressed 🚨	56230358	50175049	1.12
tpcds_q75/duckdb:vortex-file-compressed	64702152	59613087	1.09
tpcds_q76/duckdb:vortex-file-compressed 🚨	79626947	66481120	1.20
tpcds_q77/duckdb:vortex-file-compressed	71807873	67138640	1.07
tpcds_q78/duckdb:vortex-file-compressed 🚨	86494463	77347160	1.12
tpcds_q79/duckdb:vortex-file-compressed	39482060	36832272	1.07
tpcds_q80/duckdb:vortex-file-compressed 🚨	109208038	93733641	1.17
tpcds_q81/duckdb:vortex-file-compressed 🚨	37416426	32180773	1.16
tpcds_q82/duckdb:vortex-file-compressed 🚨	25934366	23324168	1.11
tpcds_q83/duckdb:vortex-file-compressed 🚨	31838884	28694225	1.11
tpcds_q84/duckdb:vortex-file-compressed 🚨	19981807	17035355	1.17
tpcds_q85/duckdb:vortex-file-compressed 🚨	51381481	45653573	1.13
tpcds_q86/duckdb:vortex-file-compressed	18154258	19260732	0.94
tpcds_q87/duckdb:vortex-file-compressed	42230119	39612976	1.07
tpcds_q88/duckdb:vortex-file-compressed	38303150	35618616	1.08
tpcds_q89/duckdb:vortex-file-compressed 🚨	21345730	17525939	1.22
tpcds_q90/duckdb:vortex-file-compressed 🚨	17049738	14986249	1.14
tpcds_q91/duckdb:vortex-file-compressed 🚨	30729619	27256255	1.13
tpcds_q92/duckdb:vortex-file-compressed 🚨	15747403	14021922	1.12
tpcds_q93/duckdb:vortex-file-compressed 🚨	36060915	29888028	1.21
tpcds_q94/duckdb:vortex-file-compressed 🚨	25223095	21954626	1.15
tpcds_q95/duckdb:vortex-file-compressed	147525573	145121339	1.02
tpcds_q96/duckdb:vortex-file-compressed	13285040	12532171	1.06
tpcds_q97/duckdb:vortex-file-compressed	42993255	39631351	1.08
tpcds_q98/duckdb:vortex-file-compressed 🚨	21039137	17997788	1.17
tpcds_q99/duckdb:vortex-file-compressed	35164527	33071069	1.06

duckdb / vortex-compact (1.092x ➖, 0↑ 46↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact 🚨	37839831	32567043	1.16
tpcds_q02/duckdb:vortex-compact	135085054	124728262	1.08
tpcds_q03/duckdb:vortex-compact 🚨	56723312	49827582	1.14
tpcds_q04/duckdb:vortex-compact	136061795	124011646	1.10
tpcds_q05/duckdb:vortex-compact	176103296	162958720	1.08
tpcds_q06/duckdb:vortex-compact	40055160	37508680	1.07
tpcds_q07/duckdb:vortex-compact	38110609	38211095	1.00
tpcds_q08/duckdb:vortex-compact	31599959	30562162	1.03
tpcds_q09/duckdb:vortex-compact	118095239	109911507	1.07
tpcds_q10/duckdb:vortex-compact 🚨	51122286	44780312	1.14
tpcds_q11/duckdb:vortex-compact 🚨	81467134	72747059	1.12
tpcds_q12/duckdb:vortex-compact 🚨	21949805	18759155	1.17
tpcds_q13/duckdb:vortex-compact	52584198	48686504	1.08
tpcds_q14/duckdb:vortex-compact	293397279	282482249	1.04
tpcds_q15/duckdb:vortex-compact 🚨	51809079	44695949	1.16
tpcds_q16/duckdb:vortex-compact	40696102	37280111	1.09
tpcds_q17/duckdb:vortex-compact 🚨	55878999	48820645	1.14
tpcds_q18/duckdb:vortex-compact	71220715	65551481	1.09
tpcds_q19/duckdb:vortex-compact 🚨	43725345	38865773	1.13
tpcds_q20/duckdb:vortex-compact 🚨	23157424	20427017	1.13
tpcds_q21/duckdb:vortex-compact 🚨	29733775	26821988	1.11
tpcds_q22/duckdb:vortex-compact 🚨	132023694	119281131	1.11
tpcds_q23/duckdb:vortex-compact 🚨	182689668	165834852	1.10
tpcds_q24/duckdb:vortex-compact 🚨	77118478	67261746	1.15
tpcds_q25/duckdb:vortex-compact	51699658	49058683	1.05
tpcds_q26/duckdb:vortex-compact 🚨	57274327	51735068	1.11
tpcds_q27/duckdb:vortex-compact	143573449	133347133	1.08
tpcds_q28/duckdb:vortex-compact	113165581	106561307	1.06
tpcds_q29/duckdb:vortex-compact	53242111	50268740	1.06
tpcds_q30/duckdb:vortex-compact	38270564	35808016	1.07
tpcds_q31/duckdb:vortex-compact	33543781	31493572	1.07
tpcds_q32/duckdb:vortex-compact 🚨	25847772	23446049	1.10
tpcds_q33/duckdb:vortex-compact	138066848	131534478	1.05
tpcds_q34/duckdb:vortex-compact 🚨	26741601	24253652	1.10
tpcds_q35/duckdb:vortex-compact	74366577	67689087	1.10
tpcds_q36/duckdb:vortex-compact	37523085	35044985	1.07
tpcds_q37/duckdb:vortex-compact	33539026	31218379	1.07
tpcds_q38/duckdb:vortex-compact 🚨	43158006	37444329	1.15
tpcds_q39/duckdb:vortex-compact	56575745	52817040	1.07
tpcds_q40/duckdb:vortex-compact 🚨	34693577	31044435	1.12
tpcds_q41/duckdb:vortex-compact 🚨	18924699	16439897	1.15
tpcds_q42/duckdb:vortex-compact	16396523	14991241	1.09
tpcds_q43/duckdb:vortex-compact	25885973	24256743	1.07
tpcds_q44/duckdb:vortex-compact 🚨	35436107	31548449	1.12
tpcds_q45/duckdb:vortex-compact 🚨	36507056	30898440	1.18
tpcds_q46/duckdb:vortex-compact 🚨	61922747	55360690	1.12
tpcds_q47/duckdb:vortex-compact 🚨	60368157	54000611	1.12
tpcds_q48/duckdb:vortex-compact	45457755	41378524	1.10
tpcds_q49/duckdb:vortex-compact	50924671	48737620	1.04
tpcds_q50/duckdb:vortex-compact	47347832	43457904	1.09
tpcds_q51/duckdb:vortex-compact	109908650	102201993	1.08
tpcds_q52/duckdb:vortex-compact 🚨	17176334	15258307	1.13
tpcds_q53/duckdb:vortex-compact	23877385	22097456	1.08
tpcds_q54/duckdb:vortex-compact	91767868	84227511	1.09
tpcds_q55/duckdb:vortex-compact	16080998	16841274	0.95
tpcds_q56/duckdb:vortex-compact 🚨	143901370	128773867	1.12
tpcds_q57/duckdb:vortex-compact	49739945	47928417	1.04
tpcds_q58/duckdb:vortex-compact	42385845	44915356	0.94
tpcds_q59/duckdb:vortex-compact	69629471	65895996	1.06
tpcds_q60/duckdb:vortex-compact 🚨	148771739	128247268	1.16
tpcds_q61/duckdb:vortex-compact	51752841	49294765	1.05
tpcds_q62/duckdb:vortex-compact	23917892	24638711	0.97
tpcds_q63/duckdb:vortex-compact	24585682	23136668	1.06
tpcds_q64/duckdb:vortex-compact	108180279	98559613	1.10
tpcds_q65/duckdb:vortex-compact 🚨	31858135	28091437	1.13
tpcds_q66/duckdb:vortex-compact 🚨	109415886	94578766	1.16
tpcds_q67/duckdb:vortex-compact 🚨	169890578	151504440	1.12
tpcds_q68/duckdb:vortex-compact	54308038	52427876	1.04
tpcds_q69/duckdb:vortex-compact	49247572	46549679	1.06
tpcds_q70/duckdb:vortex-compact	30719813	29233080	1.05
tpcds_q71/duckdb:vortex-compact 🚨	28570340	25380021	1.13
tpcds_q72/duckdb:vortex-compact	208169396	196392490	1.06
tpcds_q73/duckdb:vortex-compact 🚨	26041071	23268361	1.12
tpcds_q74/duckdb:vortex-compact 🚨	61258147	54815460	1.12
tpcds_q75/duckdb:vortex-compact	75648914	69769847	1.08
tpcds_q76/duckdb:vortex-compact	129700939	125627883	1.03
tpcds_q77/duckdb:vortex-compact	141058152	131059958	1.08
tpcds_q78/duckdb:vortex-compact 🚨	92752267	83966492	1.10
tpcds_q79/duckdb:vortex-compact	57407549	57157808	1.00
tpcds_q80/duckdb:vortex-compact	163194231	162520542	1.00
tpcds_q81/duckdb:vortex-compact 🚨	45125865	40689208	1.11
tpcds_q82/duckdb:vortex-compact 🚨	34579794	29224042	1.18
tpcds_q83/duckdb:vortex-compact 🚨	50494176	45196374	1.12
tpcds_q84/duckdb:vortex-compact 🚨	23282296	20881670	1.11
tpcds_q85/duckdb:vortex-compact 🚨	67021881	59832792	1.12
tpcds_q86/duckdb:vortex-compact 🚨	24632571	20850565	1.18
tpcds_q87/duckdb:vortex-compact 🚨	49396027	43445897	1.14
tpcds_q88/duckdb:vortex-compact	40786838	38809951	1.05
tpcds_q89/duckdb:vortex-compact	25271930	23005116	1.10
tpcds_q90/duckdb:vortex-compact	17857617	16361698	1.09
tpcds_q91/duckdb:vortex-compact 🚨	48625771	44120605	1.10
tpcds_q92/duckdb:vortex-compact 🚨	23307551	19919193	1.17
tpcds_q93/duckdb:vortex-compact 🚨	40863404	35589940	1.15
tpcds_q94/duckdb:vortex-compact 🚨	32716817	27760706	1.18
tpcds_q95/duckdb:vortex-compact	157893868	160210473	0.99
tpcds_q96/duckdb:vortex-compact 🚨	15455483	13419020	1.15
tpcds_q97/duckdb:vortex-compact 🚨	44711054	40366419	1.11
tpcds_q98/duckdb:vortex-compact	25211084	23446271	1.08
tpcds_q99/duckdb:vortex-compact	39069357	35919378	1.09

duckdb / parquet (1.067x ➖, 1↑ 23↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	42117186	43440855	0.97
tpcds_q02/duckdb:parquet	58114636	60326408	0.96
tpcds_q03/duckdb:parquet	11842922	11564487	1.02
tpcds_q04/duckdb:parquet	125525749	124389339	1.01
tpcds_q05/duckdb:parquet 🚀	67130724	75123131	0.89
tpcds_q06/duckdb:parquet 🚨	34942383	28292303	1.24
tpcds_q07/duckdb:parquet	22733859	23397440	0.97
tpcds_q08/duckdb:parquet	28034074	28463358	0.98
tpcds_q09/duckdb:parquet	40304262	39621827	1.02
tpcds_q10/duckdb:parquet 🚨	37273706	33585294	1.11
tpcds_q11/duckdb:parquet	96899554	89845983	1.08
tpcds_q12/duckdb:parquet	15883925	14558024	1.09
tpcds_q13/duckdb:parquet	36066653	34156580	1.06
tpcds_q14/duckdb:parquet	177650341	164194823	1.08
tpcds_q15/duckdb:parquet	31657842	30328557	1.04
tpcds_q16/duckdb:parquet	23133865	21141064	1.09
tpcds_q17/duckdb:parquet	40216882	38030433	1.06
tpcds_q18/duckdb:parquet	47542752	45809901	1.04
tpcds_q19/duckdb:parquet 🚨	32937285	28549808	1.15
tpcds_q20/duckdb:parquet	16784417	15651549	1.07
tpcds_q21/duckdb:parquet	12197388	11596616	1.05
tpcds_q22/duckdb:parquet 🚨	76218167	66996126	1.14
tpcds_q23/duckdb:parquet	122062648	114681813	1.06
tpcds_q24/duckdb:parquet	47467162	45613674	1.04
tpcds_q25/duckdb:parquet	34202131	33235461	1.03
tpcds_q26/duckdb:parquet 🚨	41458199	36973067	1.12
tpcds_q27/duckdb:parquet	93671530	88477092	1.06
tpcds_q28/duckdb:parquet	39148553	37354601	1.05
tpcds_q29/duckdb:parquet	37274154	34321461	1.09
tpcds_q30/duckdb:parquet	42851213	40027459	1.07
tpcds_q31/duckdb:parquet 🚨	26216000	22778414	1.15
tpcds_q32/duckdb:parquet	11843923	11645985	1.02
tpcds_q33/duckdb:parquet 🚨	77203654	67865831	1.14
tpcds_q34/duckdb:parquet	22038174	21022316	1.05
tpcds_q35/duckdb:parquet 🚨	66637807	58571618	1.14
tpcds_q36/duckdb:parquet 🚨	23090391	20332965	1.14
tpcds_q37/duckdb:parquet 🚨	14522778	12923791	1.12
tpcds_q38/duckdb:parquet	35055020	32524098	1.08
tpcds_q39/duckdb:parquet	32884274	31811126	1.03
tpcds_q40/duckdb:parquet	18627928	17347189	1.07
tpcds_q41/duckdb:parquet	8238622	7500639	1.10
tpcds_q42/duckdb:parquet 🚨	11514472	9828644	1.17
tpcds_q43/duckdb:parquet	16537441	15402978	1.07
tpcds_q44/duckdb:parquet 🚨	23438464	21168220	1.11
tpcds_q45/duckdb:parquet	27939941	26300671	1.06
tpcds_q46/duckdb:parquet	49043538	44628752	1.10
tpcds_q47/duckdb:parquet	48914630	46012854	1.06
tpcds_q48/duckdb:parquet	32016433	30232022	1.06
tpcds_q49/duckdb:parquet	25247094	24134853	1.05
tpcds_q50/duckdb:parquet	25989833	24443789	1.06
tpcds_q51/duckdb:parquet	100484712	94578959	1.06
tpcds_q52/duckdb:parquet 🚨	11780878	10612245	1.11
tpcds_q53/duckdb:parquet	16925461	16021946	1.06
tpcds_q54/duckdb:parquet	43603780	40360258	1.08
tpcds_q55/duckdb:parquet	11139827	10389131	1.07
tpcds_q56/duckdb:parquet	73127927	69577075	1.05
tpcds_q57/duckdb:parquet	36644791	35310182	1.04
tpcds_q58/duckdb:parquet 🚨	22824981	20673666	1.10
tpcds_q59/duckdb:parquet	36736161	36455187	1.01
tpcds_q60/duckdb:parquet	72612539	70199733	1.03
tpcds_q61/duckdb:parquet	32227857	30960202	1.04
tpcds_q62/duckdb:parquet	12828838	12434280	1.03
tpcds_q63/duckdb:parquet	15833532	15326663	1.03
tpcds_q64/duckdb:parquet	76333419	74057440	1.03
tpcds_q65/duckdb:parquet	21476263	19965352	1.08
tpcds_q66/duckdb:parquet	58993694	53972488	1.09
tpcds_q67/duckdb:parquet 🚨	148701969	133102951	1.12
tpcds_q68/duckdb:parquet	38951249	38128347	1.02
tpcds_q69/duckdb:parquet	38170546	37448539	1.02
tpcds_q70/duckdb:parquet 🚨	22300054	19344429	1.15
tpcds_q71/duckdb:parquet	19303835	18834237	1.02
tpcds_q72/duckdb:parquet	170289764	164409089	1.04
tpcds_q73/duckdb:parquet	19115859	18265389	1.05
tpcds_q74/duckdb:parquet	52455671	49602523	1.06
tpcds_q75/duckdb:parquet	57027431	53304633	1.07
tpcds_q76/duckdb:parquet	73990632	70863287	1.04
tpcds_q77/duckdb:parquet	67120195	63864548	1.05
tpcds_q78/duckdb:parquet 🚨	82365736	72996552	1.13
tpcds_q79/duckdb:parquet 🚨	30558721	27776703	1.10
tpcds_q80/duckdb:parquet	86876311	83603661	1.04
tpcds_q81/duckdb:parquet	49636563	46255731	1.07
tpcds_q82/duckdb:parquet	16272386	15440535	1.05
tpcds_q83/duckdb:parquet	16874755	15395187	1.10
tpcds_q84/duckdb:parquet	20606658	20334482	1.01
tpcds_q85/duckdb:parquet	43128654	39614002	1.09
tpcds_q86/duckdb:parquet 🚨	13289760	12054690	1.10
tpcds_q87/duckdb:parquet 🚨	40848092	36184964	1.13
tpcds_q88/duckdb:parquet	30099881	28641384	1.05
tpcds_q89/duckdb:parquet	18188761	17357174	1.05
tpcds_q90/duckdb:parquet 🚨	9063460	7889013	1.15
tpcds_q91/duckdb:parquet	23933844	24132416	0.99
tpcds_q92/duckdb:parquet	12186627	11290671	1.08
tpcds_q93/duckdb:parquet	33140804	30323332	1.09
tpcds_q94/duckdb:parquet 🚨	18204673	16033133	1.14
tpcds_q95/duckdb:parquet	140779950	143173795	0.98
tpcds_q96/duckdb:parquet	9917209	9199090	1.08
tpcds_q97/duckdb:parquet 🚨	39849211	35541812	1.12
tpcds_q98/duckdb:parquet	19287283	17608101	1.10
tpcds_q99/duckdb:parquet	21398561	19544260	1.09

duckdb / duckdb (1.083x ➖, 0↑ 34↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb	20888781	19981354	1.05
tpcds_q02/duckdb:duckdb	18710715	18510908	1.01
tpcds_q03/duckdb:duckdb 🚨	9203905	8211105	1.12
tpcds_q04/duckdb:duckdb	171159018	161375431	1.06
tpcds_q05/duckdb:duckdb 🚨	20715671	18547612	1.12
tpcds_q06/duckdb:duckdb	23637518	22384272	1.06
tpcds_q07/duckdb:duckdb	41743356	38028174	1.10
tpcds_q08/duckdb:duckdb	122324316	118881476	1.03
tpcds_q09/duckdb:duckdb	20496418	19635065	1.04
tpcds_q10/duckdb:duckdb	24127630	22295723	1.08
tpcds_q11/duckdb:duckdb	148960191	138284198	1.08
tpcds_q12/duckdb:duckdb 🚨	12032869	10908118	1.10
tpcds_q13/duckdb:duckdb	25171649	23510631	1.07
tpcds_q14/duckdb:duckdb	97700086	92523613	1.06
tpcds_q15/duckdb:duckdb 🚨	27159144	22854833	1.19
tpcds_q16/duckdb:duckdb	19074743	17647410	1.08
tpcds_q17/duckdb:duckdb 🚨	23765384	20801145	1.14
tpcds_q18/duckdb:duckdb 🚨	48119245	43347934	1.11
tpcds_q19/duckdb:duckdb	17306205	16163373	1.07
tpcds_q20/duckdb:duckdb 🚨	13726454	11833172	1.16
tpcds_q21/duckdb:duckdb 🚨	7287915	6395949	1.14
tpcds_q22/duckdb:duckdb 🚨	70879934	59309809	1.20
tpcds_q23/duckdb:duckdb	83686919	81122375	1.03
tpcds_q24/duckdb:duckdb 🚨	25213853	21988780	1.15
tpcds_q25/duckdb:duckdb	17375540	17093640	1.02
tpcds_q26/duckdb:duckdb	25765385	26225794	0.98
tpcds_q27/duckdb:duckdb 🚨	43304428	37654888	1.15
tpcds_q28/duckdb:duckdb	22083333	20905954	1.06
tpcds_q29/duckdb:duckdb	21734937	19969535	1.09
tpcds_q30/duckdb:duckdb	31511501	29172189	1.08
tpcds_q31/duckdb:duckdb	20966705	19738387	1.06
tpcds_q32/duckdb:duckdb	7372880	6823483	1.08
tpcds_q33/duckdb:duckdb	13335164	12784720	1.04
tpcds_q34/duckdb:duckdb	15195563	13816723	1.10
tpcds_q35/duckdb:duckdb	36087458	32949870	1.10
tpcds_q36/duckdb:duckdb 🚨	78209085	68438003	1.14
tpcds_q37/duckdb:duckdb 🚨	8220722	7465639	1.10
tpcds_q38/duckdb:duckdb	31739220	30373356	1.04
tpcds_q39/duckdb:duckdb 🚨	28131715	25010723	1.12
tpcds_q40/duckdb:duckdb	14475672	13325330	1.09
tpcds_q41/duckdb:duckdb	8574340	8603586	1.00
tpcds_q42/duckdb:duckdb 🚨	7063249	6297983	1.12
tpcds_q43/duckdb:duckdb	11988623	11170578	1.07
tpcds_q44/duckdb:duckdb 🚨	14341884	12729171	1.13
tpcds_q45/duckdb:duckdb	18043105	16746238	1.08
tpcds_q46/duckdb:duckdb	38327216	34960558	1.10
tpcds_q47/duckdb:duckdb	43943321	40974459	1.07
tpcds_q48/duckdb:duckdb 🚨	24440196	21662820	1.13
tpcds_q49/duckdb:duckdb	17339141	17718808	0.98
tpcds_q50/duckdb:duckdb 🚨	15685955	13755087	1.14
tpcds_q51/duckdb:duckdb	97316922	89953190	1.08
tpcds_q52/duckdb:duckdb	7437884	7442513	1.00
tpcds_q53/duckdb:duckdb 🚨	13342824	11340868	1.18
tpcds_q54/duckdb:duckdb	17013466	16414878	1.04
tpcds_q55/duckdb:duckdb	7316336	6676577	1.10
tpcds_q56/duckdb:duckdb	13704417	13794240	0.99
tpcds_q57/duckdb:duckdb	33120023	30465625	1.09
tpcds_q58/duckdb:duckdb 🚨	13231229	11584767	1.14
tpcds_q59/duckdb:duckdb	36534213	33977139	1.08
tpcds_q60/duckdb:duckdb	16029575	14851006	1.08
tpcds_q61/duckdb:duckdb 🚨	15198447	13575582	1.12
tpcds_q62/duckdb:duckdb 🚨	9819460	8874600	1.11
tpcds_q63/duckdb:duckdb	11208044	11032912	1.02
tpcds_q64/duckdb:duckdb	55807104	51157764	1.09
tpcds_q65/duckdb:duckdb 🚨	37423107	32276823	1.16
tpcds_q66/duckdb:duckdb	25823085	23789116	1.09
tpcds_q67/duckdb:duckdb 🚨	144723890	125032995	1.16
tpcds_q68/duckdb:duckdb 🚨	27002546	24428289	1.11
tpcds_q69/duckdb:duckdb 🚨	27047682	22792988	1.19
tpcds_q70/duckdb:duckdb 🚨	15645939	14108405	1.11
tpcds_q71/duckdb:duckdb	13399126	12524667	1.07
tpcds_q72/duckdb:duckdb	44883963	42618853	1.05
tpcds_q73/duckdb:duckdb	11122765	10709707	1.04
tpcds_q74/duckdb:duckdb	103888817	96005017	1.08
tpcds_q75/duckdb:duckdb	44701259	42609965	1.05
tpcds_q76/duckdb:duckdb	12732384	11691977	1.09
tpcds_q77/duckdb:duckdb	12101469	11462709	1.06
tpcds_q78/duckdb:duckdb	64827691	62796092	1.03
tpcds_q79/duckdb:duckdb 🚨	19609522	17300628	1.13
tpcds_q80/duckdb:duckdb	29535407	27472180	1.08
tpcds_q81/duckdb:duckdb	38669921	38335078	1.01
tpcds_q82/duckdb:duckdb	8687529	8054381	1.08
tpcds_q83/duckdb:duckdb	9421697	8891499	1.06
tpcds_q84/duckdb:duckdb 🚨	15114028	13584489	1.11
tpcds_q85/duckdb:duckdb 🚨	26681050	22962340	1.16
tpcds_q86/duckdb:duckdb	11347292	10761951	1.05
tpcds_q87/duckdb:duckdb	34867669	32985760	1.06
tpcds_q88/duckdb:duckdb	24824470	24069665	1.03
tpcds_q89/duckdb:duckdb	14029230	13134970	1.07
tpcds_q90/duckdb:duckdb 🚨	5930269	5191363	1.14
tpcds_q91/duckdb:duckdb	12676080	12165537	1.04
tpcds_q92/duckdb:duckdb	9294867	9380863	0.99
tpcds_q93/duckdb:duckdb 🚨	23900056	21041132	1.14
tpcds_q94/duckdb:duckdb	13010267	12858856	1.01
tpcds_q95/duckdb:duckdb	139513258	127214289	1.10
tpcds_q96/duckdb:duckdb 🚨	4930958	4372676	1.13
tpcds_q97/duckdb:duckdb	33225068	30629171	1.08
tpcds_q98/duckdb:duckdb 🚨	14633549	13117246	1.12
tpcds_q99/duckdb:duckdb	17053609	16703522	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-4.5%	-3.3%	-1.2%	+16.1%	➖ noise
1	datafusion:vortex-file-compressed	-2.9%	-3.3%	+0.4%	+14.8%	➖ noise
1	duckdb:duckdb	+4.5%	-3.3%	+8.1%	+18.5%	➖ noise
1	duckdb:vortex-compact	+16.2%	-3.3%	+20.2%	+12.4%	🚨 regression
1	duckdb:vortex-file-compressed	+6.5%	-3.3%	+10.2%	+15.9%	➖ noise
2	datafusion:vortex-compact	-3.3%	-1.5%	-1.9%	+11.2%	➖ noise
2	datafusion:vortex-file-compressed	-4.5%	-1.5%	-3.1%	+12.5%	➖ noise
2	duckdb:duckdb	+1.1%	-1.5%	+2.6%	+17.4%	➖ noise
2	duckdb:vortex-compact	+8.3%	-1.5%	+9.9%	+11.2%	➖ noise
2	duckdb:vortex-file-compressed	+5.7%	-1.5%	+7.3%	+11.2%	➖ noise
3	datafusion:vortex-compact	-3.7%	+0.9%	-4.5%	+12.2%	➖ noise
3	datafusion:vortex-file-compressed	-6.0%	+0.9%	-6.8%	+12.6%	➖ noise
3	duckdb:duckdb	+12.1%	+0.9%	+11.1%	+20.2%	➖ noise
3	duckdb:vortex-compact	+13.8%	+0.9%	+12.8%	+12.9%	➖ noise
3	duckdb:vortex-file-compressed	+10.6%	+0.9%	+9.7%	+13.4%	➖ noise
4	datafusion:vortex-compact	-4.4%	-1.1%	-3.3%	+11.2%	➖ noise
4	datafusion:vortex-file-compressed	-0.8%	-1.1%	+0.3%	+11.2%	➖ noise
4	duckdb:duckdb	+6.1%	-1.1%	+7.3%	+11.2%	➖ noise
4	duckdb:vortex-compact	+9.7%	-1.1%	+11.0%	+11.2%	➖ noise
4	duckdb:vortex-file-compressed	+8.9%	-1.1%	+10.2%	+11.2%	➖ noise
5	datafusion:vortex-compact	-3.8%	-8.7%	+5.4%	+11.2%	➖ noise
5	datafusion:vortex-file-compressed	+16.3%	-8.7%	+27.5%	+26.8%	🚨 regression
5	duckdb:duckdb	+11.7%	-8.7%	+22.4%	+12.2%	🚨 regression
5	duckdb:vortex-compact	+8.1%	-8.7%	+18.4%	+11.2%	🚨 regression
5	duckdb:vortex-file-compressed	+31.5%	-8.7%	+44.1%	+18.8%	🚨 regression
6	datafusion:vortex-compact	-4.2%	+9.1%	-12.2%	+11.2%	✅ faster
6	datafusion:vortex-file-compressed	+12.2%	+9.1%	+2.9%	+21.6%	➖ noise
6	duckdb:duckdb	+5.6%	+9.1%	-3.2%	+15.5%	➖ noise
6	duckdb:vortex-compact	+6.8%	+9.1%	-2.1%	+11.2%	➖ noise
6	duckdb:vortex-file-compressed	+10.2%	+9.1%	+1.0%	+11.2%	➖ noise
7	datafusion:vortex-compact	-0.2%	+0.8%	-1.0%	+11.2%	➖ noise
7	datafusion:vortex-file-compressed	-6.7%	+0.8%	-7.4%	+11.2%	➖ noise
7	duckdb:duckdb	+9.8%	+0.8%	+8.9%	+17.3%	➖ noise
7	duckdb:vortex-compact	-0.3%	+0.8%	-1.0%	+11.2%	➖ noise
7	duckdb:vortex-file-compressed	+11.4%	+0.8%	+10.5%	+12.7%	➖ noise
8	datafusion:vortex-compact	+1.8%	+0.7%	+1.0%	+11.2%	➖ noise
8	datafusion:vortex-file-compressed	-4.4%	+0.7%	-5.0%	+11.2%	➖ noise
8	duckdb:duckdb	+2.9%	+0.7%	+2.2%	+11.2%	➖ noise
8	duckdb:vortex-compact	+3.4%	+0.7%	+2.7%	+11.2%	➖ noise
8	duckdb:vortex-file-compressed	+15.4%	+0.7%	+14.5%	+11.2%	🚨 regression
9	datafusion:vortex-compact	+0.8%	+2.5%	-1.6%	+11.2%	➖ noise
9	datafusion:vortex-file-compressed	-0.4%	+2.5%	-2.8%	+11.2%	➖ noise
9	duckdb:duckdb	+4.4%	+2.5%	+1.8%	+11.2%	➖ noise
9	duckdb:vortex-compact	+7.4%	+2.5%	+4.8%	+11.2%	➖ noise
9	duckdb:vortex-file-compressed	+9.8%	+2.5%	+7.1%	+11.2%	➖ noise
10	datafusion:vortex-compact	+0.9%	+5.1%	-4.0%	+11.2%	➖ noise
10	datafusion:vortex-file-compressed	+6.9%	+5.1%	+1.7%	+11.2%	➖ noise
10	duckdb:duckdb	+8.2%	+5.1%	+2.9%	+11.4%	➖ noise
10	duckdb:vortex-compact	+14.2%	+5.1%	+8.6%	+13.7%	➖ noise
10	duckdb:vortex-file-compressed	+6.0%	+5.1%	+0.9%	+11.2%	➖ noise
11	datafusion:vortex-compact	+0.3%	+4.7%	-4.2%	+11.2%	➖ noise
11	datafusion:vortex-file-compressed	+10.7%	+4.7%	+5.7%	+11.2%	➖ noise
11	duckdb:duckdb	+7.7%	+4.7%	+2.9%	+11.2%	➖ noise
11	duckdb:vortex-compact	+12.0%	+4.7%	+7.0%	+11.2%	➖ noise
11	duckdb:vortex-file-compressed	+9.4%	+4.7%	+4.5%	+11.2%	➖ noise
12	datafusion:vortex-compact	-5.0%	+10.0%	-13.7%	+11.2%	✅ faster
12	datafusion:vortex-file-compressed	+10.5%	+10.0%	+0.4%	+11.2%	➖ noise
12	duckdb:duckdb	+10.3%	+10.0%	+0.2%	+11.6%	➖ noise
12	duckdb:vortex-compact	+17.0%	+10.0%	+6.3%	+11.2%	➖ noise
12	duckdb:vortex-file-compressed	+5.3%	+10.0%	-4.3%	+12.3%	➖ noise
13	datafusion:vortex-compact	+6.9%	+2.9%	+3.9%	+11.2%	➖ noise
13	datafusion:vortex-file-compressed	+2.7%	+2.9%	-0.1%	+11.2%	➖ noise
13	duckdb:duckdb	+7.1%	+2.9%	+4.1%	+11.2%	➖ noise
13	duckdb:vortex-compact	+8.0%	+2.9%	+5.0%	+11.2%	➖ noise
13	duckdb:vortex-file-compressed	+16.5%	+2.9%	+13.2%	+14.3%	➖ noise
14	datafusion:vortex-compact	-1.7%	+0.1%	-1.7%	+11.2%	➖ noise
14	datafusion:vortex-file-compressed	+8.3%	+0.1%	+8.2%	+11.2%	➖ noise
14	duckdb:duckdb	+5.6%	+0.1%	+5.5%	+11.2%	➖ noise
14	duckdb:vortex-compact	+3.9%	+0.1%	+3.8%	+11.2%	➖ noise
14	duckdb:vortex-file-compressed	+8.3%	+0.1%	+8.3%	+15.9%	➖ noise
15	datafusion:vortex-compact	-1.9%	-1.5%	-0.4%	+18.5%	➖ noise
15	datafusion:vortex-file-compressed	+15.5%	-1.5%	+17.3%	+13.1%	🚨 regression
15	duckdb:duckdb	+18.8%	-1.5%	+20.7%	+12.9%	🚨 regression
15	duckdb:vortex-compact	+15.9%	-1.5%	+17.7%	+13.1%	🚨 regression
15	duckdb:vortex-file-compressed	+12.2%	-1.5%	+13.9%	+17.2%	➖ noise
16	datafusion:vortex-compact	-0.1%	-1.4%	+1.4%	+11.2%	➖ noise
16	datafusion:vortex-file-compressed	+13.5%	-1.4%	+15.1%	+11.2%	🚨 regression
16	duckdb:duckdb	+8.1%	-1.4%	+9.6%	+14.1%	➖ noise
16	duckdb:vortex-compact	+9.2%	-1.4%	+10.7%	+13.4%	➖ noise
16	duckdb:vortex-file-compressed	+9.4%	-1.4%	+10.9%	+11.2%	➖ noise
17	datafusion:vortex-compact	-0.0%	-0.7%	+0.6%	+11.2%	➖ noise
17	datafusion:vortex-file-compressed	+4.8%	-0.7%	+5.5%	+11.2%	➖ noise
17	duckdb:duckdb	+14.3%	-0.7%	+15.0%	+11.2%	🚨 regression
17	duckdb:vortex-compact	+14.5%	-0.7%	+15.2%	+11.2%	🚨 regression
17	duckdb:vortex-file-compressed	+19.3%	-0.7%	+20.1%	+11.2%	🚨 regression
18	datafusion:vortex-compact	-0.1%	+0.8%	-0.9%	+11.2%	➖ noise
18	datafusion:vortex-file-compressed	-0.4%	+0.8%	-1.2%	+11.2%	➖ noise
18	duckdb:duckdb	+11.0%	+0.8%	+10.1%	+17.4%	➖ noise
18	duckdb:vortex-compact	+8.6%	+0.8%	+7.8%	+11.2%	➖ noise
18	duckdb:vortex-file-compressed	+6.4%	+0.8%	+5.6%	+11.2%	➖ noise
19	datafusion:vortex-compact	-2.0%	+3.7%	-5.5%	+11.2%	➖ noise
19	datafusion:vortex-file-compressed	+5.2%	+3.7%	+1.4%	+11.2%	➖ noise
19	duckdb:duckdb	+7.1%	+3.7%	+3.3%	+12.0%	➖ noise
19	duckdb:vortex-compact	+12.5%	+3.7%	+8.5%	+11.2%	➖ noise
19	duckdb:vortex-file-compressed	+10.1%	+3.7%	+6.2%	+12.6%	➖ noise
20	datafusion:vortex-compact	+3.1%	-0.3%	+3.4%	+11.2%	➖ noise
20	datafusion:vortex-file-compressed	+4.7%	-0.3%	+5.1%	+11.2%	➖ noise
20	duckdb:duckdb	+16.0%	-0.3%	+16.4%	+22.3%	➖ noise
20	duckdb:vortex-compact	+13.4%	-0.3%	+13.7%	+11.9%	🚨 regression
20	duckdb:vortex-file-compressed	+10.1%	-0.3%	+10.5%	+11.2%	➖ noise
21	datafusion:vortex-compact	-2.0%	+0.9%	-2.8%	+11.2%	➖ noise
21	datafusion:vortex-file-compressed	+3.8%	+0.9%	+2.9%	+11.2%	➖ noise
21	duckdb:duckdb	+13.9%	+0.9%	+13.0%	+11.7%	🚨 regression
21	duckdb:vortex-compact	+10.9%	+0.9%	+9.9%	+18.2%	➖ noise
21	duckdb:vortex-file-compressed	+11.2%	+0.9%	+10.2%	+15.3%	➖ noise
22	datafusion:vortex-compact	-1.1%	-9.0%	+8.7%	+15.4%	➖ noise
22	datafusion:vortex-file-compressed	+3.9%	-9.0%	+14.2%	+16.8%	➖ noise
22	duckdb:duckdb	+19.5%	-9.0%	+31.4%	+15.0%	🚨 regression
22	duckdb:vortex-compact	+10.7%	-9.0%	+21.7%	+14.8%	🚨 regression
22	duckdb:vortex-file-compressed	+9.4%	-9.0%	+20.2%	+14.6%	🚨 regression
23	datafusion:vortex-compact	+0.3%	+0.6%	-0.3%	+11.2%	➖ noise
23	datafusion:vortex-file-compressed	+9.7%	+0.6%	+9.1%	+11.2%	➖ noise
23	duckdb:duckdb	+3.2%	+0.6%	+2.6%	+18.8%	➖ noise
23	duckdb:vortex-compact	+10.2%	+0.6%	+9.6%	+14.4%	➖ noise
23	duckdb:vortex-file-compressed	+11.5%	+0.6%	+10.9%	+11.2%	➖ noise
24	datafusion:vortex-compact	+2.9%	-6.1%	+9.5%	+11.2%	➖ noise
24	datafusion:vortex-file-compressed	+7.1%	-6.1%	+14.0%	+11.2%	🚨 regression
24	duckdb:duckdb	+14.7%	-6.1%	+22.1%	+11.9%	🚨 regression
24	duckdb:vortex-compact	+14.7%	-6.1%	+22.0%	+11.2%	🚨 regression
24	duckdb:vortex-file-compressed	+12.4%	-6.1%	+19.7%	+11.2%	🚨 regression
25	datafusion:vortex-compact	-1.1%	-5.9%	+5.1%	+11.2%	➖ noise
25	datafusion:vortex-file-compressed	+6.2%	-5.9%	+12.9%	+11.2%	🚨 regression
25	duckdb:duckdb	+1.6%	-5.9%	+8.1%	+11.2%	➖ noise
25	duckdb:vortex-compact	+5.4%	-5.9%	+12.0%	+11.2%	🚨 regression
25	duckdb:vortex-file-compressed	+9.9%	-5.9%	+16.8%	+11.2%	🚨 regression
26	datafusion:vortex-compact	+2.6%	+0.7%	+1.9%	+11.2%	➖ noise
26	datafusion:vortex-file-compressed	-3.3%	+0.7%	-4.0%	+11.2%	➖ noise
26	duckdb:duckdb	-1.8%	+0.7%	-2.5%	+11.2%	➖ noise
26	duckdb:vortex-compact	+10.7%	+0.7%	+9.9%	+11.2%	➖ noise
26	duckdb:vortex-file-compressed	+14.1%	+0.7%	+13.3%	+11.2%	🚨 regression
27	datafusion:vortex-compact	+0.8%	-0.5%	+1.3%	+11.2%	➖ noise
27	datafusion:vortex-file-compressed	+5.9%	-0.5%	+6.5%	+11.2%	➖ noise
27	duckdb:duckdb	+15.0%	-0.5%	+15.6%	+16.0%	➖ noise
27	duckdb:vortex-compact	+7.7%	-0.5%	+8.2%	+11.2%	➖ noise
27	duckdb:vortex-file-compressed	+10.5%	-0.5%	+11.0%	+11.2%	➖ noise
28	datafusion:vortex-compact	-0.0%	-0.9%	+0.9%	+11.2%	➖ noise
28	datafusion:vortex-file-compressed	+4.9%	-0.9%	+5.9%	+11.2%	➖ noise
28	duckdb:duckdb	+5.6%	-0.9%	+6.6%	+11.2%	➖ noise
28	duckdb:vortex-compact	+6.2%	-0.9%	+7.1%	+11.2%	➖ noise
28	duckdb:vortex-file-compressed	+12.6%	-0.9%	+13.6%	+11.9%	🚨 regression
29	datafusion:vortex-compact	+1.8%	+4.4%	-2.5%	+11.2%	➖ noise
29	datafusion:vortex-file-compressed	+1.9%	+4.4%	-2.4%	+11.2%	➖ noise
29	duckdb:duckdb	+8.8%	+4.4%	+4.2%	+11.2%	➖ noise
29	duckdb:vortex-compact	+5.9%	+4.4%	+1.4%	+11.2%	➖ noise
29	duckdb:vortex-file-compressed	+8.5%	+4.4%	+3.9%	+11.2%	➖ noise
30	datafusion:vortex-compact	-2.9%	+0.0%	-2.9%	+12.2%	➖ noise
30	datafusion:vortex-file-compressed	-3.4%	+0.0%	-3.4%	+11.9%	➖ noise
30	duckdb:duckdb	+8.0%	+0.0%	+8.0%	+11.2%	➖ noise
30	duckdb:vortex-compact	+6.9%	+0.0%	+6.9%	+11.2%	➖ noise
30	duckdb:vortex-file-compressed	+9.1%	+0.0%	+9.1%	+11.2%	➖ noise
31	datafusion:vortex-compact	-0.1%	+6.8%	-6.5%	+11.2%	➖ noise
31	datafusion:vortex-file-compressed	+6.6%	+6.8%	-0.2%	+11.2%	➖ noise
31	duckdb:duckdb	+6.2%	+6.8%	-0.6%	+11.2%	➖ noise
31	duckdb:vortex-compact	+6.5%	+6.8%	-0.3%	+11.2%	➖ noise
31	duckdb:vortex-file-compressed	+8.9%	+6.8%	+1.9%	+11.2%	➖ noise
32	datafusion:vortex-compact	-3.2%	-2.3%	-0.9%	+11.2%	➖ noise
32	datafusion:vortex-file-compressed	+7.9%	-2.3%	+10.5%	+14.7%	➖ noise
32	duckdb:duckdb	+8.1%	-2.3%	+10.6%	+12.8%	➖ noise
32	duckdb:vortex-compact	+10.2%	-2.3%	+12.9%	+11.2%	🚨 regression
32	duckdb:vortex-file-compressed	+10.7%	-2.3%	+13.4%	+28.8%	➖ noise
33	datafusion:vortex-compact	-0.5%	+7.4%	-7.3%	+11.2%	➖ noise
33	datafusion:vortex-file-compressed	-2.4%	+7.4%	-9.1%	+11.2%	➖ noise
33	duckdb:duckdb	+4.3%	+7.4%	-2.9%	+11.2%	➖ noise
33	duckdb:vortex-compact	+5.0%	+7.4%	-2.3%	+11.2%	➖ noise
33	duckdb:vortex-file-compressed	+14.5%	+7.4%	+6.6%	+11.5%	➖ noise
34	datafusion:vortex-compact	+2.1%	+1.3%	+0.7%	+11.2%	➖ noise
34	datafusion:vortex-file-compressed	+9.8%	+1.3%	+8.4%	+11.2%	➖ noise
34	duckdb:duckdb	+10.0%	+1.3%	+8.5%	+11.2%	➖ noise
34	duckdb:vortex-compact	+10.3%	+1.3%	+8.8%	+11.2%	➖ noise
34	duckdb:vortex-file-compressed	+7.7%	+1.3%	+6.3%	+11.2%	➖ noise
35	datafusion:vortex-compact	+2.5%	+1.4%	+1.1%	+11.2%	➖ noise
35	datafusion:vortex-file-compressed	+1.7%	+1.4%	+0.2%	+11.2%	➖ noise
35	duckdb:duckdb	+9.5%	+1.4%	+8.0%	+15.9%	➖ noise
35	duckdb:vortex-compact	+9.9%	+1.4%	+8.3%	+12.1%	➖ noise
35	duckdb:vortex-file-compressed	+14.9%	+1.4%	+13.2%	+12.3%	🚨 regression
36	datafusion:vortex-compact	-4.4%	+3.1%	-7.2%	+11.2%	➖ noise
36	datafusion:vortex-file-compressed	+7.1%	+3.1%	+4.0%	+11.2%	➖ noise
36	duckdb:duckdb	+14.3%	+3.1%	+10.9%	+11.2%	➖ noise
36	duckdb:vortex-compact	+7.1%	+3.1%	+3.9%	+11.9%	➖ noise
36	duckdb:vortex-file-compressed	+9.5%	+3.1%	+6.3%	+11.5%	➖ noise
37	datafusion:vortex-compact	+0.7%	+0.2%	+0.5%	+11.2%	➖ noise
37	datafusion:vortex-file-compressed	+13.7%	+0.2%	+13.5%	+11.5%	🚨 regression
37	duckdb:duckdb	+10.1%	+0.2%	+9.9%	+13.3%	➖ noise
37	duckdb:vortex-compact	+7.4%	+0.2%	+7.2%	+12.1%	➖ noise
37	duckdb:vortex-file-compressed	+14.0%	+0.2%	+13.8%	+17.7%	➖ noise
38	datafusion:vortex-compact	+0.6%	-3.3%	+4.1%	+11.2%	➖ noise
38	datafusion:vortex-file-compressed	+0.5%	-3.3%	+3.9%	+11.2%	➖ noise
38	duckdb:duckdb	+4.5%	-3.3%	+8.1%	+11.2%	➖ noise
38	duckdb:vortex-compact	+15.3%	-3.3%	+19.2%	+14.6%	🚨 regression
38	duckdb:vortex-file-compressed	+7.1%	-3.3%	+10.7%	+14.5%	➖ noise
39	datafusion:vortex-compact	-3.8%	+0.5%	-4.3%	+12.0%	➖ noise
39	datafusion:vortex-file-compressed	+6.9%	+0.5%	+6.4%	+11.4%	➖ noise
39	duckdb:duckdb	+12.5%	+0.5%	+11.9%	+15.6%	➖ noise
39	duckdb:vortex-compact	+7.1%	+0.5%	+6.6%	+16.3%	➖ noise
39	duckdb:vortex-file-compressed	+19.4%	+0.5%	+18.8%	+16.1%	🚨 regression
40	datafusion:vortex-compact	+3.5%	-1.0%	+4.6%	+11.2%	➖ noise
40	datafusion:vortex-file-compressed	+6.1%	-1.0%	+7.2%	+11.2%	➖ noise
40	duckdb:duckdb	+8.6%	-1.0%	+9.8%	+11.2%	➖ noise
40	duckdb:vortex-compact	+11.8%	-1.0%	+12.9%	+13.9%	➖ noise
40	duckdb:vortex-file-compressed	+19.3%	-1.0%	+20.6%	+13.2%	🚨 regression
41	datafusion:vortex-compact	+1.4%	+0.7%	+0.7%	+11.5%	➖ noise
41	datafusion:vortex-file-compressed	-1.4%	+0.7%	-2.1%	+12.8%	➖ noise
41	duckdb:duckdb	-0.3%	+0.7%	-1.1%	+11.2%	➖ noise
41	duckdb:vortex-compact	+15.1%	+0.7%	+14.3%	+11.2%	🚨 regression
41	duckdb:vortex-file-compressed	+14.8%	+0.7%	+13.9%	+11.2%	🚨 regression
42	datafusion:vortex-compact	-6.8%	+6.2%	-12.3%	+11.2%	✅ faster
42	datafusion:vortex-file-compressed	-0.9%	+6.2%	-6.7%	+11.2%	➖ noise
42	duckdb:duckdb	+12.2%	+6.2%	+5.6%	+16.5%	➖ noise
42	duckdb:vortex-compact	+9.4%	+6.2%	+2.9%	+12.6%	➖ noise
42	duckdb:vortex-file-compressed	+13.1%	+6.2%	+6.5%	+11.2%	➖ noise
43	datafusion:vortex-compact	-0.5%	+4.3%	-4.6%	+11.2%	➖ noise
43	datafusion:vortex-file-compressed	+9.2%	+4.3%	+4.7%	+11.5%	➖ noise
43	duckdb:duckdb	+7.3%	+4.3%	+2.9%	+11.2%	➖ noise
43	duckdb:vortex-compact	+6.7%	+4.3%	+2.3%	+11.2%	➖ noise
43	duckdb:vortex-file-compressed	+11.9%	+4.3%	+7.2%	+11.2%	➖ noise
44	datafusion:vortex-compact	+0.5%	+3.3%	-2.7%	+11.2%	➖ noise
44	datafusion:vortex-file-compressed	+2.1%	+3.3%	-1.2%	+11.2%	➖ noise
44	duckdb:duckdb	+12.7%	+3.3%	+9.1%	+18.9%	➖ noise
44	duckdb:vortex-compact	+12.3%	+3.3%	+8.7%	+11.2%	➖ noise
44	duckdb:vortex-file-compressed	+11.5%	+3.3%	+8.0%	+11.2%	➖ noise
45	datafusion:vortex-compact	-1.6%	-0.8%	-0.8%	+11.2%	➖ noise
45	datafusion:vortex-file-compressed	+4.3%	-0.8%	+5.2%	+11.2%	➖ noise
45	duckdb:duckdb	+7.7%	-0.8%	+8.6%	+11.3%	➖ noise
45	duckdb:vortex-compact	+18.2%	-0.8%	+19.1%	+11.2%	🚨 regression
45	duckdb:vortex-file-compressed	+11.9%	-0.8%	+12.8%	+11.2%	🚨 regression
46	datafusion:vortex-compact	-2.9%	+1.3%	-4.1%	+11.2%	➖ noise
46	datafusion:vortex-file-compressed	+5.2%	+1.3%	+3.9%	+11.2%	➖ noise
46	duckdb:duckdb	+9.6%	+1.3%	+8.3%	+11.2%	➖ noise
46	duckdb:vortex-compact	+11.9%	+1.3%	+10.5%	+11.2%	➖ noise
46	duckdb:vortex-file-compressed	+8.8%	+1.3%	+7.4%	+11.2%	➖ noise
47	datafusion:vortex-compact	-1.0%	+0.1%	-1.0%	+11.2%	➖ noise
47	datafusion:vortex-file-compressed	+4.3%	+0.1%	+4.3%	+11.2%	➖ noise
47	duckdb:duckdb	+7.2%	+0.1%	+7.2%	+11.2%	➖ noise
47	duckdb:vortex-compact	+11.8%	+0.1%	+11.7%	+11.2%	🚨 regression
47	duckdb:vortex-file-compressed	+15.3%	+0.1%	+15.2%	+11.2%	🚨 regression
48	datafusion:vortex-compact	+1.2%	+1.8%	-0.6%	+11.2%	➖ noise
48	datafusion:vortex-file-compressed	+5.7%	+1.8%	+3.9%	+11.2%	➖ noise
48	duckdb:duckdb	+12.8%	+1.8%	+10.8%	+11.2%	➖ noise
48	duckdb:vortex-compact	+9.9%	+1.8%	+7.9%	+11.2%	➖ noise
48	duckdb:vortex-file-compressed	+9.6%	+1.8%	+7.6%	+11.2%	➖ noise
49	datafusion:vortex-compact	-1.0%	+0.3%	-1.3%	+11.2%	➖ noise
49	datafusion:vortex-file-compressed	+1.6%	+0.3%	+1.4%	+11.2%	➖ noise
49	duckdb:duckdb	-2.1%	+0.3%	-2.4%	+12.9%	➖ noise
49	duckdb:vortex-compact	+4.5%	+0.3%	+4.2%	+11.2%	➖ noise
49	duckdb:vortex-file-compressed	+6.6%	+0.3%	+6.4%	+12.9%	➖ noise
50	datafusion:vortex-compact	-1.3%	+3.0%	-4.2%	+11.2%	➖ noise
50	datafusion:vortex-file-compressed	-5.7%	+3.0%	-8.4%	+11.2%	➖ noise
50	duckdb:duckdb	+14.0%	+3.0%	+10.7%	+19.7%	➖ noise
50	duckdb:vortex-compact	+9.0%	+3.0%	+5.8%	+11.2%	➖ noise
50	duckdb:vortex-file-compressed	+10.2%	+3.0%	+7.0%	+11.2%	➖ noise
51	datafusion:vortex-compact	+0.6%	+3.1%	-2.4%	+11.2%	➖ noise
51	datafusion:vortex-file-compressed	+4.1%	+3.1%	+1.0%	+11.2%	➖ noise
51	duckdb:duckdb	+8.2%	+3.1%	+4.9%	+17.7%	➖ noise
51	duckdb:vortex-compact	+7.5%	+3.1%	+4.3%	+18.1%	➖ noise
51	duckdb:vortex-file-compressed	+6.8%	+3.1%	+3.6%	+11.2%	➖ noise
52	datafusion:vortex-compact	-6.5%	+0.9%	-7.3%	+13.0%	➖ noise
52	datafusion:vortex-file-compressed	-5.8%	+0.9%	-6.7%	+25.5%	➖ noise
52	duckdb:duckdb	-0.1%	+0.9%	-0.9%	+15.5%	➖ noise
52	duckdb:vortex-compact	+12.6%	+0.9%	+11.6%	+17.4%	➖ noise
52	duckdb:vortex-file-compressed	+16.3%	+0.9%	+15.3%	+17.6%	➖ noise
53	datafusion:vortex-compact	+0.4%	-2.9%	+3.4%	+12.3%	➖ noise
53	datafusion:vortex-file-compressed	+6.2%	-2.9%	+9.3%	+11.2%	➖ noise
53	duckdb:duckdb	+17.7%	-2.9%	+21.2%	+11.4%	🚨 regression
53	duckdb:vortex-compact	+8.1%	-2.9%	+11.3%	+11.2%	🚨 regression
53	duckdb:vortex-file-compressed	+11.5%	-2.9%	+14.8%	+11.9%	🚨 regression
54	datafusion:vortex-compact	-2.8%	+2.9%	-5.5%	+12.8%	➖ noise
54	datafusion:vortex-file-compressed	+7.9%	+2.9%	+4.9%	+11.2%	➖ noise
54	duckdb:duckdb	+3.6%	+2.9%	+0.7%	+11.6%	➖ noise
54	duckdb:vortex-compact	+9.0%	+2.9%	+5.9%	+11.2%	➖ noise
54	duckdb:vortex-file-compressed	+11.6%	+2.9%	+8.5%	+13.7%	➖ noise
55	datafusion:vortex-compact	+3.8%	+0.0%	+3.7%	+12.0%	➖ noise
55	datafusion:vortex-file-compressed	+5.9%	+0.0%	+5.9%	+22.3%	➖ noise
55	duckdb:duckdb	+9.6%	+0.0%	+9.5%	+18.5%	➖ noise
55	duckdb:vortex-compact	-4.5%	+0.0%	-4.6%	+31.8%	➖ noise
55	duckdb:vortex-file-compressed	+5.7%	+0.0%	+5.6%	+11.5%	➖ noise
56	datafusion:vortex-compact	-1.8%	+0.9%	-2.7%	+11.2%	➖ noise
56	datafusion:vortex-file-compressed	+6.7%	+0.9%	+5.7%	+11.2%	➖ noise
56	duckdb:duckdb	-0.7%	+0.9%	-1.6%	+13.0%	➖ noise
56	duckdb:vortex-compact	+11.7%	+0.9%	+10.7%	+11.2%	➖ noise
56	duckdb:vortex-file-compressed	+9.6%	+0.9%	+8.6%	+13.3%	➖ noise
57	datafusion:vortex-compact	+1.1%	-0.1%	+1.2%	+11.2%	➖ noise
57	datafusion:vortex-file-compressed	+8.7%	-0.1%	+8.8%	+11.2%	➖ noise
57	duckdb:duckdb	+8.7%	-0.1%	+8.8%	+15.7%	➖ noise
57	duckdb:vortex-compact	+3.8%	-0.1%	+3.9%	+15.5%	➖ noise
57	duckdb:vortex-file-compressed	+9.6%	-0.1%	+9.7%	+17.1%	➖ noise
58	datafusion:vortex-compact	-2.6%	+0.3%	-2.9%	+11.2%	➖ noise
58	datafusion:vortex-file-compressed	+12.4%	+0.3%	+12.1%	+11.2%	🚨 regression
58	duckdb:duckdb	+14.2%	+0.3%	+13.9%	+16.7%	➖ noise
58	duckdb:vortex-compact	-5.6%	+0.3%	-5.9%	+13.4%	➖ noise
58	duckdb:vortex-file-compressed	+15.0%	+0.3%	+14.7%	+14.9%	➖ noise
59	datafusion:vortex-compact	+2.1%	-5.7%	+8.2%	+11.2%	➖ noise
59	datafusion:vortex-file-compressed	+11.0%	-5.7%	+17.7%	+11.2%	🚨 regression
59	duckdb:duckdb	+7.5%	-5.7%	+14.0%	+11.2%	🚨 regression
59	duckdb:vortex-compact	+5.7%	-5.7%	+12.1%	+11.2%	🚨 regression
59	duckdb:vortex-file-compressed	+5.9%	-5.7%	+12.3%	+11.2%	🚨 regression
60	datafusion:vortex-compact	+1.6%	-0.9%	+2.6%	+11.2%	➖ noise
60	datafusion:vortex-file-compressed	+7.9%	-0.9%	+8.9%	+11.2%	➖ noise
60	duckdb:duckdb	+7.9%	-0.9%	+8.9%	+12.9%	➖ noise
60	duckdb:vortex-compact	+16.0%	-0.9%	+17.1%	+11.2%	🚨 regression
60	duckdb:vortex-file-compressed	+12.0%	-0.9%	+13.0%	+11.9%	🚨 regression
61	datafusion:vortex-compact	+1.1%	-3.0%	+4.2%	+11.2%	➖ noise
61	datafusion:vortex-file-compressed	+11.6%	-3.0%	+15.1%	+11.2%	🚨 regression
61	duckdb:duckdb	+12.0%	-3.0%	+15.4%	+11.2%	🚨 regression
61	duckdb:vortex-compact	+5.0%	-3.0%	+8.2%	+11.2%	➖ noise
61	duckdb:vortex-file-compressed	+12.4%	-3.0%	+15.9%	+11.2%	🚨 regression
62	datafusion:vortex-compact	+6.0%	-8.3%	+15.6%	+14.6%	🚨 regression
62	datafusion:vortex-file-compressed	+15.0%	-8.3%	+25.4%	+15.6%	🚨 regression
62	duckdb:duckdb	+10.6%	-8.3%	+20.6%	+20.1%	🚨 regression
62	duckdb:vortex-compact	-2.9%	-8.3%	+5.8%	+31.4%	➖ noise
62	duckdb:vortex-file-compressed	+10.8%	-8.3%	+20.8%	+21.3%	➖ noise
63	datafusion:vortex-compact	+1.8%	+1.2%	+0.5%	+11.2%	➖ noise
63	datafusion:vortex-file-compressed	+9.3%	+1.2%	+8.0%	+11.2%	➖ noise
63	duckdb:duckdb	+1.6%	+1.2%	+0.4%	+11.6%	➖ noise
63	duckdb:vortex-compact	+6.3%	+1.2%	+5.0%	+11.2%	➖ noise
63	duckdb:vortex-file-compressed	+8.8%	+1.2%	+7.5%	+11.2%	➖ noise
64	datafusion:vortex-compact	-0.8%	-2.2%	+1.4%	+11.2%	➖ noise
64	datafusion:vortex-file-compressed	+10.8%	-2.2%	+13.3%	+11.2%	🚨 regression
64	duckdb:duckdb	+9.1%	-2.2%	+11.5%	+11.2%	🚨 regression
64	duckdb:vortex-compact	+9.8%	-2.2%	+12.2%	+11.2%	🚨 regression
64	duckdb:vortex-file-compressed	+11.3%	-2.2%	+13.8%	+11.2%	🚨 regression
65	datafusion:vortex-compact	-2.2%	-3.0%	+0.8%	+11.2%	➖ noise
65	datafusion:vortex-file-compressed	+10.4%	-3.0%	+13.9%	+11.2%	🚨 regression
65	duckdb:duckdb	+15.9%	-3.0%	+19.5%	+15.6%	🚨 regression
65	duckdb:vortex-compact	+13.4%	-3.0%	+16.9%	+11.2%	🚨 regression
65	duckdb:vortex-file-compressed	+13.5%	-3.0%	+17.1%	+13.8%	🚨 regression
66	datafusion:vortex-compact	-0.6%	-4.6%	+4.2%	+11.2%	➖ noise
66	datafusion:vortex-file-compressed	+8.3%	-4.6%	+13.5%	+13.8%	➖ noise
66	duckdb:duckdb	+8.5%	-4.6%	+13.7%	+11.6%	🚨 regression
66	duckdb:vortex-compact	+15.7%	-4.6%	+21.2%	+13.2%	🚨 regression
66	duckdb:vortex-file-compressed	+12.2%	-4.6%	+17.6%	+18.1%	➖ noise
67	datafusion:vortex-compact	+5.8%	+0.7%	+5.1%	+11.2%	➖ noise
67	datafusion:vortex-file-compressed	-0.3%	+0.7%	-1.0%	+11.2%	➖ noise
67	duckdb:duckdb	+15.7%	+0.7%	+14.9%	+11.2%	🚨 regression
67	duckdb:vortex-compact	+12.1%	+0.7%	+11.3%	+11.2%	🚨 regression
67	duckdb:vortex-file-compressed	+9.9%	+0.7%	+9.1%	+11.2%	➖ noise
68	datafusion:vortex-compact	+0.9%	-2.7%	+3.8%	+11.2%	➖ noise
68	datafusion:vortex-file-compressed	+11.6%	-2.7%	+14.7%	+11.2%	🚨 regression
68	duckdb:duckdb	+10.5%	-2.7%	+13.6%	+11.8%	🚨 regression
68	duckdb:vortex-compact	+3.6%	-2.7%	+6.5%	+11.2%	➖ noise
68	duckdb:vortex-file-compressed	+11.9%	-2.7%	+15.1%	+11.2%	🚨 regression
69	datafusion:vortex-compact	-0.1%	-13.0%	+14.8%	+11.2%	🚨 regression
69	datafusion:vortex-file-compressed	+8.8%	-13.0%	+25.0%	+11.2%	🚨 regression
69	duckdb:duckdb	+18.7%	-13.0%	+36.3%	+11.6%	🚨 regression
69	duckdb:vortex-compact	+5.8%	-13.0%	+21.6%	+11.2%	🚨 regression
69	duckdb:vortex-file-compressed	+12.3%	-13.0%	+29.0%	+11.2%	🚨 regression
70	datafusion:vortex-compact	-3.3%	-1.3%	-2.1%	+11.2%	➖ noise
70	datafusion:vortex-file-compressed	+1.5%	-1.3%	+2.8%	+12.4%	➖ noise
70	duckdb:duckdb	+10.9%	-1.3%	+12.3%	+13.5%	➖ noise
70	duckdb:vortex-compact	+5.1%	-1.3%	+6.4%	+13.0%	➖ noise
70	duckdb:vortex-file-compressed	+6.4%	-1.3%	+7.8%	+14.0%	➖ noise
71	datafusion:vortex-compact	-4.0%	-3.5%	-0.5%	+11.2%	➖ noise
71	datafusion:vortex-file-compressed	+12.7%	-3.5%	+16.8%	+11.2%	🚨 regression
71	duckdb:duckdb	+7.0%	-3.5%	+10.9%	+13.5%	➖ noise
71	duckdb:vortex-compact	+12.6%	-3.5%	+16.7%	+12.0%	🚨 regression
71	duckdb:vortex-file-compressed	+10.6%	-3.5%	+14.7%	+11.2%	🚨 regression
72	datafusion:vortex-compact	-0.0%	-5.2%	+5.4%	+11.2%	➖ noise
72	datafusion:vortex-file-compressed	+18.2%	-5.2%	+24.6%	+11.2%	🚨 regression
72	duckdb:duckdb	+5.3%	-5.2%	+11.1%	+14.2%	➖ noise
72	duckdb:vortex-compact	+6.0%	-5.2%	+11.8%	+11.2%	🚨 regression
72	duckdb:vortex-file-compressed	+4.5%	-5.2%	+10.2%	+11.2%	➖ noise
73	datafusion:vortex-compact	-1.1%	-5.0%	+4.1%	+21.9%	➖ noise
73	datafusion:vortex-file-compressed	-1.3%	-5.0%	+3.9%	+22.6%	➖ noise
73	duckdb:duckdb	+3.9%	-5.0%	+9.3%	+13.1%	➖ noise
73	duckdb:vortex-compact	+11.9%	-5.0%	+17.8%	+12.3%	🚨 regression
73	duckdb:vortex-file-compressed	+10.0%	-5.0%	+15.8%	+11.2%	🚨 regression
74	datafusion:vortex-compact	-2.1%	-6.4%	+4.7%	+11.2%	➖ noise
74	datafusion:vortex-file-compressed	+6.2%	-6.4%	+13.5%	+11.2%	🚨 regression
74	duckdb:duckdb	+8.2%	-6.4%	+15.7%	+11.2%	🚨 regression
74	duckdb:vortex-compact	+11.8%	-6.4%	+19.5%	+11.2%	🚨 regression
74	duckdb:vortex-file-compressed	+12.1%	-6.4%	+19.8%	+11.3%	🚨 regression
75	datafusion:vortex-compact	-1.1%	-7.3%	+6.7%	+11.2%	➖ noise
75	datafusion:vortex-file-compressed	+2.2%	-7.3%	+10.2%	+11.2%	➖ noise
75	duckdb:duckdb	+4.9%	-7.3%	+13.2%	+11.7%	🚨 regression
75	duckdb:vortex-compact	+8.4%	-7.3%	+16.9%	+11.2%	🚨 regression
75	duckdb:vortex-file-compressed	+8.5%	-7.3%	+17.1%	+11.2%	🚨 regression
76	datafusion:vortex-compact	-1.0%	-1.0%	+0.0%	+11.2%	➖ noise
76	datafusion:vortex-file-compressed	-1.0%	-1.0%	+0.0%	+15.8%	➖ noise
76	duckdb:duckdb	+8.9%	-1.0%	+10.0%	+15.8%	➖ noise
76	duckdb:vortex-compact	+3.2%	-1.0%	+4.3%	+11.6%	➖ noise
76	duckdb:vortex-file-compressed	+19.8%	-1.0%	+21.0%	+21.0%	➖ noise
77	datafusion:vortex-compact	-1.7%	-3.9%	+2.2%	+11.2%	➖ noise
77	datafusion:vortex-file-compressed	+3.2%	-3.9%	+7.4%	+11.2%	➖ noise
77	duckdb:duckdb	+5.6%	-3.9%	+9.8%	+15.6%	➖ noise
77	duckdb:vortex-compact	+7.6%	-3.9%	+12.0%	+11.7%	🚨 regression
77	duckdb:vortex-file-compressed	+7.0%	-3.9%	+11.3%	+13.0%	➖ noise
78	datafusion:vortex-compact	+0.5%	+4.1%	-3.4%	+11.2%	➖ noise
78	datafusion:vortex-file-compressed	+3.2%	+4.1%	-0.8%	+11.2%	➖ noise
78	duckdb:duckdb	+3.2%	+4.1%	-0.8%	+11.2%	➖ noise
78	duckdb:vortex-compact	+10.5%	+4.1%	+6.1%	+11.2%	➖ noise
78	duckdb:vortex-file-compressed	+11.8%	+4.1%	+7.5%	+11.2%	➖ noise
79	datafusion:vortex-compact	+3.3%	+4.8%	-1.4%	+11.2%	➖ noise
79	datafusion:vortex-file-compressed	-1.1%	+4.8%	-5.6%	+11.2%	➖ noise
79	duckdb:duckdb	+13.3%	+4.8%	+8.2%	+11.2%	➖ noise
79	duckdb:vortex-compact	+0.4%	+4.8%	-4.1%	+11.9%	➖ noise
79	duckdb:vortex-file-compressed	+7.2%	+4.8%	+2.3%	+11.2%	➖ noise
80	datafusion:vortex-compact	+3.2%	+1.1%	+2.0%	+11.2%	➖ noise
80	datafusion:vortex-file-compressed	-0.6%	+1.1%	-1.7%	+11.2%	➖ noise
80	duckdb:duckdb	+7.5%	+1.1%	+6.3%	+11.2%	➖ noise
80	duckdb:vortex-compact	+0.4%	+1.1%	-0.7%	+13.3%	➖ noise
80	duckdb:vortex-file-compressed	+16.5%	+1.1%	+15.2%	+11.2%	🚨 regression
81	datafusion:vortex-compact	+1.3%	+3.2%	-1.9%	+11.9%	➖ noise
81	datafusion:vortex-file-compressed	-0.0%	+3.2%	-3.1%	+16.3%	➖ noise
81	duckdb:duckdb	+0.9%	+3.2%	-2.3%	+11.6%	➖ noise
81	duckdb:vortex-compact	+10.9%	+3.2%	+7.4%	+11.2%	➖ noise
81	duckdb:vortex-file-compressed	+16.3%	+3.2%	+12.6%	+13.3%	➖ noise
82	datafusion:vortex-compact	+4.1%	+4.1%	-0.0%	+11.2%	➖ noise
82	datafusion:vortex-file-compressed	+3.9%	+4.1%	-0.1%	+11.2%	➖ noise
82	duckdb:duckdb	+7.9%	+4.1%	+3.6%	+12.9%	➖ noise
82	duckdb:vortex-compact	+18.3%	+4.1%	+13.7%	+16.4%	➖ noise
82	duckdb:vortex-file-compressed	+11.2%	+4.1%	+6.8%	+13.8%	➖ noise
83	datafusion:vortex-compact	+0.2%	+4.2%	-3.9%	+11.2%	➖ noise
83	datafusion:vortex-file-compressed	-1.6%	+4.2%	-5.5%	+11.2%	➖ noise
83	duckdb:duckdb	+6.0%	+4.2%	+1.7%	+41.5%	➖ noise
83	duckdb:vortex-compact	+11.7%	+4.2%	+7.2%	+11.2%	➖ noise
83	duckdb:vortex-file-compressed	+11.0%	+4.2%	+6.5%	+11.2%	➖ noise
84	datafusion:vortex-compact	+3.0%	-1.2%	+4.2%	+11.2%	➖ noise
84	datafusion:vortex-file-compressed	-0.5%	-1.2%	+0.6%	+11.7%	➖ noise
84	duckdb:duckdb	+11.3%	-1.2%	+12.6%	+13.8%	➖ noise
84	duckdb:vortex-compact	+11.5%	-1.2%	+12.8%	+11.2%	🚨 regression
84	duckdb:vortex-file-compressed	+17.3%	-1.2%	+18.7%	+11.2%	🚨 regression
85	datafusion:vortex-compact	+0.8%	+2.8%	-1.9%	+11.2%	➖ noise
85	datafusion:vortex-file-compressed	-2.1%	+2.8%	-4.8%	+11.2%	➖ noise
85	duckdb:duckdb	+16.2%	+2.8%	+13.0%	+11.2%	🚨 regression
85	duckdb:vortex-compact	+12.0%	+2.8%	+9.0%	+11.2%	➖ noise
85	duckdb:vortex-file-compressed	+12.5%	+2.8%	+9.5%	+11.2%	➖ noise
86	datafusion:vortex-compact	+0.5%	+3.6%	-3.0%	+12.2%	➖ noise
86	datafusion:vortex-file-compressed	-5.9%	+3.6%	-9.2%	+13.4%	➖ noise
86	duckdb:duckdb	+5.4%	+3.6%	+1.7%	+13.8%	➖ noise
86	duckdb:vortex-compact	+18.1%	+3.6%	+14.0%	+28.1%	➖ noise
86	duckdb:vortex-file-compressed	-5.7%	+3.6%	-9.1%	+15.6%	➖ noise
87	datafusion:vortex-compact	-0.6%	+7.1%	-7.2%	+11.2%	➖ noise
87	datafusion:vortex-file-compressed	-2.6%	+7.1%	-9.0%	+11.2%	➖ noise
87	duckdb:duckdb	+5.7%	+7.1%	-1.3%	+14.3%	➖ noise
87	duckdb:vortex-compact	+13.7%	+7.1%	+6.2%	+12.7%	➖ noise
87	duckdb:vortex-file-compressed	+6.6%	+7.1%	-0.5%	+14.4%	➖ noise
88	datafusion:vortex-compact	-0.9%	+1.7%	-2.5%	+11.2%	➖ noise
88	datafusion:vortex-file-compressed	-1.5%	+1.7%	-3.2%	+11.2%	➖ noise
88	duckdb:duckdb	+3.1%	+1.7%	+1.4%	+11.2%	➖ noise
88	duckdb:vortex-compact	+5.1%	+1.7%	+3.4%	+11.2%	➖ noise
88	duckdb:vortex-file-compressed	+7.5%	+1.7%	+5.8%	+11.2%	➖ noise
89	datafusion:vortex-compact	-0.1%	+1.5%	-1.6%	+11.8%	➖ noise
89	datafusion:vortex-file-compressed	-4.9%	+1.5%	-6.3%	+12.9%	➖ noise
89	duckdb:duckdb	+6.8%	+1.5%	+5.2%	+11.2%	➖ noise
89	duckdb:vortex-compact	+9.9%	+1.5%	+8.2%	+11.2%	➖ noise
89	duckdb:vortex-file-compressed	+21.8%	+1.5%	+20.0%	+15.9%	🚨 regression
90	datafusion:vortex-compact	-1.5%	+8.3%	-9.1%	+11.2%	➖ noise
90	datafusion:vortex-file-compressed	-11.2%	+8.3%	-18.0%	+11.2%	✅ faster
90	duckdb:duckdb	+14.2%	+8.3%	+5.4%	+12.5%	➖ noise
90	duckdb:vortex-compact	+9.1%	+8.3%	+0.7%	+11.2%	➖ noise
90	duckdb:vortex-file-compressed	+13.8%	+8.3%	+5.0%	+11.2%	➖ noise
91	datafusion:vortex-compact	+2.0%	-4.3%	+6.5%	+11.2%	➖ noise
91	datafusion:vortex-file-compressed	-7.2%	-4.3%	-3.0%	+11.2%	➖ noise
91	duckdb:duckdb	+4.2%	-4.3%	+8.9%	+11.2%	➖ noise
91	duckdb:vortex-compact	+10.2%	-4.3%	+15.2%	+11.2%	🚨 regression
91	duckdb:vortex-file-compressed	+12.7%	-4.3%	+17.8%	+11.2%	🚨 regression
92	datafusion:vortex-compact	+2.8%	+2.3%	+0.5%	+11.2%	➖ noise
92	datafusion:vortex-file-compressed	-9.4%	+2.3%	-11.5%	+11.2%	✅ faster
92	duckdb:duckdb	-0.9%	+2.3%	-3.2%	+16.8%	➖ noise
92	duckdb:vortex-compact	+17.0%	+2.3%	+14.4%	+18.9%	➖ noise
92	duckdb:vortex-file-compressed	+12.3%	+2.3%	+9.8%	+11.9%	➖ noise
93	datafusion:vortex-compact	-2.8%	+2.0%	-4.8%	+11.2%	➖ noise
93	datafusion:vortex-file-compressed	-8.6%	+2.0%	-10.4%	+11.2%	✅ faster
93	duckdb:duckdb	+13.6%	+2.0%	+11.3%	+16.4%	➖ noise
93	duckdb:vortex-compact	+14.8%	+2.0%	+12.5%	+11.6%	🚨 regression
93	duckdb:vortex-file-compressed	+20.7%	+2.0%	+18.2%	+12.7%	🚨 regression
94	datafusion:vortex-compact	+0.1%	+6.5%	-6.1%	+11.2%	➖ noise
94	datafusion:vortex-file-compressed	-2.9%	+6.5%	-8.9%	+15.6%	➖ noise
94	duckdb:duckdb	+1.2%	+6.5%	-5.0%	+11.8%	➖ noise
94	duckdb:vortex-compact	+17.9%	+6.5%	+10.6%	+17.6%	➖ noise
94	duckdb:vortex-file-compressed	+14.9%	+6.5%	+7.8%	+11.2%	➖ noise
95	datafusion:vortex-compact	+3.3%	-1.0%	+4.3%	+11.6%	➖ noise
95	datafusion:vortex-file-compressed	-14.5%	-1.0%	-13.7%	+11.2%	✅ faster
95	duckdb:duckdb	+9.7%	-1.0%	+10.7%	+20.9%	➖ noise
95	duckdb:vortex-compact	-1.4%	-1.0%	-0.5%	+17.4%	➖ noise
95	duckdb:vortex-file-compressed	+1.7%	-1.0%	+2.7%	+12.3%	➖ noise
96	datafusion:vortex-compact	+1.6%	+3.4%	-1.7%	+11.2%	➖ noise
96	datafusion:vortex-file-compressed	-16.9%	+3.4%	-19.7%	+11.5%	✅ faster
96	duckdb:duckdb	+12.8%	+3.4%	+9.1%	+15.2%	➖ noise
96	duckdb:vortex-compact	+15.2%	+3.4%	+11.4%	+12.4%	➖ noise
96	duckdb:vortex-file-compressed	+6.0%	+3.4%	+2.5%	+15.5%	➖ noise
97	datafusion:vortex-compact	+1.6%	+6.7%	-4.8%	+11.2%	➖ noise
97	datafusion:vortex-file-compressed	-22.8%	+6.7%	-27.7%	+11.2%	✅ faster
97	duckdb:duckdb	+8.5%	+6.7%	+1.6%	+11.2%	➖ noise
97	duckdb:vortex-compact	+10.8%	+6.7%	+3.8%	+15.4%	➖ noise
97	duckdb:vortex-file-compressed	+8.5%	+6.7%	+1.6%	+11.7%	➖ noise
98	datafusion:vortex-compact	+1.5%	+2.5%	-1.0%	+11.2%	➖ noise
98	datafusion:vortex-file-compressed	-19.1%	+2.5%	-21.1%	+11.9%	✅ faster
98	duckdb:duckdb	+11.6%	+2.5%	+8.8%	+13.6%	➖ noise
98	duckdb:vortex-compact	+7.5%	+2.5%	+4.9%	+14.7%	➖ noise
98	duckdb:vortex-file-compressed	+16.9%	+2.5%	+14.0%	+13.0%	🚨 regression
99	datafusion:vortex-compact	+0.3%	+3.9%	-3.5%	+17.3%	➖ noise
99	datafusion:vortex-file-compressed	-19.9%	+3.9%	-22.9%	+19.7%	✅ faster
99	duckdb:duckdb	+2.1%	+3.9%	-1.7%	+21.5%	➖ noise
99	duckdb:vortex-compact	+8.8%	+3.9%	+4.7%	+41.4%	➖ noise
99	duckdb:vortex-file-compressed	+6.3%	+3.9%	+2.3%	+28.8%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.4%
Vortex (geomean): 0.980x ➖
Parquet (geomean): 0.958x ➖
Shifts: Parquet (control) -4.2% · Median polish -2.2%

---

datafusion / vortex-file-compressed (0.981x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	404176668	402822841	1.00
tpch_q02/datafusion:vortex-file-compressed	114107605	116884449	0.98
tpch_q03/datafusion:vortex-file-compressed	204607375	207136491	0.99
tpch_q04/datafusion:vortex-file-compressed	100798518	101601406	0.99
tpch_q05/datafusion:vortex-file-compressed	378992600	383954901	0.99
tpch_q06/datafusion:vortex-file-compressed	41207911	41798969	0.99
tpch_q07/datafusion:vortex-file-compressed	560668780	566509544	0.99
tpch_q08/datafusion:vortex-file-compressed	373790083	381587444	0.98
tpch_q09/datafusion:vortex-file-compressed	661578672	681231039	0.97
tpch_q10/datafusion:vortex-file-compressed	235381065	239793233	0.98
tpch_q11/datafusion:vortex-file-compressed	83840822	86867956	0.97
tpch_q12/datafusion:vortex-file-compressed	110263134	113288038	0.97
tpch_q13/datafusion:vortex-file-compressed	222943753	224032061	1.00
tpch_q14/datafusion:vortex-file-compressed	58270203	58445744	1.00
tpch_q15/datafusion:vortex-file-compressed	108918483	110700524	0.98
tpch_q16/datafusion:vortex-file-compressed	77274246	80832465	0.96
tpch_q17/datafusion:vortex-file-compressed	643817347	659167202	0.98
tpch_q18/datafusion:vortex-file-compressed	878694004	906181933	0.97
tpch_q19/datafusion:vortex-file-compressed	123355669	128051275	0.96
tpch_q20/datafusion:vortex-file-compressed	171070945	173808149	0.98
tpch_q21/datafusion:vortex-file-compressed	663007159	669481181	0.99
tpch_q22/datafusion:vortex-file-compressed	60124337	61875504	0.97

datafusion / vortex-compact (0.979x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	439573218	450774689	0.98
tpch_q02/datafusion:vortex-compact	121078356	121084775	1.00
tpch_q03/datafusion:vortex-compact	214648775	220379040	0.97
tpch_q04/datafusion:vortex-compact	121386277	122656358	0.99
tpch_q05/datafusion:vortex-compact	391146492	399757336	0.98
tpch_q06/datafusion:vortex-compact	63886332	65077966	0.98
tpch_q07/datafusion:vortex-compact	587661530	602379453	0.98
tpch_q08/datafusion:vortex-compact	386770322	391966137	0.99
tpch_q09/datafusion:vortex-compact	678348054	696240197	0.97
tpch_q10/datafusion:vortex-compact	276107372	276566400	1.00
tpch_q11/datafusion:vortex-compact	91058863	93797263	0.97
tpch_q12/datafusion:vortex-compact	169424031	172097698	0.98
tpch_q13/datafusion:vortex-compact	271816725	279333926	0.97
tpch_q14/datafusion:vortex-compact	75549896	77928214	0.97
tpch_q15/datafusion:vortex-compact	165548759	170260445	0.97
tpch_q16/datafusion:vortex-compact	83405256	86172498	0.97
tpch_q17/datafusion:vortex-compact	649380990	664885430	0.98
tpch_q18/datafusion:vortex-compact	891630021	915673307	0.97
tpch_q19/datafusion:vortex-compact	218639450	211621010	1.03
tpch_q20/datafusion:vortex-compact	197137313	205408467	0.96
tpch_q21/datafusion:vortex-compact	703889720	715494346	0.98
tpch_q22/datafusion:vortex-compact	71214585	75336115	0.95

datafusion / parquet (0.940x ➖, 6↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	445288166	426118728	1.04
tpch_q02/datafusion:parquet	184125873	192184598	0.96
tpch_q03/datafusion:parquet	290542118	297655325	0.98
tpch_q04/datafusion:parquet	130204115	135319980	0.96
tpch_q05/datafusion:parquet	443907734	459366092	0.97
tpch_q06/datafusion:parquet	131219449	124879646	1.05
tpch_q07/datafusion:parquet	621098001	647066306	0.96
tpch_q08/datafusion:parquet	487703094	496036185	0.98
tpch_q09/datafusion:parquet	761378092	773759536	0.98
tpch_q10/datafusion:parquet	499580101	503891311	0.99
tpch_q11/datafusion:parquet	127247852	132571735	0.96
tpch_q12/datafusion:parquet	212715896	226688723	0.94
tpch_q13/datafusion:parquet	337845458	374274679	0.90
tpch_q14/datafusion:parquet 🚀	157402475	179824501	0.88
tpch_q15/datafusion:parquet 🚀	253676699	288229293	0.88
tpch_q16/datafusion:parquet	136822063	149125807	0.92
tpch_q17/datafusion:parquet 🚀	683779086	807143086	0.85
tpch_q18/datafusion:parquet 🚀	883119651	1043492756	0.85
tpch_q19/datafusion:parquet 🚀	267199594	311356782	0.86
tpch_q20/datafusion:parquet 🚀	303859915	341819261	0.89
tpch_q21/datafusion:parquet	732899020	802081809	0.91
tpch_q22/datafusion:parquet	224569141	220395062	1.02

datafusion / arrow (0.961x ➖, 1↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	590455451	610522366	0.97
tpch_q02/datafusion:arrow	162992633	167148886	0.98
tpch_q03/datafusion:arrow 🚀	458477867	510429400	0.90
tpch_q04/datafusion:arrow	349942574	380148920	0.92
tpch_q05/datafusion:arrow	923120529	966452885	0.96
tpch_q06/datafusion:arrow	274352057	280896821	0.98
tpch_q07/datafusion:arrow	1130663432	1154517702	0.98
tpch_q08/datafusion:arrow	1118348752	1165309819	0.96
tpch_q09/datafusion:arrow	1335925573	1364547765	0.98
tpch_q10/datafusion:arrow	601462714	610908695	0.98
tpch_q11/datafusion:arrow	150510687	149311248	1.01
tpch_q12/datafusion:arrow	664866091	682451456	0.97
tpch_q13/datafusion:arrow	527594617	530662727	0.99
tpch_q14/datafusion:arrow	306766393	313810705	0.98
tpch_q15/datafusion:arrow	649698417	701208746	0.93
tpch_q16/datafusion:arrow	106723883	108161940	0.99
tpch_q17/datafusion:arrow	1316053266	1366110100	0.96
tpch_q18/datafusion:arrow	1797060266	1863037662	0.96
tpch_q19/datafusion:arrow	497551857	538975392	0.92
tpch_q20/datafusion:arrow	494382933	529533211	0.93
tpch_q21/datafusion:arrow	2796841404	2963825228	0.94
tpch_q22/datafusion:arrow	142505859	147121181	0.97

duckdb / vortex-file-compressed (0.973x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	177809731	177976078	1.00
tpch_q02/duckdb:vortex-file-compressed	52198062	53494713	0.98
tpch_q03/duckdb:vortex-file-compressed	127888048	129861393	0.98
tpch_q04/duckdb:vortex-file-compressed	148796370	148312980	1.00
tpch_q05/duckdb:vortex-file-compressed	130760434	133115173	0.98
tpch_q06/duckdb:vortex-file-compressed	48799168	49131699	0.99
tpch_q07/duckdb:vortex-file-compressed	147839358	147838418	1.00
tpch_q08/duckdb:vortex-file-compressed	172934585	182924965	0.95
tpch_q09/duckdb:vortex-file-compressed	335220449	342233373	0.98
tpch_q10/duckdb:vortex-file-compressed	153127104	159739919	0.96
tpch_q11/duckdb:vortex-file-compressed	35392201	35857382	0.99
tpch_q12/duckdb:vortex-file-compressed	96670479	98626156	0.98
tpch_q13/duckdb:vortex-file-compressed	248550182	252834623	0.98
tpch_q14/duckdb:vortex-file-compressed	71825800	74810607	0.96
tpch_q15/duckdb:vortex-file-compressed	95734774	102583474	0.93
tpch_q16/duckdb:vortex-file-compressed	82680103	84388071	0.98
tpch_q17/duckdb:vortex-file-compressed	100352354	105665593	0.95
tpch_q18/duckdb:vortex-file-compressed	280500801	299353055	0.94
tpch_q19/duckdb:vortex-file-compressed	90107961	93869691	0.96
tpch_q20/duckdb:vortex-file-compressed	166733920	173176490	0.96
tpch_q21/duckdb:vortex-file-compressed	551632885	565539316	0.98
tpch_q22/duckdb:vortex-file-compressed	77123248	78418368	0.98

duckdb / vortex-compact (0.986x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	230042251	231680432	0.99
tpch_q02/duckdb:vortex-compact	62006281	59821308	1.04
tpch_q03/duckdb:vortex-compact	140357421	146901195	0.96
tpch_q04/duckdb:vortex-compact	177234253	182058507	0.97
tpch_q05/duckdb:vortex-compact	151870166	154470195	0.98
tpch_q06/duckdb:vortex-compact	86637235	88196204	0.98
tpch_q07/duckdb:vortex-compact	206287736	209595484	0.98
tpch_q08/duckdb:vortex-compact	191998803	195156434	0.98
tpch_q09/duckdb:vortex-compact	366072333	368705608	0.99
tpch_q10/duckdb:vortex-compact	186429572	190798643	0.98
tpch_q11/duckdb:vortex-compact	41709246	42253197	0.99
tpch_q12/duckdb:vortex-compact	209806904	212401142	0.99
tpch_q13/duckdb:vortex-compact	297743861	298561819	1.00
tpch_q14/duckdb:vortex-compact	105568580	107527570	0.98
tpch_q15/duckdb:vortex-compact	120519356	120038506	1.00
tpch_q16/duckdb:vortex-compact	86250110	87544922	0.99
tpch_q17/duckdb:vortex-compact	117870772	119371857	0.99
tpch_q18/duckdb:vortex-compact	291067702	302258973	0.96
tpch_q19/duckdb:vortex-compact	115967568	117064996	0.99
tpch_q20/duckdb:vortex-compact	206163337	209916998	0.98
tpch_q21/duckdb:vortex-compact	631989875	643146223	0.98
tpch_q22/duckdb:vortex-compact	90572982	91993084	0.98

duckdb / parquet (0.977x ➖, 2↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	260211843	262584690	0.99
tpch_q02/duckdb:parquet	104928211	98120997	1.07
tpch_q03/duckdb:parquet	213739796	216052408	0.99
tpch_q04/duckdb:parquet	134447963	140124567	0.96
tpch_q05/duckdb:parquet	219135533	224238873	0.98
tpch_q06/duckdb:parquet	69326315	67327310	1.03
tpch_q07/duckdb:parquet	184092055	177338659	1.04
tpch_q08/duckdb:parquet	255154947	254216571	1.00
tpch_q09/duckdb:parquet	464786028	460269804	1.01
tpch_q10/duckdb:parquet	610312438	616387941	0.99
tpch_q11/duckdb:parquet 🚀	43463646	50394281	0.86
tpch_q12/duckdb:parquet	125537271	133544459	0.94
tpch_q13/duckdb:parquet	450304632	458460178	0.98
tpch_q14/duckdb:parquet	172913430	183983267	0.94
tpch_q15/duckdb:parquet	99108892	100031659	0.99
tpch_q16/duckdb:parquet 🚀	133203863	165080391	0.81
tpch_q17/duckdb:parquet	181302322	181282738	1.00
tpch_q18/duckdb:parquet	347101720	356639641	0.97
tpch_q19/duckdb:parquet	280216819	291455296	0.96
tpch_q20/duckdb:parquet	250799849	233359861	1.07
tpch_q21/duckdb:parquet	567454116	580608071	0.98
tpch_q22/duckdb:parquet	289054932	298790389	0.97

duckdb / duckdb (0.950x ➖, 1↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	118828981	122843968	0.97
tpch_q02/duckdb:duckdb	46797133	48113120	0.97
tpch_q03/duckdb:duckdb	95774297	104217885	0.92
tpch_q04/duckdb:duckdb	133649072	148402199	0.90
tpch_q05/duckdb:duckdb 🚀	109299939	122289749	0.89
tpch_q06/duckdb:duckdb	39177519	40205677	0.97
tpch_q07/duckdb:duckdb	86617115	91495634	0.95
tpch_q08/duckdb:duckdb	109624393	118575083	0.92
tpch_q09/duckdb:duckdb	275395989	296585971	0.93
tpch_q10/duckdb:duckdb	201976988	212876353	0.95
tpch_q11/duckdb:duckdb	15127223	15578199	0.97
tpch_q12/duckdb:duckdb	82469290	85012126	0.97
tpch_q13/duckdb:duckdb	251314863	259683062	0.97
tpch_q14/duckdb:duckdb	70740410	74090047	0.95
tpch_q15/duckdb:duckdb	76841669	82322094	0.93
tpch_q16/duckdb:duckdb	73241816	78147200	0.94
tpch_q17/duckdb:duckdb	84297691	88797964	0.95
tpch_q18/duckdb:duckdb	211623884	224551779	0.94
tpch_q19/duckdb:duckdb	115456159	122531419	0.94
tpch_q20/duckdb:duckdb	111554694	112639844	0.99
tpch_q21/duckdb:duckdb	299585901	302398536	0.99
tpch_q22/duckdb:duckdb	66131881	67474868	0.98

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-3.3%	+1.8%	-5.0%	+13.1%	➖ noise
1	datafusion:vortex-compact	-2.5%	+1.8%	-4.2%	+13.1%	➖ noise
1	datafusion:vortex-file-compressed	+0.3%	+1.8%	-1.4%	+13.2%	➖ noise
1	duckdb:duckdb	-3.3%	+1.8%	-4.9%	+13.1%	➖ noise
1	duckdb:vortex-compact	-0.7%	+1.8%	-2.4%	+13.1%	➖ noise
1	duckdb:vortex-file-compressed	-0.1%	+1.8%	-1.8%	+13.1%	➖ noise
2	datafusion:arrow	-2.5%	+1.2%	-3.7%	+13.1%	➖ noise
2	datafusion:vortex-compact	-0.0%	+1.2%	-1.2%	+13.1%	➖ noise
2	datafusion:vortex-file-compressed	-2.4%	+1.2%	-3.6%	+13.1%	➖ noise
2	duckdb:duckdb	-2.7%	+1.2%	-3.9%	+14.5%	➖ noise
2	duckdb:vortex-compact	+3.7%	+1.2%	+2.4%	+13.1%	➖ noise
2	duckdb:vortex-file-compressed	-2.4%	+1.2%	-3.6%	+13.1%	➖ noise
3	datafusion:arrow	-10.2%	-1.7%	-8.6%	+13.1%	➖ noise
3	datafusion:vortex-compact	-2.6%	-1.7%	-0.9%	+13.1%	➖ noise
3	datafusion:vortex-file-compressed	-1.2%	-1.7%	+0.5%	+13.1%	➖ noise
3	duckdb:duckdb	-8.1%	-1.7%	-6.5%	+13.1%	➖ noise
3	duckdb:vortex-compact	-4.5%	-1.7%	-2.8%	+13.1%	➖ noise
3	duckdb:vortex-file-compressed	-1.5%	-1.7%	+0.2%	+13.1%	➖ noise
4	datafusion:arrow	-7.9%	-3.9%	-4.2%	+13.1%	➖ noise
4	datafusion:vortex-compact	-1.0%	-3.9%	+3.0%	+13.1%	➖ noise
4	datafusion:vortex-file-compressed	-0.8%	-3.9%	+3.3%	+13.1%	➖ noise
4	duckdb:duckdb	-9.9%	-3.9%	-6.3%	+13.1%	➖ noise
4	duckdb:vortex-compact	-2.6%	-3.9%	+1.3%	+13.1%	➖ noise
4	duckdb:vortex-file-compressed	+0.3%	-3.9%	+4.4%	+13.1%	➖ noise
5	datafusion:arrow	-4.5%	-2.8%	-1.7%	+13.1%	➖ noise
5	datafusion:vortex-compact	-2.2%	-2.8%	+0.7%	+13.1%	➖ noise
5	datafusion:vortex-file-compressed	-1.3%	-2.8%	+1.6%	+13.1%	➖ noise
5	duckdb:duckdb	-10.6%	-2.8%	-8.0%	+13.1%	➖ noise
5	duckdb:vortex-compact	-1.7%	-2.8%	+1.2%	+13.1%	➖ noise
5	duckdb:vortex-file-compressed	-1.8%	-2.8%	+1.1%	+13.1%	➖ noise
6	datafusion:arrow	-2.3%	+4.0%	-6.1%	+13.1%	➖ noise
6	datafusion:vortex-compact	-1.8%	+4.0%	-5.6%	+13.1%	➖ noise
6	datafusion:vortex-file-compressed	-1.4%	+4.0%	-5.2%	+13.1%	➖ noise
6	duckdb:duckdb	-2.6%	+4.0%	-6.3%	+14.6%	➖ noise
6	duckdb:vortex-compact	-1.8%	+4.0%	-5.6%	+13.1%	➖ noise
6	duckdb:vortex-file-compressed	-0.7%	+4.0%	-4.5%	+13.1%	➖ noise
7	datafusion:arrow	-2.1%	-0.2%	-1.9%	+13.1%	➖ noise
7	datafusion:vortex-compact	-2.4%	-0.2%	-2.3%	+13.1%	➖ noise
7	datafusion:vortex-file-compressed	-1.0%	-0.2%	-0.9%	+13.1%	➖ noise
7	duckdb:duckdb	-5.3%	-0.2%	-5.2%	+13.1%	➖ noise
7	duckdb:vortex-compact	-1.6%	-0.2%	-1.4%	+13.1%	➖ noise
7	duckdb:vortex-file-compressed	+0.0%	-0.2%	+0.2%	+13.1%	➖ noise
8	datafusion:arrow	-4.0%	-0.7%	-3.4%	+13.1%	➖ noise
8	datafusion:vortex-compact	-1.3%	-0.7%	-0.7%	+13.1%	➖ noise
8	datafusion:vortex-file-compressed	-2.0%	-0.7%	-1.4%	+13.1%	➖ noise
8	duckdb:duckdb	-7.5%	-0.7%	-6.9%	+13.1%	➖ noise
8	duckdb:vortex-compact	-1.6%	-0.7%	-1.0%	+13.1%	➖ noise
8	duckdb:vortex-file-compressed	-5.5%	-0.7%	-4.8%	+13.1%	➖ noise
9	datafusion:arrow	-2.1%	-0.3%	-1.8%	+13.1%	➖ noise
9	datafusion:vortex-compact	-2.6%	-0.3%	-2.3%	+13.1%	➖ noise
9	datafusion:vortex-file-compressed	-2.9%	-0.3%	-2.6%	+13.1%	➖ noise
9	duckdb:duckdb	-7.1%	-0.3%	-6.8%	+13.1%	➖ noise
9	duckdb:vortex-compact	-0.7%	-0.3%	-0.4%	+13.1%	➖ noise
9	duckdb:vortex-file-compressed	-2.0%	-0.3%	-1.7%	+13.1%	➖ noise
10	datafusion:arrow	-1.5%	-0.9%	-0.6%	+13.1%	➖ noise
10	datafusion:vortex-compact	-0.2%	-0.9%	+0.8%	+13.1%	➖ noise
10	datafusion:vortex-file-compressed	-1.8%	-0.9%	-0.9%	+13.1%	➖ noise
10	duckdb:duckdb	-5.1%	-0.9%	-4.2%	+13.1%	➖ noise
10	duckdb:vortex-compact	-2.3%	-0.9%	-1.4%	+13.1%	➖ noise
10	duckdb:vortex-file-compressed	-4.1%	-0.9%	-3.2%	+13.1%	➖ noise
11	datafusion:arrow	+0.8%	-9.0%	+10.8%	+13.5%	➖ noise
11	datafusion:vortex-compact	-2.9%	-9.0%	+6.7%	+13.9%	➖ noise
11	datafusion:vortex-file-compressed	-3.5%	-9.0%	+6.1%	+13.2%	➖ noise
11	duckdb:duckdb	-2.9%	-9.0%	+6.7%	+21.5%	➖ noise
11	duckdb:vortex-compact	-1.3%	-9.0%	+8.5%	+16.6%	➖ noise
11	duckdb:vortex-file-compressed	-1.3%	-9.0%	+8.5%	+15.5%	➖ noise
12	datafusion:arrow	-2.6%	-6.1%	+3.7%	+49.2%	➖ noise
12	datafusion:vortex-compact	-1.6%	-6.1%	+4.8%	+13.1%	➖ noise
12	datafusion:vortex-file-compressed	-2.7%	-6.1%	+3.6%	+13.1%	➖ noise
12	duckdb:duckdb	-3.0%	-6.1%	+3.3%	+13.1%	➖ noise
12	duckdb:vortex-compact	-1.2%	-6.1%	+5.2%	+13.1%	➖ noise
12	duckdb:vortex-file-compressed	-2.0%	-6.1%	+4.4%	+13.1%	➖ noise
13	datafusion:arrow	-0.6%	-5.8%	+5.6%	+13.1%	➖ noise
13	datafusion:vortex-compact	-2.7%	-5.8%	+3.3%	+13.1%	➖ noise
13	datafusion:vortex-file-compressed	-0.5%	-5.8%	+5.7%	+13.1%	➖ noise
13	duckdb:duckdb	-3.2%	-5.8%	+2.8%	+13.1%	➖ noise
13	duckdb:vortex-compact	-0.3%	-5.8%	+5.9%	+13.1%	➖ noise
13	duckdb:vortex-file-compressed	-1.7%	-5.8%	+4.4%	+13.1%	➖ noise
14	datafusion:arrow	-2.2%	-9.3%	+7.8%	+13.1%	➖ noise
14	datafusion:vortex-compact	-3.1%	-9.3%	+6.9%	+13.1%	➖ noise
14	datafusion:vortex-file-compressed	-0.3%	-9.3%	+9.9%	+13.1%	➖ noise
14	duckdb:duckdb	-4.5%	-9.3%	+5.3%	+13.1%	➖ noise
14	duckdb:vortex-compact	-1.8%	-9.3%	+8.2%	+13.1%	➖ noise
14	duckdb:vortex-file-compressed	-4.0%	-9.3%	+5.9%	+13.1%	➖ noise
15	datafusion:arrow	-7.3%	-6.6%	-0.8%	+13.1%	➖ noise
15	datafusion:vortex-compact	-2.8%	-6.6%	+4.1%	+13.1%	➖ noise
15	datafusion:vortex-file-compressed	-1.6%	-6.6%	+5.4%	+13.1%	➖ noise
15	duckdb:duckdb	-6.7%	-6.6%	-0.0%	+13.1%	➖ noise
15	duckdb:vortex-compact	+0.4%	-6.6%	+7.5%	+13.1%	➖ noise
15	duckdb:vortex-file-compressed	-6.7%	-6.6%	-0.1%	+13.1%	➖ noise
16	datafusion:arrow	-1.3%	-14.0%	+14.7%	+16.5%	➖ noise
16	datafusion:vortex-compact	-3.2%	-14.0%	+12.5%	+13.1%	➖ noise
16	datafusion:vortex-file-compressed	-4.4%	-14.0%	+11.1%	+13.1%	➖ noise
16	duckdb:duckdb	-6.3%	-14.0%	+8.9%	+13.1%	➖ noise
16	duckdb:vortex-compact	-1.5%	-14.0%	+14.5%	+13.1%	🚨 regression
16	duckdb:vortex-file-compressed	-2.0%	-14.0%	+13.9%	+13.1%	🚨 regression
17	datafusion:arrow	-3.7%	-8.0%	+4.7%	+13.1%	➖ noise
17	datafusion:vortex-compact	-2.3%	-8.0%	+6.1%	+13.1%	➖ noise
17	datafusion:vortex-file-compressed	-2.3%	-8.0%	+6.1%	+13.1%	➖ noise
17	duckdb:duckdb	-5.1%	-8.0%	+3.1%	+13.1%	➖ noise
17	duckdb:vortex-compact	-1.3%	-8.0%	+7.3%	+13.1%	➖ noise
17	duckdb:vortex-file-compressed	-5.0%	-8.0%	+3.2%	+13.1%	➖ noise
18	datafusion:arrow	-3.5%	-9.2%	+6.3%	+13.1%	➖ noise
18	datafusion:vortex-compact	-2.6%	-9.2%	+7.3%	+13.1%	➖ noise
18	datafusion:vortex-file-compressed	-3.0%	-9.2%	+6.8%	+13.1%	➖ noise
18	duckdb:duckdb	-5.8%	-9.2%	+3.8%	+13.1%	➖ noise
18	duckdb:vortex-compact	-3.7%	-9.2%	+6.1%	+13.1%	➖ noise
18	duckdb:vortex-file-compressed	-6.3%	-9.2%	+3.2%	+13.1%	➖ noise
19	datafusion:arrow	-7.7%	-9.2%	+1.6%	+13.1%	➖ noise
19	datafusion:vortex-compact	+3.3%	-9.2%	+13.7%	+13.1%	🚨 regression
19	datafusion:vortex-file-compressed	-3.7%	-9.2%	+6.1%	+13.1%	➖ noise
19	duckdb:duckdb	-5.8%	-9.2%	+3.7%	+13.1%	➖ noise
19	duckdb:vortex-compact	-0.9%	-9.2%	+9.1%	+13.1%	➖ noise
19	duckdb:vortex-file-compressed	-4.0%	-9.2%	+5.7%	+13.1%	➖ noise
20	datafusion:arrow	-6.6%	-2.3%	-4.5%	+13.1%	➖ noise
20	datafusion:vortex-compact	-4.0%	-2.3%	-1.8%	+13.1%	➖ noise
20	datafusion:vortex-file-compressed	-1.6%	-2.3%	+0.7%	+13.1%	➖ noise
20	duckdb:duckdb	-1.0%	-2.3%	+1.3%	+13.1%	➖ noise
20	duckdb:vortex-compact	-1.8%	-2.3%	+0.5%	+13.1%	➖ noise
20	duckdb:vortex-file-compressed	-3.7%	-2.3%	-1.5%	+13.1%	➖ noise
21	datafusion:arrow	-5.6%	-5.5%	-0.1%	+13.1%	➖ noise
21	datafusion:vortex-compact	-1.6%	-5.5%	+4.1%	+13.1%	➖ noise
21	datafusion:vortex-file-compressed	-1.0%	-5.5%	+4.8%	+13.1%	➖ noise
21	duckdb:duckdb	-0.9%	-5.5%	+4.8%	+13.1%	➖ noise
21	duckdb:vortex-compact	-1.7%	-5.5%	+4.0%	+13.1%	➖ noise
21	duckdb:vortex-file-compressed	-2.5%	-5.5%	+3.2%	+13.1%	➖ noise
22	datafusion:arrow	-3.1%	-0.7%	-2.4%	+13.1%	➖ noise
22	datafusion:vortex-compact	-5.5%	-0.7%	-4.8%	+13.1%	➖ noise
22	datafusion:vortex-file-compressed	-2.8%	-0.7%	-2.1%	+13.1%	➖ noise
22	duckdb:duckdb	-2.0%	-0.7%	-1.3%	+13.1%	➖ noise
22	duckdb:vortex-compact	-1.5%	-0.7%	-0.8%	+13.1%	➖ noise
22	duckdb:vortex-file-compressed	-1.7%	-0.7%	-0.9%	+13.1%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -9.4%
Vortex (geomean): 1.077x ➖
Parquet (geomean): 1.188x ➖
Shifts: Parquet (control) +18.8% · Median polish +7.1%

---

datafusion / vortex-file-compressed (1.076x ➖, 0↑ 4↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	180776182	195647313	0.92
tpch_q02/datafusion:vortex-file-compressed	423849023	466186551	0.91
tpch_q03/datafusion:vortex-file-compressed	406441179	425016431	0.96
tpch_q04/datafusion:vortex-file-compressed	225924505	199563626	1.13
tpch_q05/datafusion:vortex-file-compressed	529467117	413960111	1.28
tpch_q06/datafusion:vortex-file-compressed 🚨	338627839	254663613	1.33
tpch_q07/datafusion:vortex-file-compressed 🚨	513857027	367376065	1.40
tpch_q08/datafusion:vortex-file-compressed 🚨	667912449	466864829	1.43
tpch_q09/datafusion:vortex-file-compressed	410095507	467106646	0.88
tpch_q10/datafusion:vortex-file-compressed	506385126	526720155	0.96
tpch_q11/datafusion:vortex-file-compressed	326346818	382718324	0.85
tpch_q12/datafusion:vortex-file-compressed	490521928	406932863	1.21
tpch_q13/datafusion:vortex-file-compressed	257195056	216064104	1.19
tpch_q14/datafusion:vortex-file-compressed	193258928	171242141	1.13
tpch_q15/datafusion:vortex-file-compressed	383822870	303758111	1.26
tpch_q16/datafusion:vortex-file-compressed	176420350	166296691	1.06
tpch_q17/datafusion:vortex-file-compressed	390061934	340537465	1.15
tpch_q18/datafusion:vortex-file-compressed	310718265	310654571	1.00
tpch_q19/datafusion:vortex-file-compressed 🚨	442910676	332152978	1.33
tpch_q20/datafusion:vortex-file-compressed	339501338	388637108	0.87
tpch_q21/datafusion:vortex-file-compressed	462017386	648759179	0.71
tpch_q22/datafusion:vortex-file-compressed	157255978	143742094	1.09

datafusion / vortex-compact (1.059x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	270305062	247470030	1.09
tpch_q02/datafusion:vortex-compact	473560314	412074734	1.15
tpch_q03/datafusion:vortex-compact	359324485	285484946	1.26
tpch_q04/datafusion:vortex-compact	256863497	223917681	1.15
tpch_q05/datafusion:vortex-compact	389015512	383566168	1.01
tpch_q06/datafusion:vortex-compact	343703501	339327924	1.01
tpch_q07/datafusion:vortex-compact	542144230	426503960	1.27
tpch_q08/datafusion:vortex-compact	476485506	501989767	0.95
tpch_q09/datafusion:vortex-compact	349611057	382238437	0.91
tpch_q10/datafusion:vortex-compact	453682790	453810984	1.00
tpch_q11/datafusion:vortex-compact	302325637	316426433	0.96
tpch_q12/datafusion:vortex-compact	384904317	413083923	0.93
tpch_q13/datafusion:vortex-compact	213597254	215577617	0.99
tpch_q14/datafusion:vortex-compact	259254948	248741496	1.04
tpch_q15/datafusion:vortex-compact	507981871	410812833	1.24
tpch_q16/datafusion:vortex-compact	165300229	154479940	1.07
tpch_q17/datafusion:vortex-compact	325500331	341471023	0.95
tpch_q18/datafusion:vortex-compact	352084452	272103621	1.29
tpch_q19/datafusion:vortex-compact	373356918	407143449	0.92
tpch_q20/datafusion:vortex-compact	451368305	442434608	1.02
tpch_q21/datafusion:vortex-compact	503166065	453210782	1.11
tpch_q22/datafusion:vortex-compact	129004642	117783995	1.10

datafusion / parquet (1.306x ❌, 0↑ 11↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	273677403	235987900	1.16
tpch_q02/datafusion:parquet 🚨	649766195	408256253	1.59
tpch_q03/datafusion:parquet 🚨	402035263	309032203	1.30
tpch_q04/datafusion:parquet 🚨	244766934	143761497	1.70
tpch_q05/datafusion:parquet 🚨	671997477	469711130	1.43
tpch_q06/datafusion:parquet 🚨	197191231	142889331	1.38
tpch_q07/datafusion:parquet 🚨	619515108	457998523	1.35
tpch_q08/datafusion:parquet 🚨	893583419	582417768	1.53
tpch_q09/datafusion:parquet	596429085	459434661	1.30
tpch_q10/datafusion:parquet	631220053	518036301	1.22
tpch_q11/datafusion:parquet	355054466	354972183	1.00
tpch_q12/datafusion:parquet	299037317	257079623	1.16
tpch_q13/datafusion:parquet	447862550	438341742	1.02
tpch_q14/datafusion:parquet	227939673	193692308	1.18
tpch_q15/datafusion:parquet 🚨	398835440	284264646	1.40
tpch_q16/datafusion:parquet	193769296	169478480	1.14
tpch_q17/datafusion:parquet 🚨	592020997	362460885	1.63
tpch_q18/datafusion:parquet 🚨	673392546	452444070	1.49
tpch_q19/datafusion:parquet 🚨	419529676	309647936	1.35
tpch_q20/datafusion:parquet	404185465	316942753	1.28
tpch_q21/datafusion:parquet	613255357	504085059	1.22
tpch_q22/datafusion:parquet	154898572	131582283	1.18

duckdb / vortex-file-compressed (1.084x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	246463159	256225822	0.96
tpch_q02/duckdb:vortex-file-compressed	965726327	850155763	1.14
tpch_q03/duckdb:vortex-file-compressed	645119167	549479879	1.17
tpch_q04/duckdb:vortex-file-compressed	397968633	369273383	1.08
tpch_q05/duckdb:vortex-file-compressed	940038078	876252281	1.07
tpch_q06/duckdb:vortex-file-compressed	420956264	401413636	1.05
tpch_q07/duckdb:vortex-file-compressed	755161955	694499765	1.09
tpch_q08/duckdb:vortex-file-compressed	905678348	873389892	1.04
tpch_q09/duckdb:vortex-file-compressed	878840088	842645930	1.04
tpch_q10/duckdb:vortex-file-compressed	752819509	709974726	1.06
tpch_q11/duckdb:vortex-file-compressed	604244195	491989860	1.23
tpch_q12/duckdb:vortex-file-compressed 🚨	599220896	456881708	1.31
tpch_q13/duckdb:vortex-file-compressed	445845150	426274655	1.05
tpch_q14/duckdb:vortex-file-compressed	422729555	415288344	1.02
tpch_q15/duckdb:vortex-file-compressed	298392064	291412419	1.02
tpch_q16/duckdb:vortex-file-compressed	354923878	340535781	1.04
tpch_q17/duckdb:vortex-file-compressed	630045552	610199057	1.03
tpch_q18/duckdb:vortex-file-compressed	551864608	487752079	1.13
tpch_q19/duckdb:vortex-file-compressed	450902068	389491829	1.16
tpch_q20/duckdb:vortex-file-compressed	823902198	734197772	1.12
tpch_q21/duckdb:vortex-file-compressed	1072701066	1026711876	1.04
tpch_q22/duckdb:vortex-file-compressed	360879810	344382322	1.05

duckdb / vortex-compact (1.088x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	297024339	271715686	1.09
tpch_q02/duckdb:vortex-compact	841987782	836130601	1.01
tpch_q03/duckdb:vortex-compact	613993915	513132569	1.20
tpch_q04/duckdb:vortex-compact	333373760	309758276	1.08
tpch_q05/duckdb:vortex-compact	872152306	757242615	1.15
tpch_q06/duckdb:vortex-compact	406849894	362045359	1.12
tpch_q07/duckdb:vortex-compact	728298404	664068499	1.10
tpch_q08/duckdb:vortex-compact	889135504	795226305	1.12
tpch_q09/duckdb:vortex-compact	906044445	751801341	1.21
tpch_q10/duckdb:vortex-compact	643305539	592295317	1.09
tpch_q11/duckdb:vortex-compact	475447218	438111555	1.09
tpch_q12/duckdb:vortex-compact	447739939	381621999	1.17
tpch_q13/duckdb:vortex-compact	481167480	410175251	1.17
tpch_q14/duckdb:vortex-compact	473352979	410248815	1.15
tpch_q15/duckdb:vortex-compact	251413102	275933613	0.91
tpch_q16/duckdb:vortex-compact	355677587	317564095	1.12
tpch_q17/duckdb:vortex-compact	597171890	572328432	1.04
tpch_q18/duckdb:vortex-compact	412904535	459850693	0.90
tpch_q19/duckdb:vortex-compact	443681208	435617743	1.02
tpch_q20/duckdb:vortex-compact	899851425	785911123	1.14
tpch_q21/duckdb:vortex-compact	1029645303	971896573	1.06
tpch_q22/duckdb:vortex-compact	331402071	309968084	1.07

duckdb / parquet (1.081x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	533822227	472072300	1.13
tpch_q02/duckdb:parquet	1336201217	1297314528	1.03
tpch_q03/duckdb:parquet	1135767277	958765230	1.18
tpch_q04/duckdb:parquet 🚨	734154106	557987821	1.32
tpch_q05/duckdb:parquet	1615831371	1459684609	1.11
tpch_q06/duckdb:parquet	482141503	410708443	1.17
tpch_q07/duckdb:parquet	1217215492	1197473559	1.02
tpch_q08/duckdb:parquet	1732966222	1587816342	1.09
tpch_q09/duckdb:parquet	1360156476	1263586009	1.08
tpch_q10/duckdb:parquet	1302010199	1307128791	1.00
tpch_q11/duckdb:parquet	892680169	782539756	1.14
tpch_q12/duckdb:parquet	611026080	544697427	1.12
tpch_q13/duckdb:parquet	871367222	875142033	1.00
tpch_q14/duckdb:parquet	645618028	715457626	0.90
tpch_q15/duckdb:parquet	546201279	505017564	1.08
tpch_q16/duckdb:parquet	602949827	483083870	1.25
tpch_q17/duckdb:parquet	783347960	727837419	1.08
tpch_q18/duckdb:parquet	797166657	835999458	0.95
tpch_q19/duckdb:parquet	901844715	781850492	1.15
tpch_q20/duckdb:parquet	999617757	1010347871	0.99
tpch_q21/duckdb:parquet	1348007474	1212447975	1.11
tpch_q22/duckdb:parquet	507750626	523818006	0.97

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+9.2%	+14.5%	-4.6%	+134.0%	➖ noise
1	datafusion:vortex-file-compressed	-7.6%	+14.5%	-19.3%	+166.3%	➖ noise
1	duckdb:vortex-compact	+9.3%	+14.5%	-4.5%	+49.1%	➖ noise
1	duckdb:vortex-file-compressed	-3.8%	+14.5%	-16.0%	+41.3%	➖ noise
2	datafusion:vortex-compact	+14.9%	+28.0%	-10.2%	+32.2%	➖ noise
2	datafusion:vortex-file-compressed	-9.1%	+28.0%	-29.0%	+39.9%	✅ faster
2	duckdb:vortex-compact	+0.7%	+28.0%	-21.3%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+13.6%	+28.0%	-11.3%	+30.0%	➖ noise
3	datafusion:vortex-compact	+25.9%	+24.1%	+1.4%	+87.7%	➖ noise
3	datafusion:vortex-file-compressed	-4.4%	+24.1%	-23.0%	+87.4%	➖ noise
3	duckdb:vortex-compact	+19.7%	+24.1%	-3.6%	+38.0%	➖ noise
3	duckdb:vortex-file-compressed	+17.4%	+24.1%	-5.4%	+38.8%	➖ noise
4	datafusion:vortex-compact	+14.7%	+49.7%	-23.4%	+36.2%	➖ noise
4	datafusion:vortex-file-compressed	+13.2%	+49.7%	-24.4%	+61.1%	➖ noise
4	duckdb:vortex-compact	+7.6%	+49.7%	-28.1%	+30.0%	✅ faster
4	duckdb:vortex-file-compressed	+7.8%	+49.7%	-28.0%	+32.3%	✅ faster
5	datafusion:vortex-compact	+1.4%	+25.8%	-19.4%	+38.4%	➖ noise
5	datafusion:vortex-file-compressed	+27.9%	+25.8%	+1.6%	+30.0%	➖ noise
5	duckdb:vortex-compact	+15.2%	+25.8%	-8.5%	+32.4%	➖ noise
5	duckdb:vortex-file-compressed	+7.3%	+25.8%	-14.8%	+30.0%	➖ noise
6	datafusion:vortex-compact	+1.3%	+27.3%	-20.4%	+32.4%	➖ noise
6	datafusion:vortex-file-compressed	+33.0%	+27.3%	+4.5%	+59.8%	➖ noise
6	duckdb:vortex-compact	+12.4%	+27.3%	-11.7%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+4.9%	+27.3%	-17.6%	+30.8%	➖ noise
7	datafusion:vortex-compact	+27.1%	+17.3%	+8.4%	+31.3%	➖ noise
7	datafusion:vortex-file-compressed	+39.9%	+17.3%	+19.3%	+36.6%	➖ noise
7	duckdb:vortex-compact	+9.7%	+17.3%	-6.5%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+8.7%	+17.3%	-7.3%	+30.0%	➖ noise
8	datafusion:vortex-compact	-5.1%	+29.4%	-26.6%	+30.0%	✅ faster
8	datafusion:vortex-file-compressed	+43.1%	+29.4%	+10.6%	+30.0%	➖ noise
8	duckdb:vortex-compact	+11.8%	+29.4%	-13.6%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+3.7%	+29.4%	-19.9%	+30.0%	➖ noise
9	datafusion:vortex-compact	-8.5%	+18.2%	-22.6%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	-12.2%	+18.2%	-25.7%	+40.6%	➖ noise
9	duckdb:vortex-compact	+20.5%	+18.2%	+1.9%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+4.3%	+18.2%	-11.8%	+30.0%	➖ noise
10	datafusion:vortex-compact	-0.0%	+10.2%	-9.3%	+30.2%	➖ noise
10	datafusion:vortex-file-compressed	-3.9%	+10.2%	-12.7%	+30.0%	➖ noise
10	duckdb:vortex-compact	+8.6%	+10.2%	-1.4%	+42.0%	➖ noise
10	duckdb:vortex-file-compressed	+6.0%	+10.2%	-3.8%	+30.0%	➖ noise
11	datafusion:vortex-compact	-4.5%	+6.8%	-10.6%	+48.2%	➖ noise
11	datafusion:vortex-file-compressed	-14.7%	+6.8%	-20.2%	+31.8%	➖ noise
11	duckdb:vortex-compact	+8.5%	+6.8%	+1.6%	+30.0%	➖ noise
11	duckdb:vortex-file-compressed	+22.8%	+6.8%	+15.0%	+30.7%	➖ noise
12	datafusion:vortex-compact	-6.8%	+14.2%	-18.4%	+32.1%	➖ noise
12	datafusion:vortex-file-compressed	+20.5%	+14.2%	+5.5%	+30.0%	➖ noise
12	duckdb:vortex-compact	+17.3%	+14.2%	+2.7%	+30.0%	➖ noise
12	duckdb:vortex-file-compressed	+31.2%	+14.2%	+14.8%	+30.0%	➖ noise
13	datafusion:vortex-compact	-0.9%	+0.9%	-1.8%	+43.4%	➖ noise
13	datafusion:vortex-file-compressed	+19.0%	+0.9%	+18.0%	+99.7%	➖ noise
13	duckdb:vortex-compact	+17.3%	+0.9%	+16.3%	+30.0%	➖ noise
13	duckdb:vortex-file-compressed	+4.6%	+0.9%	+3.7%	+32.6%	➖ noise
14	datafusion:vortex-compact	+4.2%	+3.1%	+1.1%	+34.7%	➖ noise
14	datafusion:vortex-file-compressed	+12.9%	+3.1%	+9.5%	+30.0%	➖ noise
14	duckdb:vortex-compact	+15.4%	+3.1%	+12.0%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	+1.8%	+3.1%	-1.2%	+30.4%	➖ noise
15	datafusion:vortex-compact	+23.7%	+23.2%	+0.4%	+32.7%	➖ noise
15	datafusion:vortex-file-compressed	+26.4%	+23.2%	+2.6%	+56.8%	➖ noise
15	duckdb:vortex-compact	-8.9%	+23.2%	-26.0%	+38.0%	➖ noise
15	duckdb:vortex-file-compressed	+2.4%	+23.2%	-16.9%	+52.9%	➖ noise
16	datafusion:vortex-compact	+7.0%	+19.5%	-10.4%	+30.0%	➖ noise
16	datafusion:vortex-file-compressed	+6.1%	+19.5%	-11.2%	+30.0%	➖ noise
16	duckdb:vortex-compact	+12.0%	+19.5%	-6.2%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+4.2%	+19.5%	-12.8%	+30.0%	➖ noise
17	datafusion:vortex-compact	-4.7%	+32.6%	-28.1%	+38.0%	✅ faster
17	datafusion:vortex-file-compressed	+14.5%	+32.6%	-13.6%	+41.6%	➖ noise
17	duckdb:vortex-compact	+4.3%	+32.6%	-21.3%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	+3.3%	+32.6%	-22.1%	+30.0%	➖ noise
18	datafusion:vortex-compact	+29.4%	+19.1%	+8.6%	+45.1%	➖ noise
18	datafusion:vortex-file-compressed	+0.0%	+19.1%	-16.0%	+137.4%	➖ noise
18	duckdb:vortex-compact	-10.2%	+19.1%	-24.6%	+30.0%	✅ faster
18	duckdb:vortex-file-compressed	+13.1%	+19.1%	-5.0%	+30.0%	➖ noise
19	datafusion:vortex-compact	-8.3%	+25.0%	-26.6%	+33.0%	✅ faster
19	datafusion:vortex-file-compressed	+33.3%	+25.0%	+6.7%	+34.9%	➖ noise
19	duckdb:vortex-compact	+1.9%	+25.0%	-18.5%	+37.1%	➖ noise
19	duckdb:vortex-file-compressed	+15.8%	+25.0%	-7.4%	+42.9%	➖ noise
20	datafusion:vortex-compact	+2.0%	+12.3%	-9.2%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	-12.6%	+12.3%	-22.2%	+30.0%	➖ noise
20	duckdb:vortex-compact	+14.5%	+12.3%	+1.9%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+12.2%	+12.3%	-0.1%	+30.0%	➖ noise
21	datafusion:vortex-compact	+11.0%	+16.3%	-4.5%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	-28.8%	+16.3%	-38.8%	+30.0%	✅ faster
21	duckdb:vortex-compact	+5.9%	+16.3%	-8.9%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+4.5%	+16.3%	-10.2%	+30.0%	➖ noise
22	datafusion:vortex-compact	+9.5%	+6.8%	+2.5%	+30.0%	➖ noise
22	datafusion:vortex-file-compressed	+9.4%	+6.8%	+2.4%	+47.7%	➖ noise
22	duckdb:vortex-compact	+6.9%	+6.8%	+0.1%	+30.6%	➖ noise
22	duckdb:vortex-file-compressed	+4.8%	+6.8%	-1.9%	+32.1%	➖ noise

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -2.5%
Vortex (geomean): 1.052x ➖
Parquet (geomean): 1.079x ➖
Shifts: Parquet (control) +7.9% · Median polish +4.9%

---

datafusion / vortex-file-compressed (1.106x ➖, 0↑ 2↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚨	52796293	36469461	1.45
fineweb_q01/datafusion:vortex-file-compressed 🚨	713398366	529827821	1.35
fineweb_q02/datafusion:vortex-file-compressed	549800519	526899435	1.04
fineweb_q03/datafusion:vortex-file-compressed	1408830135	1450931170	0.97
fineweb_q04/datafusion:vortex-file-compressed	1410592969	1380544485	1.02
fineweb_q05/datafusion:vortex-file-compressed	1410676249	1319003018	1.07
fineweb_q06/datafusion:vortex-file-compressed	1512773757	1508863463	1.00
fineweb_q07/datafusion:vortex-file-compressed	1391708100	1306095721	1.07
fineweb_q08/datafusion:vortex-file-compressed	561353519	522056229	1.08

datafusion / vortex-compact (1.044x ➖, 1↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚀	35373445	52285024	0.68
fineweb_q01/datafusion:vortex-compact 🚨	811051486	504136444	1.61
fineweb_q02/datafusion:vortex-compact	660613997	655598478	1.01
fineweb_q03/datafusion:vortex-compact	1873701541	1805899554	1.04
fineweb_q04/datafusion:vortex-compact	2197085239	2186968873	1.00
fineweb_q05/datafusion:vortex-compact	1664803399	1703349264	0.98
fineweb_q06/datafusion:vortex-compact	1473307588	1452287368	1.01
fineweb_q07/datafusion:vortex-compact	1686008006	1373270608	1.23
fineweb_q08/datafusion:vortex-compact	422915997	398350131	1.06

datafusion / parquet (1.084x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1255112448	1152288569	1.09
fineweb_q01/datafusion:parquet	1771041732	1992781035	0.89
fineweb_q02/datafusion:parquet	1902144017	1796969997	1.06
fineweb_q03/datafusion:parquet	1881452178	1635337333	1.15
fineweb_q04/datafusion:parquet	1836049630	1804588469	1.02
fineweb_q05/datafusion:parquet	1784936837	1786597946	1.00
fineweb_q06/datafusion:parquet	1880615327	1755400915	1.07
fineweb_q07/datafusion:parquet	2118977225	1689822296	1.25
fineweb_q08/datafusion:parquet	2145929020	1672255441	1.28

duckdb / vortex-file-compressed (1.069x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed 🚨	111270629	84553225	1.32
fineweb_q01/duckdb:vortex-file-compressed	575848315	526321256	1.09
fineweb_q02/duckdb:vortex-file-compressed	462565860	433790252	1.07
fineweb_q03/duckdb:vortex-file-compressed	1504544440	1434389245	1.05
fineweb_q04/duckdb:vortex-file-compressed	1487517782	1453297788	1.02
fineweb_q05/duckdb:vortex-file-compressed	1463066563	1421396787	1.03
fineweb_q06/duckdb:vortex-file-compressed	1650788891	1610995957	1.02
fineweb_q07/duckdb:vortex-file-compressed	1470741290	1380384234	1.07
fineweb_q08/duckdb:vortex-file-compressed	642888271	651248110	0.99

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

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	79606411	112440532	0.71
fineweb_q01/duckdb:vortex-compact	492627474	489994589	1.01
fineweb_q02/duckdb:vortex-compact	567908041	541749328	1.05
fineweb_q03/duckdb:vortex-compact	1612487059	1610709434	1.00
fineweb_q04/duckdb:vortex-compact	1675203606	1649114211	1.02
fineweb_q05/duckdb:vortex-compact	1520778797	1410668329	1.08
fineweb_q06/duckdb:vortex-compact	1464591948	1364762587	1.07
fineweb_q07/duckdb:vortex-compact	1373871844	1251425872	1.10
fineweb_q08/duckdb:vortex-compact	482332988	496762062	0.97

duckdb / parquet (1.074x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1072094958	1040000354	1.03
fineweb_q01/duckdb:parquet	1713692797	1553519218	1.10
fineweb_q02/duckdb:parquet	1712364365	1492194204	1.15
fineweb_q03/duckdb:parquet	4190532756	3814063380	1.10
fineweb_q04/duckdb:parquet	1857437819	1784895447	1.04
fineweb_q05/duckdb:parquet	2809397781	2583606509	1.09
fineweb_q06/duckdb:parquet	3432724867	3312677178	1.04
fineweb_q07/duckdb:parquet	4000514814	3779783325	1.06
fineweb_q08/duckdb:parquet	1090468941	1017251553	1.07

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-32.3%	+6.0%	-36.2%	+163.4%	➖ noise
0	datafusion:vortex-file-compressed	+44.8%	+6.0%	+36.6%	+162.4%	➖ noise
0	duckdb:vortex-compact	-29.2%	+6.0%	-33.2%	+66.1%	➖ noise
0	duckdb:vortex-file-compressed	+31.6%	+6.0%	+24.2%	+45.5%	➖ noise
1	datafusion:vortex-compact	+60.9%	-1.0%	+62.5%	+56.3%	🚨 regression
1	datafusion:vortex-file-compressed	+34.6%	-1.0%	+36.0%	+81.8%	➖ noise
1	duckdb:vortex-compact	+0.5%	-1.0%	+1.5%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	+9.4%	-1.0%	+10.5%	+36.4%	➖ noise
2	datafusion:vortex-compact	+0.8%	+10.2%	-8.6%	+30.0%	➖ noise
2	datafusion:vortex-file-compressed	+4.3%	+10.2%	-5.3%	+39.4%	➖ noise
2	duckdb:vortex-compact	+4.8%	+10.2%	-4.9%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+6.6%	+10.2%	-3.2%	+30.0%	➖ noise
3	datafusion:vortex-compact	+3.8%	+12.4%	-7.7%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	-2.9%	+12.4%	-13.6%	+30.0%	➖ noise
3	duckdb:vortex-compact	+0.1%	+12.4%	-11.0%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+4.9%	+12.4%	-6.7%	+30.0%	➖ noise
4	datafusion:vortex-compact	+0.5%	+2.9%	-2.4%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	+2.2%	+2.9%	-0.7%	+30.0%	➖ noise
4	duckdb:vortex-compact	+1.6%	+2.9%	-1.3%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+2.4%	+2.9%	-0.5%	+30.0%	➖ noise
5	datafusion:vortex-compact	-2.3%	+4.2%	-6.2%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+7.0%	+4.2%	+2.6%	+30.0%	➖ noise
5	duckdb:vortex-compact	+7.8%	+4.2%	+3.4%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+2.9%	+4.2%	-1.2%	+30.0%	➖ noise
6	datafusion:vortex-compact	+1.4%	+5.4%	-3.7%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	+0.3%	+5.4%	-4.8%	+30.0%	➖ noise
6	duckdb:vortex-compact	+7.3%	+5.4%	+1.9%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+2.5%	+5.4%	-2.7%	+30.0%	➖ noise
7	datafusion:vortex-compact	+22.8%	+15.2%	+6.6%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	+6.6%	+15.2%	-7.5%	+30.0%	➖ noise
7	duckdb:vortex-compact	+9.8%	+15.2%	-4.7%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+6.5%	+15.2%	-7.5%	+30.0%	➖ noise
8	datafusion:vortex-compact	+6.2%	+17.3%	-9.5%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+7.5%	+17.3%	-8.3%	+30.0%	➖ noise
8	duckdb:vortex-compact	-2.9%	+17.3%	-17.2%	+56.2%	➖ noise
8	duckdb:vortex-file-compressed	-1.3%	+17.3%	-15.8%	+30.0%	➖ noise

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +2.5%
Vortex (geomean): 1.039x ➖
Parquet (geomean): 1.014x ➖
Shifts: Parquet (control) +1.4% · Median polish +1.2%

---

duckdb / vortex-file-compressed (1.062x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	11413533	10747937	1.06
statpopgen_q01/duckdb:vortex-file-compressed 🚨	28530218	19047819	1.50
statpopgen_q02/duckdb:vortex-file-compressed	1334330388	1315816313	1.01
statpopgen_q03/duckdb:vortex-file-compressed	3070426562	2990836897	1.03
statpopgen_q04/duckdb:vortex-file-compressed	3101380838	3074955251	1.01
statpopgen_q05/duckdb:vortex-file-compressed	1428608290	1386934254	1.03
statpopgen_q06/duckdb:vortex-file-compressed	2059797438	2040370479	1.01
statpopgen_q07/duckdb:vortex-file-compressed	218033224	205549072	1.06
statpopgen_q08/duckdb:vortex-file-compressed	224004377	219199574	1.02
statpopgen_q09/duckdb:vortex-file-compressed	2896975733	2875321097	1.01
statpopgen_q10/duckdb:vortex-file-compressed	4677251799	4557430375	1.03

duckdb / vortex-compact (1.017x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	11212927	11065220	1.01
statpopgen_q01/duckdb:vortex-compact	168982655	166847854	1.01
statpopgen_q02/duckdb:vortex-compact	1849573492	1803612651	1.03
statpopgen_q03/duckdb:vortex-compact	3544696704	3506085925	1.01
statpopgen_q04/duckdb:vortex-compact	3564054270	3540425088	1.01
statpopgen_q05/duckdb:vortex-compact	1898249255	1818741633	1.04
statpopgen_q06/duckdb:vortex-compact	2720792422	2705610814	1.01
statpopgen_q07/duckdb:vortex-compact	978769315	964891783	1.01
statpopgen_q08/duckdb:vortex-compact	1015496828	991678483	1.02
statpopgen_q09/duckdb:vortex-compact	3391898811	3315342906	1.02
statpopgen_q10/duckdb:vortex-compact	5466803289	5442493127	1.00

duckdb / parquet (1.014x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	322753108	317050842	1.02
statpopgen_q01/duckdb:parquet	411176955	399032284	1.03
statpopgen_q02/duckdb:parquet	1008298932	998066313	1.01
statpopgen_q03/duckdb:parquet	1516455875	1513933876	1.00
statpopgen_q04/duckdb:parquet	1528886286	1523860020	1.00
statpopgen_q05/duckdb:parquet	1025492744	1003737699	1.02
statpopgen_q06/duckdb:parquet	1498432811	1474581111	1.02
statpopgen_q07/duckdb:parquet	1907814312	1867284414	1.02
statpopgen_q08/duckdb:parquet	1908829914	1877502070	1.02
statpopgen_q09/duckdb:parquet	1388067267	1374640842	1.01
statpopgen_q10/duckdb:parquet	2684728644	2675885101	1.00

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	+1.3%	+1.8%	-0.5%	+18.7%	➖ noise
0	duckdb:vortex-file-compressed	+6.2%	+1.8%	+4.3%	+10.0%	➖ noise
1	duckdb:vortex-compact	+1.3%	+3.0%	-1.7%	+26.3%	➖ noise
1	duckdb:vortex-file-compressed	+49.8%	+3.0%	+45.4%	+251.1%	➖ noise
2	duckdb:vortex-compact	+2.5%	+1.0%	+1.5%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+1.4%	+1.0%	+0.4%	+10.0%	➖ noise
3	duckdb:vortex-compact	+1.1%	+0.2%	+0.9%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+2.7%	+0.2%	+2.5%	+10.0%	➖ noise
4	duckdb:vortex-compact	+0.7%	+0.3%	+0.3%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+0.9%	+0.3%	+0.5%	+10.0%	➖ noise
5	duckdb:vortex-compact	+4.4%	+2.2%	+2.2%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+3.0%	+2.2%	+0.8%	+10.0%	➖ noise
6	duckdb:vortex-compact	+0.6%	+1.6%	-1.0%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+1.0%	+1.6%	-0.7%	+10.0%	➖ noise
7	duckdb:vortex-compact	+1.4%	+2.2%	-0.7%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+6.1%	+2.2%	+3.8%	+10.0%	➖ noise
8	duckdb:vortex-compact	+2.4%	+1.7%	+0.7%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+2.2%	+1.7%	+0.5%	+10.0%	➖ noise
9	duckdb:vortex-compact	+2.3%	+1.0%	+1.3%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+0.8%	+1.0%	-0.2%	+10.0%	➖ noise
10	duckdb:vortex-compact	+0.4%	+0.3%	+0.1%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+2.6%	+0.3%	+2.3%	+10.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -6.0%
Vortex (geomean): 1.068x ➖
Parquet (geomean): 1.136x ➖
Shifts: Parquet (control) +13.6% · Median polish +6.5%

---

datafusion / vortex-file-compressed (1.075x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	668023201	691660479	0.97
tpch_q02/datafusion:vortex-file-compressed	661110993	675548084	0.98
tpch_q03/datafusion:vortex-file-compressed	777733057	724248967	1.07
tpch_q04/datafusion:vortex-file-compressed	687629627	587198470	1.17
tpch_q05/datafusion:vortex-file-compressed	976711827	929703911	1.05
tpch_q06/datafusion:vortex-file-compressed	634606371	637327953	1.00
tpch_q07/datafusion:vortex-file-compressed	1025361372	1058214620	0.97
tpch_q08/datafusion:vortex-file-compressed	1159270145	1132656234	1.02
tpch_q09/datafusion:vortex-file-compressed	1380089716	1442146622	0.96
tpch_q10/datafusion:vortex-file-compressed	1287661040	1003384442	1.28
tpch_q11/datafusion:vortex-file-compressed	525564944	536941182	0.98
tpch_q12/datafusion:vortex-file-compressed	1057595827	867688588	1.22
tpch_q13/datafusion:vortex-file-compressed	440620557	426134689	1.03
tpch_q14/datafusion:vortex-file-compressed	584432016	546063387	1.07
tpch_q15/datafusion:vortex-file-compressed	1166704097	1054807260	1.11
tpch_q16/datafusion:vortex-file-compressed	373806990	312821440	1.19
tpch_q17/datafusion:vortex-file-compressed	1156969201	1118127498	1.03
tpch_q18/datafusion:vortex-file-compressed	1249123302	1291813826	0.97
tpch_q19/datafusion:vortex-file-compressed	725290291	656947093	1.10
tpch_q20/datafusion:vortex-file-compressed	930562238	890579742	1.04
tpch_q21/datafusion:vortex-file-compressed	1617194434	1598256687	1.01
tpch_q22/datafusion:vortex-file-compressed 🚨	483790543	306304873	1.58

datafusion / vortex-compact (1.033x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	872989967	675846157	1.29
tpch_q02/datafusion:vortex-compact	767335720	845620220	0.91
tpch_q03/datafusion:vortex-compact	886608586	697890202	1.27
tpch_q04/datafusion:vortex-compact	543523811	495601844	1.10
tpch_q05/datafusion:vortex-compact	977489287	860583241	1.14
tpch_q06/datafusion:vortex-compact	611873489	556515862	1.10
tpch_q07/datafusion:vortex-compact	1029735924	950161549	1.08
tpch_q08/datafusion:vortex-compact	1008970200	1009807520	1.00
tpch_q09/datafusion:vortex-compact	1193099284	1138159137	1.05
tpch_q10/datafusion:vortex-compact	826428375	892039794	0.93
tpch_q11/datafusion:vortex-compact	388749997	470393583	0.83
tpch_q12/datafusion:vortex-compact	750134671	765321395	0.98
tpch_q13/datafusion:vortex-compact	391950352	390151983	1.00
tpch_q14/datafusion:vortex-compact	556418258	535375939	1.04
tpch_q15/datafusion:vortex-compact	1048944031	1040439658	1.01
tpch_q16/datafusion:vortex-compact	287274634	304795292	0.94
tpch_q17/datafusion:vortex-compact	1104250409	1099413103	1.00
tpch_q18/datafusion:vortex-compact	1089650837	1066526373	1.02
tpch_q19/datafusion:vortex-compact	595799997	600421612	0.99
tpch_q20/datafusion:vortex-compact	874929472	774723406	1.13
tpch_q21/datafusion:vortex-compact	1382790821	1350978877	1.02
tpch_q22/datafusion:vortex-compact	363330066	362852218	1.00

datafusion / parquet (1.137x ➖, 0↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	890678575	875445354	1.02
tpch_q02/datafusion:parquet	953214307	845375745	1.13
tpch_q03/datafusion:parquet	1013431910	883644781	1.15
tpch_q04/datafusion:parquet	490425543	564760786	0.87
tpch_q05/datafusion:parquet	1185750898	1121654138	1.06
tpch_q06/datafusion:parquet	536063799	497319938	1.08
tpch_q07/datafusion:parquet	1341762298	1246400163	1.08
tpch_q08/datafusion:parquet	1605059341	1501240524	1.07
tpch_q09/datafusion:parquet	1698167602	1719463248	0.99
tpch_q10/datafusion:parquet	2202643329	2012967078	1.09
tpch_q11/datafusion:parquet 🚨	883679429	469262287	1.88
tpch_q12/datafusion:parquet	853587192	710956896	1.20
tpch_q13/datafusion:parquet 🚨	1087592999	676177824	1.61
tpch_q14/datafusion:parquet	897749952	772193022	1.16
tpch_q15/datafusion:parquet	1230674898	1204714539	1.02
tpch_q16/datafusion:parquet	354231713	337719935	1.05
tpch_q17/datafusion:parquet	1433014871	1303578212	1.10
tpch_q18/datafusion:parquet	1470257423	1499730787	0.98
tpch_q19/datafusion:parquet	1144220714	935134169	1.22
tpch_q20/datafusion:parquet	1177665014	1174022874	1.00
tpch_q21/datafusion:parquet	1713896859	1654187107	1.04
tpch_q22/datafusion:parquet 🚨	1083044600	646685595	1.67

duckdb / vortex-file-compressed (1.088x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	619337636	621458042	1.00
tpch_q02/duckdb:vortex-file-compressed	1239860721	1003178598	1.24
tpch_q03/duckdb:vortex-file-compressed	851159506	974485040	0.87
tpch_q04/duckdb:vortex-file-compressed	618013548	601111795	1.03
tpch_q05/duckdb:vortex-file-compressed	1198720225	1018775678	1.18
tpch_q06/duckdb:vortex-file-compressed	803770882	749256069	1.07
tpch_q07/duckdb:vortex-file-compressed	1151623367	985623748	1.17
tpch_q08/duckdb:vortex-file-compressed	1320451575	1357280746	0.97
tpch_q09/duckdb:vortex-file-compressed	1522843207	1517347166	1.00
tpch_q10/duckdb:vortex-file-compressed	1097745869	942235995	1.17
tpch_q11/duckdb:vortex-file-compressed	585096099	572702185	1.02
tpch_q12/duckdb:vortex-file-compressed	786678839	609755293	1.29
tpch_q13/duckdb:vortex-file-compressed	988371019	959214667	1.03
tpch_q14/duckdb:vortex-file-compressed	838542081	786384225	1.07
tpch_q15/duckdb:vortex-file-compressed	502261327	511357951	0.98
tpch_q16/duckdb:vortex-file-compressed	484672564	441574353	1.10
tpch_q17/duckdb:vortex-file-compressed	1008998594	1011441956	1.00
tpch_q18/duckdb:vortex-file-compressed	929608553	819243679	1.13
tpch_q19/duckdb:vortex-file-compressed	840983693	692802815	1.21
tpch_q20/duckdb:vortex-file-compressed	1336373814	1125134312	1.19
tpch_q21/duckdb:vortex-file-compressed	2003227142	1844810313	1.09
tpch_q22/duckdb:vortex-file-compressed	659477184	528857210	1.25

duckdb / vortex-compact (1.079x ➖, 0↑ 1↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	582684227	590504072	0.99
tpch_q02/duckdb:vortex-compact	1101441745	980660031	1.12
tpch_q03/duckdb:vortex-compact	845673174	845616979	1.00
tpch_q04/duckdb:vortex-compact	552220997	474552772	1.16
tpch_q05/duckdb:vortex-compact	987167293	915616574	1.08
tpch_q06/duckdb:vortex-compact	695404741	642598884	1.08
tpch_q07/duckdb:vortex-compact	1044138391	956347145	1.09
tpch_q08/duckdb:vortex-compact	1437949627	1330869007	1.08
tpch_q09/duckdb:vortex-compact	1351858025	1206095882	1.12
tpch_q10/duckdb:vortex-compact 🚨	1611318584	955382481	1.69
tpch_q11/duckdb:vortex-compact	615781457	603536870	1.02
tpch_q12/duckdb:vortex-compact	588027019	658324541	0.89
tpch_q13/duckdb:vortex-compact	836784288	816190537	1.03
tpch_q14/duckdb:vortex-compact	866540506	812516284	1.07
tpch_q15/duckdb:vortex-compact	573750235	524647108	1.09
tpch_q16/duckdb:vortex-compact	339687914	328702701	1.03
tpch_q17/duckdb:vortex-compact	983091238	881382874	1.12
tpch_q18/duckdb:vortex-compact	725261675	804814906	0.90
tpch_q19/duckdb:vortex-compact	747004391	677018985	1.10
tpch_q20/duckdb:vortex-compact	1309273107	1124279418	1.16
tpch_q21/duckdb:vortex-compact	1652948987	1652727355	1.00
tpch_q22/duckdb:vortex-compact	673901076	621228404	1.08

duckdb / parquet (1.135x ➖, 0↑ 0↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	1036683798	839923943	1.23
tpch_q02/duckdb:parquet	1682016410	1424994399	1.18
tpch_q03/duckdb:parquet	1521617715	1510956491	1.01
tpch_q04/duckdb:parquet	1042081147	856642443	1.22
tpch_q05/duckdb:parquet	2160842048	1926160126	1.12
tpch_q06/duckdb:parquet	702716948	655558698	1.07
tpch_q07/duckdb:parquet	1694362787	1522773667	1.11
tpch_q08/duckdb:parquet	2403958209	2167309813	1.11
tpch_q09/duckdb:parquet	2372057985	2107781586	1.13
tpch_q10/duckdb:parquet	3199507157	3008220595	1.06
tpch_q11/duckdb:parquet	912320409	836346111	1.09
tpch_q12/duckdb:parquet	1158166955	899178885	1.29
tpch_q13/duckdb:parquet	1193208162	1132157592	1.05
tpch_q14/duckdb:parquet	1204282083	1086802952	1.11
tpch_q15/duckdb:parquet	915973207	844975642	1.08
tpch_q16/duckdb:parquet	827404919	722400911	1.15
tpch_q17/duckdb:parquet	1360470784	1179333253	1.15
tpch_q18/duckdb:parquet	1586132801	1479898728	1.07
tpch_q19/duckdb:parquet	1708320438	1428788803	1.20
tpch_q20/duckdb:parquet	1792667917	1492277912	1.20
tpch_q21/duckdb:parquet	1984977285	1604850530	1.24
tpch_q22/duckdb:parquet	1050318757	914326113	1.15

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+29.2%	+12.1%	+15.3%	+97.2%	➖ noise
1	datafusion:vortex-file-compressed	-3.4%	+12.1%	-13.8%	+82.4%	➖ noise
1	duckdb:vortex-compact	-1.3%	+12.1%	-11.9%	+35.9%	➖ noise
1	duckdb:vortex-file-compressed	-0.3%	+12.1%	-11.1%	+30.0%	➖ noise
2	datafusion:vortex-compact	-9.3%	+15.4%	-21.3%	+84.2%	➖ noise
2	datafusion:vortex-file-compressed	-2.1%	+15.4%	-15.2%	+84.5%	➖ noise
2	duckdb:vortex-compact	+12.3%	+15.4%	-2.6%	+38.3%	➖ noise
2	duckdb:vortex-file-compressed	+23.6%	+15.4%	+7.1%	+41.7%	➖ noise
3	datafusion:vortex-compact	+27.0%	+7.5%	+18.2%	+79.3%	➖ noise
3	datafusion:vortex-file-compressed	+7.4%	+7.5%	-0.1%	+88.5%	➖ noise
3	duckdb:vortex-compact	+0.0%	+7.5%	-6.9%	+43.8%	➖ noise
3	duckdb:vortex-file-compressed	-12.7%	+7.5%	-18.7%	+46.7%	➖ noise
4	datafusion:vortex-compact	+9.7%	+2.8%	+6.7%	+32.9%	➖ noise
4	datafusion:vortex-file-compressed	+17.1%	+2.8%	+13.9%	+31.5%	➖ noise
4	duckdb:vortex-compact	+16.4%	+2.8%	+13.2%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+2.8%	+2.8%	+0.0%	+30.0%	➖ noise
5	datafusion:vortex-compact	+13.6%	+8.9%	+4.3%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+5.1%	+8.9%	-3.5%	+30.0%	➖ noise
5	duckdb:vortex-compact	+7.8%	+8.9%	-1.0%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+17.7%	+8.9%	+8.0%	+41.2%	➖ noise
6	datafusion:vortex-compact	+9.9%	+7.5%	+2.3%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-0.4%	+7.5%	-7.4%	+30.0%	➖ noise
6	duckdb:vortex-compact	+8.2%	+7.5%	+0.7%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+7.3%	+7.5%	-0.2%	+30.0%	➖ noise
7	datafusion:vortex-compact	+8.4%	+9.4%	-1.0%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-3.1%	+9.4%	-11.5%	+30.0%	➖ noise
7	duckdb:vortex-compact	+9.2%	+9.4%	-0.2%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+16.8%	+9.4%	+6.8%	+30.0%	➖ noise
8	datafusion:vortex-compact	-0.1%	+8.9%	-8.2%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+2.3%	+8.9%	-6.0%	+30.0%	➖ noise
8	duckdb:vortex-compact	+8.0%	+8.9%	-0.8%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	-2.7%	+8.9%	-10.7%	+30.0%	➖ noise
9	datafusion:vortex-compact	+4.8%	+5.4%	-0.6%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	-4.3%	+5.4%	-9.2%	+30.0%	➖ noise
9	duckdb:vortex-compact	+12.1%	+5.4%	+6.3%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+0.4%	+5.4%	-4.8%	+30.0%	➖ noise
10	datafusion:vortex-compact	-7.4%	+7.9%	-14.1%	+30.0%	➖ noise
10	datafusion:vortex-file-compressed	+28.3%	+7.9%	+19.0%	+41.7%	➖ noise
10	duckdb:vortex-compact	+68.7%	+7.9%	+56.3%	+44.0%	🚨 regression
10	duckdb:vortex-file-compressed	+16.5%	+7.9%	+8.0%	+36.2%	➖ noise
11	datafusion:vortex-compact	-17.4%	+43.3%	-42.3%	+30.0%	✅ faster
11	datafusion:vortex-file-compressed	-2.1%	+43.3%	-31.7%	+36.8%	✅ faster
11	duckdb:vortex-compact	+2.0%	+43.3%	-28.8%	+30.0%	✅ faster
11	duckdb:vortex-file-compressed	+2.2%	+43.3%	-28.7%	+30.0%	✅ faster
12	datafusion:vortex-compact	-2.0%	+24.4%	-21.2%	+31.5%	➖ noise
12	datafusion:vortex-file-compressed	+21.9%	+24.4%	-2.0%	+38.5%	➖ noise
12	duckdb:vortex-compact	-10.7%	+24.4%	-28.2%	+36.0%	✅ faster
12	duckdb:vortex-file-compressed	+29.0%	+24.4%	+3.7%	+30.2%	➖ noise
13	datafusion:vortex-compact	+0.5%	+30.2%	-22.8%	+30.0%	➖ noise
13	datafusion:vortex-file-compressed	+3.4%	+30.2%	-20.6%	+52.8%	➖ noise
13	duckdb:vortex-compact	+2.5%	+30.2%	-21.3%	+49.0%	➖ noise
13	duckdb:vortex-file-compressed	+3.0%	+30.2%	-20.9%	+61.7%	➖ noise
14	datafusion:vortex-compact	+3.9%	+13.5%	-8.4%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	+7.0%	+13.5%	-5.7%	+30.0%	➖ noise
14	duckdb:vortex-compact	+6.6%	+13.5%	-6.0%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	+6.6%	+13.5%	-6.1%	+30.0%	➖ noise
15	datafusion:vortex-compact	+0.8%	+5.2%	-4.2%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	+10.6%	+5.2%	+5.1%	+30.0%	➖ noise
15	duckdb:vortex-compact	+9.4%	+5.2%	+3.9%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	-1.8%	+5.2%	-6.7%	+30.0%	➖ noise
16	datafusion:vortex-compact	-5.7%	+9.6%	-14.0%	+43.2%	➖ noise
16	datafusion:vortex-file-compressed	+19.5%	+9.6%	+9.0%	+30.0%	➖ noise
16	duckdb:vortex-compact	+3.3%	+9.6%	-5.7%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+9.8%	+9.6%	+0.1%	+30.0%	➖ noise
17	datafusion:vortex-compact	+0.4%	+12.6%	-10.8%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	+3.5%	+12.6%	-8.1%	+30.0%	➖ noise
17	duckdb:vortex-compact	+11.5%	+12.6%	-1.0%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	-0.2%	+12.6%	-11.4%	+30.0%	➖ noise
18	datafusion:vortex-compact	+2.2%	+2.5%	-0.3%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	-3.3%	+2.5%	-5.7%	+30.0%	➖ noise
18	duckdb:vortex-compact	-9.9%	+2.5%	-12.1%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+13.5%	+2.5%	+10.7%	+30.0%	➖ noise
19	datafusion:vortex-compact	-0.8%	+21.0%	-18.0%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	+10.4%	+21.0%	-8.7%	+30.0%	➖ noise
19	duckdb:vortex-compact	+10.3%	+21.0%	-8.8%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	+21.4%	+21.0%	+0.4%	+30.0%	➖ noise
20	datafusion:vortex-compact	+12.9%	+9.8%	+2.9%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+4.5%	+9.8%	-4.8%	+30.0%	➖ noise
20	duckdb:vortex-compact	+16.5%	+9.8%	+6.1%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+18.8%	+9.8%	+8.2%	+30.0%	➖ noise
21	datafusion:vortex-compact	+2.4%	+13.2%	-9.6%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	+1.2%	+13.2%	-10.6%	+30.0%	➖ noise
21	duckdb:vortex-compact	+0.0%	+13.2%	-11.7%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+8.6%	+13.2%	-4.1%	+30.0%	➖ noise
22	datafusion:vortex-compact	+0.1%	+38.7%	-27.8%	+30.0%	✅ faster
22	datafusion:vortex-file-compressed	+57.9%	+38.7%	+13.9%	+30.0%	➖ noise
22	duckdb:vortex-compact	+8.5%	+38.7%	-21.8%	+39.4%	➖ noise
22	duckdb:vortex-file-compressed	+24.7%	+38.7%	-10.1%	+30.0%	➖ noise

[github-actions]

Benchmarks: Clickbench on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +0.9%
Vortex (geomean): 1.246x ❌
Parquet (geomean): 1.189x ❌
Shifts: Parquet (control) +18.9% · Median polish +18.8%

---

datafusion / vortex-file-compressed (1.285x ❌, 0↑ 40↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed 🚨	2579004	1940607	1.33
clickbench_q01/datafusion:vortex-file-compressed	15515821	14268481	1.09
clickbench_q02/datafusion:vortex-file-compressed 🚨	37881108	33924010	1.12
clickbench_q03/datafusion:vortex-file-compressed 🚨	44579985	36694876	1.21
clickbench_q04/datafusion:vortex-file-compressed 🚨	386541643	307676094	1.26
clickbench_q05/datafusion:vortex-file-compressed 🚨	414048744	319107611	1.30
clickbench_q06/datafusion:vortex-file-compressed 🚨	2744734	2028595	1.35
clickbench_q07/datafusion:vortex-file-compressed 🚨	20481652	17701211	1.16
clickbench_q08/datafusion:vortex-file-compressed 🚨	513614613	369569604	1.39
clickbench_q09/datafusion:vortex-file-compressed 🚨	749719312	550667767	1.36
clickbench_q10/datafusion:vortex-file-compressed 🚨	108662495	74360944	1.46
clickbench_q11/datafusion:vortex-file-compressed 🚨	123594389	84708174	1.46
clickbench_q12/datafusion:vortex-file-compressed 🚨	422864862	280719203	1.51
clickbench_q13/datafusion:vortex-file-compressed 🚨	534926084	419874129	1.27
clickbench_q14/datafusion:vortex-file-compressed 🚨	326725475	252003829	1.30
clickbench_q15/datafusion:vortex-file-compressed 🚨	462429093	367676181	1.26
clickbench_q16/datafusion:vortex-file-compressed 🚨	900541098	689049047	1.31
clickbench_q17/datafusion:vortex-file-compressed 🚨	902869051	677872427	1.33
clickbench_q18/datafusion:vortex-file-compressed 🚨	1844379544	1422366012	1.30
clickbench_q19/datafusion:vortex-file-compressed 🚨	31327782	22598164	1.39
clickbench_q20/datafusion:vortex-file-compressed 🚨	432574422	356035488	1.21
clickbench_q21/datafusion:vortex-file-compressed 🚨	552628737	404536999	1.37
clickbench_q22/datafusion:vortex-file-compressed 🚨	737424275	537195496	1.37
clickbench_q23/datafusion:vortex-file-compressed 🚨	984595582	755079109	1.30
clickbench_q24/datafusion:vortex-file-compressed 🚨	61489660	47316755	1.30
clickbench_q25/datafusion:vortex-file-compressed 🚨	88617613	72304977	1.23
clickbench_q26/datafusion:vortex-file-compressed 🚨	57708219	50093983	1.15
clickbench_q27/datafusion:vortex-file-compressed	888873206	808276425	1.10
clickbench_q28/datafusion:vortex-file-compressed 🚨	7435505038	6726343126	1.11
clickbench_q29/datafusion:vortex-file-compressed	251294203	246535599	1.02
clickbench_q30/datafusion:vortex-file-compressed 🚨	298821666	220083002	1.36
clickbench_q31/datafusion:vortex-file-compressed 🚨	356746165	262748546	1.36
clickbench_q32/datafusion:vortex-file-compressed 🚨	1604398178	1318058161	1.22
clickbench_q33/datafusion:vortex-file-compressed 🚨	1805400823	1419580323	1.27
clickbench_q34/datafusion:vortex-file-compressed 🚨	1801860240	1413958694	1.27
clickbench_q35/datafusion:vortex-file-compressed 🚨	717767798	502536977	1.43
clickbench_q36/datafusion:vortex-file-compressed 🚨	140781190	78318298	1.80
clickbench_q37/datafusion:vortex-file-compressed 🚨	50916639	40606419	1.25
clickbench_q38/datafusion:vortex-file-compressed 🚨	27770507	22865321	1.21
clickbench_q39/datafusion:vortex-file-compressed 🚨	188592336	144826476	1.30
clickbench_q40/datafusion:vortex-file-compressed 🚨	23766450	19166025	1.24
clickbench_q41/datafusion:vortex-file-compressed 🚨	21486649	17198947	1.25
clickbench_q42/datafusion:vortex-file-compressed 🚨	25838629	20232162	1.28

datafusion / parquet (1.219x ❌, 0↑ 40↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet 🚨	2351397	1822344	1.29
clickbench_q01/datafusion:parquet	22938878	21569955	1.06
clickbench_q02/datafusion:parquet	59869877	56979104	1.05
clickbench_q03/datafusion:parquet 🚨	49190079	43125410	1.14
clickbench_q04/datafusion:parquet 🚨	403777336	334292127	1.21
clickbench_q05/datafusion:parquet 🚨	465351509	364142391	1.28
clickbench_q06/datafusion:parquet 🚨	2579565	1879524	1.37
clickbench_q07/datafusion:parquet 🚨	28662737	24978542	1.15
clickbench_q08/datafusion:parquet 🚨	505651510	402570237	1.26
clickbench_q09/datafusion:parquet 🚨	855278257	640566537	1.34
clickbench_q10/datafusion:parquet 🚨	132440833	109450868	1.21
clickbench_q11/datafusion:parquet 🚨	158606792	135028443	1.17
clickbench_q12/datafusion:parquet 🚨	436462102	356750296	1.22
clickbench_q13/datafusion:parquet 🚨	641467414	505228331	1.27
clickbench_q14/datafusion:parquet 🚨	451851609	351526829	1.29
clickbench_q15/datafusion:parquet 🚨	487694976	380459782	1.28
clickbench_q16/datafusion:parquet 🚨	964211162	677892056	1.42
clickbench_q17/datafusion:parquet 🚨	912944438	669566434	1.36
clickbench_q18/datafusion:parquet 🚨	1696724055	1439805123	1.18
clickbench_q19/datafusion:parquet 🚨	38597443	33094942	1.17
clickbench_q20/datafusion:parquet 🚨	708589039	612688237	1.16
clickbench_q21/datafusion:parquet 🚨	771508276	679295757	1.14
clickbench_q22/datafusion:parquet 🚨	1164759590	939460885	1.24
clickbench_q23/datafusion:parquet 🚨	4513421137	3595467245	1.26
clickbench_q24/datafusion:parquet 🚨	101599807	86611608	1.17
clickbench_q25/datafusion:parquet 🚨	159220175	138730427	1.15
clickbench_q26/datafusion:parquet 🚨	96327592	86644837	1.11
clickbench_q27/datafusion:parquet 🚨	1264048266	1039987140	1.22
clickbench_q28/datafusion:parquet	7161274609	6672996590	1.07
clickbench_q29/datafusion:parquet 🚨	270847512	238805643	1.13
clickbench_q30/datafusion:parquet 🚨	437299764	350045039	1.25
clickbench_q31/datafusion:parquet 🚨	475668966	384764050	1.24
clickbench_q32/datafusion:parquet 🚨	1715088980	1269662066	1.35
clickbench_q33/datafusion:parquet 🚨	2028785552	1514678433	1.34
clickbench_q34/datafusion:parquet 🚨	1984145041	1523767074	1.30
clickbench_q35/datafusion:parquet 🚨	692550320	522405268	1.33
clickbench_q36/datafusion:parquet 🚨	183791813	144952433	1.27
clickbench_q37/datafusion:parquet 🚨	70260285	62493438	1.12
clickbench_q38/datafusion:parquet 🚨	107097492	88609140	1.21
clickbench_q39/datafusion:parquet 🚨	319444077	259264200	1.23
clickbench_q40/datafusion:parquet 🚨	40008403	33889534	1.18
clickbench_q41/datafusion:parquet 🚨	36491072	30933571	1.18
clickbench_q42/datafusion:parquet 🚨	36490424	30422719	1.20

duckdb / vortex-file-compressed (1.208x ❌, 0↑ 40↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed 🚨	6939268	5916219	1.17
clickbench_q01/duckdb:vortex-file-compressed 🚨	15926977	13945777	1.14
clickbench_q02/duckdb:vortex-file-compressed 🚨	26815313	23897232	1.12
clickbench_q03/duckdb:vortex-file-compressed 🚨	33434161	29525720	1.13
clickbench_q04/duckdb:vortex-file-compressed 🚨	202665634	169710197	1.19
clickbench_q05/duckdb:vortex-file-compressed 🚨	240639050	199443274	1.21
clickbench_q06/duckdb:vortex-file-compressed 🚨	23686584	19060609	1.24
clickbench_q07/duckdb:vortex-file-compressed 🚨	18479224	15255439	1.21
clickbench_q08/duckdb:vortex-file-compressed 🚨	311255889	262308803	1.19
clickbench_q09/duckdb:vortex-file-compressed 🚨	426893734	374608662	1.14
clickbench_q10/duckdb:vortex-file-compressed 🚨	103071949	74566832	1.38
clickbench_q11/duckdb:vortex-file-compressed 🚨	104416062	81696467	1.28
clickbench_q12/duckdb:vortex-file-compressed 🚨	296367235	212250065	1.40
clickbench_q13/duckdb:vortex-file-compressed 🚨	569997566	437754745	1.30
clickbench_q14/duckdb:vortex-file-compressed 🚨	292530000	240895707	1.21
clickbench_q15/duckdb:vortex-file-compressed 🚨	252157993	215569796	1.17
clickbench_q16/duckdb:vortex-file-compressed 🚨	859082043	710270830	1.21
clickbench_q17/duckdb:vortex-file-compressed 🚨	699488909	560816772	1.25
clickbench_q18/duckdb:vortex-file-compressed 🚨	1378089663	1235896309	1.12
clickbench_q19/duckdb:vortex-file-compressed 🚨	29428575	21276929	1.38
clickbench_q20/duckdb:vortex-file-compressed 🚨	461328206	405953172	1.14
clickbench_q21/duckdb:vortex-file-compressed 🚨	493189381	408513857	1.21
clickbench_q22/duckdb:vortex-file-compressed 🚨	688786336	609919124	1.13
clickbench_q23/duckdb:vortex-file-compressed 🚨	917181088	768504772	1.19
clickbench_q24/duckdb:vortex-file-compressed 🚨	70851024	47469694	1.49
clickbench_q25/duckdb:vortex-file-compressed 🚨	92055533	72957920	1.26
clickbench_q26/duckdb:vortex-file-compressed	41750363	43990890	0.95
clickbench_q27/duckdb:vortex-file-compressed 🚨	608310547	532411878	1.14
clickbench_q28/duckdb:vortex-file-compressed 🚨	3494057998	3000128797	1.16
clickbench_q29/duckdb:vortex-file-compressed	31011466	28210086	1.10
clickbench_q30/duckdb:vortex-file-compressed 🚨	232156911	174013369	1.33
clickbench_q31/duckdb:vortex-file-compressed 🚨	345239597	257850969	1.34
clickbench_q32/duckdb:vortex-file-compressed 🚨	1482298437	1244362362	1.19
clickbench_q33/duckdb:vortex-file-compressed 🚨	1840615895	1560179035	1.18
clickbench_q34/duckdb:vortex-file-compressed 🚨	1950988675	1688556727	1.16
clickbench_q35/duckdb:vortex-file-compressed	399972555	367096109	1.09
clickbench_q36/duckdb:vortex-file-compressed 🚨	37458604	32645619	1.15
clickbench_q37/duckdb:vortex-file-compressed 🚨	28065465	23075032	1.22
clickbench_q38/duckdb:vortex-file-compressed 🚨	29425399	23919896	1.23
clickbench_q39/duckdb:vortex-file-compressed 🚨	53774022	45646937	1.18
clickbench_q40/duckdb:vortex-file-compressed 🚨	28181242	22695545	1.24
clickbench_q41/duckdb:vortex-file-compressed 🚨	26365305	21118239	1.25
clickbench_q42/duckdb:vortex-file-compressed 🚨	31242854	23304918	1.34

duckdb / parquet (1.159x ❌, 0↑ 38↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet 🚨	300054451	219864917	1.36
clickbench_q01/duckdb:parquet 🚨	56123175	50502959	1.11
clickbench_q02/duckdb:parquet 🚨	76111861	64803767	1.17
clickbench_q03/duckdb:parquet 🚨	73680106	63082915	1.17
clickbench_q04/duckdb:parquet 🚨	235115407	202666437	1.16
clickbench_q05/duckdb:parquet 🚨	313420195	276865254	1.13
clickbench_q06/duckdb:parquet 🚨	69053006	60878200	1.13
clickbench_q07/duckdb:parquet 🚨	59529564	53132483	1.12
clickbench_q08/duckdb:parquet 🚨	322015366	266710961	1.21
clickbench_q09/duckdb:parquet 🚨	453429517	394674594	1.15
clickbench_q10/duckdb:parquet 🚨	116437191	94245770	1.24
clickbench_q11/duckdb:parquet 🚨	126158886	108230273	1.17
clickbench_q12/duckdb:parquet 🚨	343891043	294611234	1.17
clickbench_q13/duckdb:parquet 🚨	661888091	515207322	1.28
clickbench_q14/duckdb:parquet 🚨	416572207	326676129	1.28
clickbench_q15/duckdb:parquet 🚨	305540163	242115042	1.26
clickbench_q16/duckdb:parquet 🚨	744961952	613359429	1.21
clickbench_q17/duckdb:parquet 🚨	576359585	509050925	1.13
clickbench_q18/duckdb:parquet 🚨	1231659647	1061741437	1.16
clickbench_q19/duckdb:parquet 🚨	56767269	49908809	1.14
clickbench_q20/duckdb:parquet 🚨	491633379	433549504	1.13
clickbench_q21/duckdb:parquet 🚨	619894792	555376997	1.12
clickbench_q22/duckdb:parquet 🚨	1048879696	922371110	1.14
clickbench_q23/duckdb:parquet 🚨	365288114	317741663	1.15
clickbench_q24/duckdb:parquet	84068330	77686998	1.08
clickbench_q25/duckdb:parquet	148049382	140619378	1.05
clickbench_q26/duckdb:parquet	57385971	52684354	1.09
clickbench_q27/duckdb:parquet 🚨	714089447	647536559	1.10
clickbench_q28/duckdb:parquet	5310944836	4863899299	1.09
clickbench_q29/duckdb:parquet 🚨	67201945	60910905	1.10
clickbench_q30/duckdb:parquet 🚨	346770919	303948960	1.14
clickbench_q31/duckdb:parquet 🚨	398093384	350036117	1.14
clickbench_q32/duckdb:parquet 🚨	1298429498	1141697494	1.14
clickbench_q33/duckdb:parquet 🚨	1497578368	1230940753	1.22
clickbench_q34/duckdb:parquet 🚨	1559452207	1245747709	1.25
clickbench_q35/duckdb:parquet 🚨	405401447	352942216	1.15
clickbench_q36/duckdb:parquet 🚨	75084562	63436437	1.18
clickbench_q37/duckdb:parquet 🚨	60104137	52946778	1.14
clickbench_q38/duckdb:parquet 🚨	65075810	57275900	1.14
clickbench_q39/duckdb:parquet	107729988	98390022	1.09
clickbench_q40/duckdb:parquet 🚨	64939928	55115906	1.18
clickbench_q41/duckdb:parquet 🚨	67957969	59228285	1.15
clickbench_q42/duckdb:parquet 🚨	60819874	52456123	1.16

duckdb / duckdb (1.111x ❌, 0↑ 27↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb 🚨	20231151	18035491	1.12
clickbench_q01/duckdb:duckdb	35546930	33331886	1.07
clickbench_q02/duckdb:duckdb 🚨	50126955	45020225	1.11
clickbench_q03/duckdb:duckdb 🚨	54368039	47113752	1.15
clickbench_q04/duckdb:duckdb 🚨	254671323	218425827	1.17
clickbench_q05/duckdb:duckdb	357347704	326716830	1.09
clickbench_q06/duckdb:duckdb 🚨	39704919	35452743	1.12
clickbench_q07/duckdb:duckdb	38050723	36052100	1.06
clickbench_q08/duckdb:duckdb	328474586	310471888	1.06
clickbench_q09/duckdb:duckdb 🚨	538228011	478418541	1.13
clickbench_q10/duckdb:duckdb	107366998	98552604	1.09
clickbench_q11/duckdb:duckdb 🚨	122145255	108370432	1.13
clickbench_q12/duckdb:duckdb	338711388	310279877	1.09
clickbench_q13/duckdb:duckdb 🚨	640309589	539462459	1.19
clickbench_q14/duckdb:duckdb 🚨	391829794	352467959	1.11
clickbench_q15/duckdb:duckdb	289564856	271172056	1.07
clickbench_q16/duckdb:duckdb 🚨	774337918	686098087	1.13
clickbench_q17/duckdb:duckdb	659927579	602824586	1.09
clickbench_q18/duckdb:duckdb 🚨	1474788088	1277362863	1.15
clickbench_q19/duckdb:duckdb	37710039	34652406	1.09
clickbench_q20/duckdb:duckdb	975317518	913630105	1.07
clickbench_q21/duckdb:duckdb	1056821566	1037543534	1.02
clickbench_q22/duckdb:duckdb	1155942675	1118046899	1.03
clickbench_q23/duckdb:duckdb 🚨	287546550	255159040	1.13
clickbench_q24/duckdb:duckdb 🚨	69715120	60903248	1.14
clickbench_q25/duckdb:duckdb	133644661	122785080	1.09
clickbench_q26/duckdb:duckdb	60048400	55997760	1.07
clickbench_q27/duckdb:duckdb	1154919846	1155144841	1.00
clickbench_q28/duckdb:duckdb 🚨	5139013444	4635232560	1.11
clickbench_q29/duckdb:duckdb 🚨	56931940	48398548	1.18
clickbench_q30/duckdb:duckdb 🚨	345723487	293825187	1.18
clickbench_q31/duckdb:duckdb 🚨	479582246	431632721	1.11
clickbench_q32/duckdb:duckdb	1609914460	1542628783	1.04
clickbench_q33/duckdb:duckdb 🚨	2297763939	2067305499	1.11
clickbench_q34/duckdb:duckdb 🚨	2381130955	2075445092	1.15
clickbench_q35/duckdb:duckdb 🚨	306323315	263763060	1.16
clickbench_q36/duckdb:duckdb 🚨	46818826	42147223	1.11
clickbench_q37/duckdb:duckdb 🚨	35296898	31165483	1.13
clickbench_q38/duckdb:duckdb 🚨	34122374	30898383	1.10
clickbench_q39/duckdb:duckdb 🚨	81464481	64307132	1.27
clickbench_q40/duckdb:duckdb 🚨	35342791	31260731	1.13
clickbench_q41/duckdb:duckdb 🚨	33923544	30585317	1.11
clickbench_q42/duckdb:duckdb 🚨	36004081	31553751	1.14

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+32.9%	+32.7%	+0.1%	+488.8%	➖ noise
0	duckdb:duckdb	+12.2%	+32.7%	-15.5%	+248.4%	➖ noise
0	duckdb:vortex-file-compressed	+17.3%	+32.7%	-11.6%	+290.3%	➖ noise
1	datafusion:vortex-file-compressed	+8.7%	+8.7%	+0.0%	+23.7%	➖ noise
1	duckdb:duckdb	+6.6%	+8.7%	-1.9%	+56.7%	➖ noise
1	duckdb:vortex-file-compressed	+14.2%	+8.7%	+5.1%	+17.7%	➖ noise
2	datafusion:vortex-file-compressed	+11.7%	+11.1%	+0.5%	+27.9%	➖ noise
2	duckdb:duckdb	+11.3%	+11.1%	+0.2%	+19.9%	➖ noise
2	duckdb:vortex-file-compressed	+12.2%	+11.1%	+1.0%	+14.9%	➖ noise
3	datafusion:vortex-file-compressed	+21.5%	+15.4%	+5.3%	+155.9%	➖ noise
3	duckdb:duckdb	+15.4%	+15.4%	-0.0%	+48.3%	➖ noise
3	duckdb:vortex-file-compressed	+13.2%	+15.4%	-1.9%	+31.3%	➖ noise
4	datafusion:vortex-file-compressed	+25.6%	+18.4%	+6.1%	+14.3%	➖ noise
4	duckdb:duckdb	+16.6%	+18.4%	-1.5%	+14.3%	➖ noise
4	duckdb:vortex-file-compressed	+19.4%	+18.4%	+0.9%	+14.3%	➖ noise
5	datafusion:vortex-file-compressed	+29.8%	+20.3%	+7.9%	+14.3%	➖ noise
5	duckdb:duckdb	+9.4%	+20.3%	-9.1%	+14.3%	➖ noise
5	duckdb:vortex-file-compressed	+20.7%	+20.3%	+0.3%	+14.3%	➖ noise
6	datafusion:vortex-file-compressed	+35.3%	+24.8%	+8.4%	+45.3%	➖ noise
6	duckdb:duckdb	+12.0%	+24.8%	-10.2%	+26.8%	➖ noise
6	duckdb:vortex-file-compressed	+24.3%	+24.8%	-0.4%	+14.5%	➖ noise
7	datafusion:vortex-file-compressed	+15.7%	+13.4%	+2.0%	+17.5%	➖ noise
7	duckdb:duckdb	+5.5%	+13.4%	-6.9%	+14.3%	➖ noise
7	duckdb:vortex-file-compressed	+21.1%	+13.4%	+6.8%	+14.3%	➖ noise
8	datafusion:vortex-file-compressed	+39.0%	+23.1%	+12.9%	+14.3%	➖ noise
8	duckdb:duckdb	+5.8%	+23.1%	-14.1%	+14.3%	✅ faster
8	duckdb:vortex-file-compressed	+18.7%	+23.1%	-3.6%	+14.3%	➖ noise
9	datafusion:vortex-file-compressed	+36.1%	+23.9%	+9.9%	+14.3%	➖ noise
9	duckdb:duckdb	+12.5%	+23.9%	-9.2%	+14.3%	➖ noise
9	duckdb:vortex-file-compressed	+14.0%	+23.9%	-8.0%	+14.3%	➖ noise
10	datafusion:vortex-file-compressed	+46.1%	+22.3%	+19.5%	+14.3%	🚨 regression
10	duckdb:duckdb	+8.9%	+22.3%	-10.9%	+14.3%	➖ noise
10	duckdb:vortex-file-compressed	+38.2%	+22.3%	+13.1%	+14.3%	➖ noise
11	datafusion:vortex-file-compressed	+45.9%	+17.0%	+24.7%	+14.3%	🚨 regression
11	duckdb:duckdb	+12.7%	+17.0%	-3.7%	+14.3%	➖ noise
11	duckdb:vortex-file-compressed	+27.8%	+17.0%	+9.2%	+14.3%	➖ noise
12	datafusion:vortex-file-compressed	+50.6%	+19.5%	+26.1%	+17.4%	🚨 regression
12	duckdb:duckdb	+9.2%	+19.5%	-8.7%	+14.3%	➖ noise
12	duckdb:vortex-file-compressed	+39.6%	+19.5%	+16.8%	+14.3%	🚨 regression
13	datafusion:vortex-file-compressed	+27.4%	+27.7%	-0.2%	+14.3%	➖ noise
13	duckdb:duckdb	+18.7%	+27.7%	-7.1%	+14.3%	➖ noise
13	duckdb:vortex-file-compressed	+30.2%	+27.7%	+2.0%	+14.3%	➖ noise
14	datafusion:vortex-file-compressed	+29.7%	+28.0%	+1.3%	+14.3%	➖ noise
14	duckdb:duckdb	+11.2%	+28.0%	-13.2%	+14.3%	✅ faster
14	duckdb:vortex-file-compressed	+21.4%	+28.0%	-5.2%	+14.3%	➖ noise
15	datafusion:vortex-file-compressed	+25.8%	+27.2%	-1.1%	+14.3%	➖ noise
15	duckdb:duckdb	+6.8%	+27.2%	-16.0%	+14.3%	✅ faster
15	duckdb:vortex-file-compressed	+17.0%	+27.2%	-8.0%	+14.3%	➖ noise
16	datafusion:vortex-file-compressed	+30.7%	+31.4%	-0.6%	+14.3%	➖ noise
16	duckdb:duckdb	+12.9%	+31.4%	-14.1%	+14.3%	✅ faster
16	duckdb:vortex-file-compressed	+21.0%	+31.4%	-8.0%	+16.7%	➖ noise
17	datafusion:vortex-file-compressed	+33.2%	+24.2%	+7.2%	+14.3%	➖ noise
17	duckdb:duckdb	+9.5%	+24.2%	-11.9%	+14.3%	➖ noise
17	duckdb:vortex-file-compressed	+24.7%	+24.2%	+0.4%	+14.3%	➖ noise
18	datafusion:vortex-file-compressed	+29.7%	+16.9%	+10.9%	+14.3%	➖ noise
18	duckdb:duckdb	+15.5%	+16.9%	-1.3%	+14.3%	➖ noise
18	duckdb:vortex-file-compressed	+11.5%	+16.9%	-4.6%	+14.4%	➖ noise
19	datafusion:vortex-file-compressed	+38.6%	+15.2%	+20.4%	+14.3%	🚨 regression
19	duckdb:duckdb	+8.8%	+15.2%	-5.5%	+14.3%	➖ noise
19	duckdb:vortex-file-compressed	+38.3%	+15.2%	+20.1%	+26.9%	➖ noise
20	datafusion:vortex-file-compressed	+21.5%	+14.5%	+6.1%	+155.4%	➖ noise
20	duckdb:duckdb	+6.8%	+14.5%	-6.8%	+26.5%	➖ noise
20	duckdb:vortex-file-compressed	+13.6%	+14.5%	-0.8%	+15.0%	➖ noise
21	datafusion:vortex-file-compressed	+36.6%	+12.6%	+21.3%	+14.3%	🚨 regression
21	duckdb:duckdb	+1.9%	+12.6%	-9.5%	+14.3%	➖ noise
21	duckdb:vortex-file-compressed	+20.7%	+12.6%	+7.2%	+14.3%	➖ noise
22	datafusion:vortex-file-compressed	+37.3%	+18.7%	+15.6%	+14.3%	🚨 regression
22	duckdb:duckdb	+3.4%	+18.7%	-12.9%	+14.3%	✅ faster
22	duckdb:vortex-file-compressed	+12.9%	+18.7%	-4.9%	+18.4%	➖ noise
23	datafusion:vortex-file-compressed	+30.4%	+20.1%	+8.5%	+31.6%	➖ noise
23	duckdb:duckdb	+12.7%	+20.1%	-6.2%	+14.3%	➖ noise
23	duckdb:vortex-file-compressed	+19.3%	+20.1%	-0.7%	+36.9%	➖ noise
24	datafusion:vortex-file-compressed	+30.0%	+12.7%	+15.3%	+18.5%	➖ noise
24	duckdb:duckdb	+14.5%	+12.7%	+1.6%	+14.3%	➖ noise
24	duckdb:vortex-file-compressed	+49.3%	+12.7%	+32.5%	+30.9%	🚨 regression
25	datafusion:vortex-file-compressed	+22.6%	+9.9%	+11.5%	+14.3%	➖ noise
25	duckdb:duckdb	+8.8%	+9.9%	-1.0%	+14.3%	➖ noise
25	duckdb:vortex-file-compressed	+26.2%	+9.9%	+14.8%	+14.3%	🚨 regression
26	datafusion:vortex-file-compressed	+15.2%	+10.0%	+4.7%	+14.4%	➖ noise
26	duckdb:duckdb	+7.2%	+10.0%	-2.6%	+14.3%	➖ noise
26	duckdb:vortex-file-compressed	-5.1%	+10.0%	-13.8%	+51.6%	➖ noise
27	datafusion:vortex-file-compressed	+10.0%	+15.8%	-5.0%	+14.3%	➖ noise
27	duckdb:duckdb	-0.0%	+15.8%	-13.6%	+14.3%	✅ faster
27	duckdb:vortex-file-compressed	+14.3%	+15.8%	-1.3%	+14.3%	➖ noise
28	datafusion:vortex-file-compressed	+10.5%	+8.3%	+2.1%	+14.3%	➖ noise
28	duckdb:duckdb	+10.9%	+8.3%	+2.4%	+14.3%	➖ noise
28	duckdb:vortex-file-compressed	+16.5%	+8.3%	+7.6%	+14.3%	➖ noise
29	datafusion:vortex-file-compressed	+1.9%	+11.9%	-8.9%	+14.3%	➖ noise
29	duckdb:duckdb	+17.6%	+11.9%	+5.2%	+14.3%	➖ noise
29	duckdb:vortex-file-compressed	+9.9%	+11.9%	-1.7%	+14.3%	➖ noise
30	datafusion:vortex-file-compressed	+35.8%	+19.4%	+13.7%	+14.3%	➖ noise
30	duckdb:duckdb	+17.7%	+19.4%	-1.4%	+14.3%	➖ noise
30	duckdb:vortex-file-compressed	+33.4%	+19.4%	+11.8%	+14.3%	➖ noise
31	datafusion:vortex-file-compressed	+35.8%	+18.6%	+14.5%	+14.3%	🚨 regression
31	duckdb:duckdb	+11.1%	+18.6%	-6.3%	+14.3%	➖ noise
31	duckdb:vortex-file-compressed	+33.9%	+18.6%	+12.9%	+14.3%	➖ noise
32	datafusion:vortex-file-compressed	+21.7%	+23.9%	-1.8%	+25.0%	➖ noise
32	duckdb:duckdb	+4.4%	+23.9%	-15.8%	+14.3%	✅ faster
32	duckdb:vortex-file-compressed	+19.1%	+23.9%	-3.9%	+14.3%	➖ noise
33	datafusion:vortex-file-compressed	+27.2%	+27.7%	-0.4%	+14.3%	➖ noise
33	duckdb:duckdb	+11.1%	+27.7%	-12.9%	+14.3%	✅ faster
33	duckdb:vortex-file-compressed	+18.0%	+27.7%	-7.6%	+14.3%	➖ noise
34	datafusion:vortex-file-compressed	+27.4%	+27.7%	-0.2%	+14.3%	➖ noise
34	duckdb:duckdb	+14.7%	+27.7%	-10.1%	+14.3%	➖ noise
34	duckdb:vortex-file-compressed	+15.5%	+27.7%	-9.5%	+14.3%	➖ noise
35	datafusion:vortex-file-compressed	+42.8%	+23.4%	+15.7%	+14.3%	🚨 regression
35	duckdb:duckdb	+16.1%	+23.4%	-5.9%	+14.3%	➖ noise
35	duckdb:vortex-file-compressed	+9.0%	+23.4%	-11.7%	+14.3%	➖ noise
36	datafusion:vortex-file-compressed	+79.8%	+22.5%	+46.7%	+14.3%	🚨 regression
36	duckdb:duckdb	+11.1%	+22.5%	-9.3%	+14.3%	➖ noise
36	duckdb:vortex-file-compressed	+14.7%	+22.5%	-6.3%	+14.3%	➖ noise
37	datafusion:vortex-file-compressed	+25.4%	+13.0%	+11.0%	+14.3%	➖ noise
37	duckdb:duckdb	+13.3%	+13.0%	+0.3%	+14.3%	➖ noise
37	duckdb:vortex-file-compressed	+21.6%	+13.0%	+7.7%	+14.3%	➖ noise
38	datafusion:vortex-file-compressed	+21.5%	+17.2%	+3.6%	+14.3%	➖ noise
38	duckdb:duckdb	+10.4%	+17.2%	-5.8%	+14.3%	➖ noise
38	duckdb:vortex-file-compressed	+23.0%	+17.2%	+5.0%	+14.3%	➖ noise
39	datafusion:vortex-file-compressed	+30.2%	+16.1%	+12.1%	+14.3%	➖ noise
39	duckdb:duckdb	+26.7%	+16.1%	+9.1%	+17.2%	➖ noise
39	duckdb:vortex-file-compressed	+17.8%	+16.1%	+1.4%	+14.3%	➖ noise
40	datafusion:vortex-file-compressed	+24.0%	+17.9%	+5.1%	+23.7%	➖ noise
40	duckdb:duckdb	+13.1%	+17.9%	-4.1%	+14.3%	➖ noise
40	duckdb:vortex-file-compressed	+24.2%	+17.9%	+5.3%	+14.3%	➖ noise
41	datafusion:vortex-file-compressed	+24.9%	+16.3%	+7.4%	+14.3%	➖ noise
41	duckdb:duckdb	+10.9%	+16.3%	-4.7%	+14.3%	➖ noise
41	duckdb:vortex-file-compressed	+24.8%	+16.3%	+7.3%	+14.3%	➖ noise
42	datafusion:vortex-file-compressed	+27.7%	+17.9%	+8.3%	+14.3%	➖ noise
42	duckdb:duckdb	+14.1%	+17.9%	-3.2%	+14.3%	➖ noise
42	duckdb:vortex-file-compressed	+34.1%	+17.9%	+13.7%	+14.3%	➖ noise

[github-actions]

Benchmarks: Random Access

Vortex (geomean): 0.955x ➖
Parquet (geomean): 1.086x ➖

---

unknown / unknown (1.033x ➖, 9↑ 13↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
random-access/feature-vectors/correlated/lance-tokio-local-disk 🚀	2139313	2564836	0.83
random-access/feature-vectors/correlated/lance-tokio-local-disk-footer	1301004	1323781	0.98
random-access/feature-vectors/correlated/parquet-tokio-local-disk	11783441252	11540315901	1.02
random-access/feature-vectors/correlated/parquet-tokio-local-disk-footer	11174855642	11314446910	0.99
random-access/feature-vectors/correlated/vortex-tokio-local-disk	8098859	8166764	0.99
random-access/feature-vectors/correlated/vortex-tokio-local-disk-footer	6673026	6261850	1.07
random-access/feature-vectors/uniform/lance-tokio-local-disk	1503730	1514375	0.99
random-access/feature-vectors/uniform/lance-tokio-local-disk-footer	2534843	2460270	1.03
random-access/feature-vectors/uniform/parquet-tokio-local-disk	11519644889	11337462379	1.02
random-access/feature-vectors/uniform/parquet-tokio-local-disk-footer	11747275206	11477568861	1.02
random-access/feature-vectors/uniform/vortex-tokio-local-disk 🚀	12626780	14316638	0.88
random-access/feature-vectors/uniform/vortex-tokio-local-disk-footer 🚀	12730042	14194089	0.90
random-access/lance-tokio-local-disk	775309	756032	1.03
random-access/lance-tokio-local-disk-footer 🚨	1594626	1404986	1.13
random-access/nested-lists/correlated/lance-tokio-local-disk	275054	265572	1.04
random-access/nested-lists/correlated/lance-tokio-local-disk-footer	735033	722901	1.02
random-access/nested-lists/correlated/parquet-tokio-local-disk	151231510	139650730	1.08
random-access/nested-lists/correlated/parquet-tokio-local-disk-footer	148947683	139217201	1.07
random-access/nested-lists/correlated/vortex-tokio-local-disk 🚨	864437	711737	1.21
random-access/nested-lists/correlated/vortex-tokio-local-disk-footer 🚨	852269	714115	1.19
random-access/nested-lists/uniform/lance-tokio-local-disk 🚨	1378770	1185900	1.16
random-access/nested-lists/uniform/lance-tokio-local-disk-footer 🚨	1984957	1674853	1.19
random-access/nested-lists/uniform/parquet-tokio-local-disk	150058331	137543611	1.09
random-access/nested-lists/uniform/parquet-tokio-local-disk-footer	149071020	137792790	1.08
random-access/nested-lists/uniform/vortex-tokio-local-disk	2391619	2393665	1.00
random-access/nested-lists/uniform/vortex-tokio-local-disk-footer	2527285	2578964	0.98
random-access/nested-structs/correlated/lance-tokio-local-disk	445777	434248	1.03
random-access/nested-structs/correlated/lance-tokio-local-disk-footer	691251	641794	1.08
random-access/nested-structs/correlated/parquet-tokio-local-disk 🚨	32594738	25494876	1.28
random-access/nested-structs/correlated/parquet-tokio-local-disk-footer 🚨	32434630	25885125	1.25
random-access/nested-structs/correlated/vortex-tokio-local-disk	920903	895423	1.03
random-access/nested-structs/correlated/vortex-tokio-local-disk-footer	924869	892273	1.04
random-access/nested-structs/uniform/lance-tokio-local-disk	3054349	2812694	1.09
random-access/nested-structs/uniform/lance-tokio-local-disk-footer 🚨	3692229	3059951	1.21
random-access/nested-structs/uniform/parquet-tokio-local-disk 🚨	31571082	25705219	1.23
random-access/nested-structs/uniform/parquet-tokio-local-disk-footer 🚨	30153513	25549936	1.18
random-access/nested-structs/uniform/vortex-tokio-local-disk	1802428	1744801	1.03
random-access/nested-structs/uniform/vortex-tokio-local-disk-footer	1806135	1739853	1.04
random-access/parquet-tokio-local-disk	191681237	189527044	1.01
random-access/parquet-tokio-local-disk-footer	189144363	187733227	1.01
random-access/taxi/correlated/lance-tokio-local-disk	1081216	992316	1.09
random-access/taxi/correlated/lance-tokio-local-disk-footer 🚨	1916679	1716343	1.12
random-access/taxi/correlated/parquet-tokio-local-disk	280715623	280711213	1.00
random-access/taxi/correlated/parquet-tokio-local-disk-footer	304004740	278068321	1.09
random-access/taxi/correlated/vortex-tokio-local-disk 🚀	2065607	2484565	0.83
random-access/taxi/correlated/vortex-tokio-local-disk-footer 🚀	2002506	2426462	0.83
random-access/taxi/uniform/lance-tokio-local-disk 🚨	9924625	8645541	1.15
random-access/taxi/uniform/lance-tokio-local-disk-footer	9823513	9354009	1.05
random-access/taxi/uniform/parquet-tokio-local-disk 🚨	322812025	293040264	1.10
random-access/taxi/uniform/parquet-tokio-local-disk-footer	323058391	297667382	1.09
random-access/taxi/uniform/vortex-tokio-local-disk 🚀	4461915	5379547	0.83
random-access/taxi/uniform/vortex-tokio-local-disk-footer 🚀	4573208	5398242	0.85
random-access/vortex-tokio-local-disk 🚀	1428053	1741219	0.82
random-access/vortex-tokio-local-disk-footer 🚀	1431656	1767069	0.81

[danking]

Ah we don't have any python-side benchmarks :|

[github-actions]

Benchmarks: Compression

Vortex (geomean): 1.005x ➖
Parquet (geomean): 0.992x ➖

---

unknown / unknown (0.989x ➖, 5↑ 3↓)

name	PR edb409b (ns)	base 6fade3c (ns)	ratio (PR/base)
compress time/Arade	1150633922	1147688442	1.00
compress time/Bimbo	7133646537	7280209721	0.98
compress time/CMSprovider	3046746109	3078994240	0.99
compress time/Euro2016	431532402	434712607	0.99
compress time/Food	408961863	421114038	0.97
compress time/HashTags	935447990	958323070	0.98
compress time/TPC-H l_comment canonical	1366048506	1332124505	1.03
compress time/TPC-H l_comment chunked	1348744515	1378524647	0.98
compress time/taxi	738817687	748611767	0.99
compress time/wide table cols=100 chunks=1 rows=1000	15389374	15691452	0.98
compress time/wide table cols=100 chunks=50 rows=1000	16423925	15946148	1.03
compress time/wide table cols=1000 chunks=1 rows=1000	152144867	158933838	0.96
compress time/wide table cols=1000 chunks=50 rows=1000	152196529	157625464	0.97
compress time/wide table cols=10000 chunks=1 rows=1000	1530073467	1564612448	0.98
compress time/wide table cols=10000 chunks=50 rows=1000	1522121945	1553481255	0.98
decompress time/Arade	30300456	30625373	0.99
decompress time/Bimbo	100377667	98445777	1.02
decompress time/CMSprovider	86196038	87605079	0.98
decompress time/Euro2016	21430097	22619324	0.95
decompress time/Food 🚀	8752748	9801106	0.89
decompress time/HashTags	83885086	86323288	0.97
decompress time/TPC-H l_comment canonical	43571845	42184975	1.03
decompress time/TPC-H l_comment chunked	44194880	45594529	0.97
decompress time/taxi	20374483	21852692	0.93
decompress time/wide table cols=100 chunks=1 rows=1000 🚀	2549082	2920539	0.87
decompress time/wide table cols=100 chunks=50 rows=1000	2512312	2634059	0.95
decompress time/wide table cols=1000 chunks=1 rows=1000	22824182	23160621	0.99
decompress time/wide table cols=1000 chunks=50 rows=1000	22917197	23700439	0.97
decompress time/wide table cols=10000 chunks=1 rows=1000	235736210	241457265	0.98
decompress time/wide table cols=10000 chunks=50 rows=1000	233718947	239713859	0.97
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 🚀	3036521174	3449894508	0.88
parquet_rs-zstd compress time/Bimbo	17425384546	17895706392	0.97
parquet_rs-zstd compress time/CMSprovider	7818556309	8330955021	0.94
parquet_rs-zstd compress time/Euro2016	1360032125	1410009370	0.96
parquet_rs-zstd compress time/Food	951237933	1004537766	0.95
parquet_rs-zstd compress time/HashTags	2475538738	2747765778	0.90
parquet_rs-zstd compress time/TPC-H l_comment canonical	3087349226	3411486895	0.90
parquet_rs-zstd compress time/TPC-H l_comment chunked	3075286247	3295846083	0.93
parquet_rs-zstd compress time/taxi	1524248994	1574395958	0.97
parquet_rs-zstd compress time/wide table cols=100 chunks=1 rows=1000	6929810	6936318	1.00
parquet_rs-zstd compress time/wide table cols=100 chunks=50 rows=1000	6981872	6912258	1.01
parquet_rs-zstd compress time/wide table cols=1000 chunks=1 rows=1000	88197231	90852004	0.97
parquet_rs-zstd compress time/wide table cols=1000 chunks=50 rows=1000	90160205	90667629	0.99
parquet_rs-zstd compress time/wide table cols=10000 chunks=1 rows=1000	969799477	952055775	1.02
parquet_rs-zstd compress time/wide table cols=10000 chunks=50 rows=1000	949160017	957667210	0.99
parquet_rs-zstd decompress time/Arade	652812283	694421187	0.94
parquet_rs-zstd decompress time/Bimbo	1821509167	1782833627	1.02
parquet_rs-zstd decompress time/CMSprovider	1943170306	1969060471	0.99
parquet_rs-zstd decompress time/Euro2016	387013543	395668790	0.98
parquet_rs-zstd decompress time/Food	225052647	230830510	0.97
parquet_rs-zstd decompress time/HashTags 🚀	634430441	726401460	0.87
parquet_rs-zstd decompress time/TPC-H l_comment canonical	569540941	588490267	0.97
parquet_rs-zstd decompress time/TPC-H l_comment chunked	566213207	579769813	0.98
parquet_rs-zstd decompress time/taxi	254136268	251389249	1.01
parquet_rs-zstd decompress time/wide table cols=100 chunks=1 rows=1000	2699762	2736189	0.99
parquet_rs-zstd decompress time/wide table cols=100 chunks=50 rows=1000	2726804	2709673	1.01
parquet_rs-zstd decompress time/wide table cols=1000 chunks=1 rows=1000	32391913	33102066	0.98
parquet_rs-zstd decompress time/wide table cols=1000 chunks=50 rows=1000	32180647	33465109	0.96
parquet_rs-zstd decompress time/wide table cols=10000 chunks=1 rows=1000	374956984	385351258	0.97
parquet_rs-zstd decompress time/wide table cols=10000 chunks=50 rows=1000	372828100	383270416	0.97
vortex-file-compressed size/Arade	143435604	143435604	1.00
vortex-file-compressed size/Bimbo	526882596	526882596	1.00
vortex-file-compressed size/CMSprovider	448399308	448399308	1.00
vortex-file-compressed size/Euro2016	164984372	164916548	1.00
vortex-file-compressed size/Food	44208064	44208064	1.00
vortex-file-compressed size/HashTags	195421908	195421908	1.00
vortex-file-compressed size/TPC-H l_comment canonical	179481808	179481808	1.00
vortex-file-compressed size/TPC-H l_comment chunked	179481808	179481808	1.00
vortex-file-compressed size/taxi	51543292	51543292	1.00
vortex-file-compressed size/wide table cols=100 chunks=1 rows=1000	884384	884384	1.00
vortex-file-compressed size/wide table cols=100 chunks=50 rows=1000	884384	884384	1.00
vortex-file-compressed size/wide table cols=1000 chunks=1 rows=1000	8829584	8829584	1.00
vortex-file-compressed size/wide table cols=1000 chunks=50 rows=1000	8829584	8829584	1.00
vortex-file-compressed size/wide table cols=10000 chunks=1 rows=1000	88317584	88317584	1.00
vortex-file-compressed size/wide table cols=10000 chunks=50 rows=1000	88317584	88317584	1.00
vortex:parquet-zstd ratio compress time/Arade 🚨	0	0	1.14
vortex:parquet-zstd ratio compress time/Bimbo	0	0	1.01
vortex:parquet-zstd ratio compress time/CMSprovider	0	0	1.05
vortex:parquet-zstd ratio compress time/Euro2016	0	0	1.03
vortex:parquet-zstd ratio compress time/Food	0	0	1.03
vortex:parquet-zstd ratio compress time/HashTags	0	0	1.08
vortex:parquet-zstd ratio compress time/TPC-H l_comment canonical 🚨	0	0	1.13
vortex:parquet-zstd ratio compress time/TPC-H l_comment chunked	0	0	1.05
vortex:parquet-zstd ratio compress time/taxi	0	0	1.02
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=1 rows=1000	2	2	0.98
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=50 rows=1000	2	2	1.02
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=1 rows=1000	1	1	0.99
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=50 rows=1000	1	1	0.97
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=1 rows=1000	1	1	0.96
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=50 rows=1000	1	1	0.99
vortex:parquet-zstd ratio decompress time/Arade	0	0	1.05
vortex:parquet-zstd ratio decompress time/Bimbo	0	0	1.00
vortex:parquet-zstd ratio decompress time/CMSprovider	0	0	1.00
vortex:parquet-zstd ratio decompress time/Euro2016	0	0	0.97
vortex:parquet-zstd ratio decompress time/Food	0	0	0.92
vortex:parquet-zstd ratio decompress time/HashTags 🚨	0	0	1.11
vortex:parquet-zstd ratio decompress time/TPC-H l_comment canonical	0	0	1.07
vortex:parquet-zstd ratio decompress time/TPC-H l_comment chunked	0	0	0.99
vortex:parquet-zstd ratio decompress time/taxi	0	0	0.92
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=1 rows=1000 🚀	0	1	0.88
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=50 rows=1000	0	0	0.95
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=1 rows=1000	0	0	1.01
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=50 rows=1000	0	0	1.01
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=50 rows=1000	0	0	1.00
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