Rework Scheme estimation in compressor

[connortsui20]

Summary

Tracking Issue: #7216

Better information from estimates

New CompressionEstimate type in vortex-compressor/src/estimate.rs

Note that this is not just a refactor, there is subtle logic that has changed in a few places (that I think is better, not actually sure).

I also would like to add a variant called Exact that returns the fully compressed array in the case that we can only determine if a scheme is a candidate by compressing the whole thing without any errors; the only case where we want to do this is SequenceArray (and maybe there's an argument to do this for ConstantArray too, but the semantics around ConstantArray should be even more special regardless, imo).

TODO

API Changes

TODO

Testing

TODO

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	32cd06a		2	Explore Profiling Data

Previous Runs (1)

Status	Commit	Job	Attempt	Link
🟢 Done	32cd06a		1	Explore Profiling Data

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[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 1.011x ➖

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datafusion / vortex-file-compressed (1.011x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	128643116	126914386	1.01
polarsignals_q01/datafusion:vortex-file-compressed	375929882	382586098	0.98
polarsignals_q02/datafusion:vortex-file-compressed	22881936	23456030	0.98
polarsignals_q03/datafusion:vortex-file-compressed	385030245	382112799	1.01
polarsignals_q04/datafusion:vortex-file-compressed	11253302	10935077	1.03
polarsignals_q05/datafusion:vortex-file-compressed	16171181	15515466	1.04
polarsignals_q06/datafusion:vortex-file-compressed	19532825	18677004	1.05
polarsignals_q07/datafusion:vortex-file-compressed	14542786	13531659	1.07
polarsignals_q08/datafusion:vortex-file-compressed	476439915	475434474	1.00
polarsignals_q09/datafusion:vortex-file-compressed	10943928	11584666	0.94

[github-actions]

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

Benchmark TPC-H SF=10 on NVME failed! Check the workflow run for details.

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -1.3%
Vortex (geomean): 1.248x ➖
Parquet (geomean): 1.264x ➖
Shifts: Parquet (control) +26.4% · Median polish +17.2%

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datafusion / vortex-file-compressed (1.601x ❌, 0↑ 15↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	236595795	206079965	1.15
tpch_q02/datafusion:vortex-file-compressed	522963651	478489765	1.09
tpch_q03/datafusion:vortex-file-compressed	418710810	579616857	0.72
tpch_q04/datafusion:vortex-file-compressed	245953382	287686035	0.85
tpch_q05/datafusion:vortex-file-compressed 🚨	807038990	616729416	1.31
tpch_q06/datafusion:vortex-file-compressed	452862302	480113935	0.94
tpch_q07/datafusion:vortex-file-compressed 🚨	836604957	570733577	1.47
tpch_q08/datafusion:vortex-file-compressed	785329776	693436161	1.13
tpch_q09/datafusion:vortex-file-compressed 🚨	660656223	381084339	1.73
tpch_q10/datafusion:vortex-file-compressed 🚨	1097209471	541990584	2.02
tpch_q11/datafusion:vortex-file-compressed	405592888	334107553	1.21
tpch_q12/datafusion:vortex-file-compressed 🚨	934942462	375531586	2.49
tpch_q13/datafusion:vortex-file-compressed 🚨	290978300	215653745	1.35
tpch_q14/datafusion:vortex-file-compressed 🚨	345374228	187768097	1.84
tpch_q15/datafusion:vortex-file-compressed 🚨	677255216	287512593	2.36
tpch_q16/datafusion:vortex-file-compressed 🚨	441871988	163403447	2.70
tpch_q17/datafusion:vortex-file-compressed 🚨	622174691	320805095	1.94
tpch_q18/datafusion:vortex-file-compressed 🚨	578232882	340959509	1.70
tpch_q19/datafusion:vortex-file-compressed 🚨	796915558	333774264	2.39
tpch_q20/datafusion:vortex-file-compressed 🚨	664168579	344169463	1.93
tpch_q21/datafusion:vortex-file-compressed 🚨	1175180925	505635375	2.32
tpch_q22/datafusion:vortex-file-compressed 🚨	506804606	150920503	3.36

datafusion / vortex-compact (1.146x ➖, 0↑ 4↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	284694456	250270352	1.14
tpch_q02/datafusion:vortex-compact	422909965	383128495	1.10
tpch_q03/datafusion:vortex-compact	312396830	309222703	1.01
tpch_q04/datafusion:vortex-compact	208392689	199803873	1.04
tpch_q05/datafusion:vortex-compact	374770211	355345014	1.05
tpch_q06/datafusion:vortex-compact 🚨	342454777	256638465	1.33
tpch_q07/datafusion:vortex-compact	371204685	316323383	1.17
tpch_q08/datafusion:vortex-compact	527497198	450652173	1.17
tpch_q09/datafusion:vortex-compact 🚨	565093257	381464547	1.48
tpch_q10/datafusion:vortex-compact	533249730	449481356	1.19
tpch_q11/datafusion:vortex-compact 🚨	427951975	260440663	1.64
tpch_q12/datafusion:vortex-compact	434858107	397859487	1.09
tpch_q13/datafusion:vortex-compact	213214392	221012622	0.96
tpch_q14/datafusion:vortex-compact	278307364	254777558	1.09
tpch_q15/datafusion:vortex-compact	469824950	500503651	0.94
tpch_q16/datafusion:vortex-compact 🚨	197753090	150062952	1.32
tpch_q17/datafusion:vortex-compact	382295901	317064604	1.21
tpch_q18/datafusion:vortex-compact	272732170	266666720	1.02
tpch_q19/datafusion:vortex-compact	369600814	334838220	1.10
tpch_q20/datafusion:vortex-compact	467934429	423676148	1.10
tpch_q21/datafusion:vortex-compact	512576441	494972391	1.04
tpch_q22/datafusion:vortex-compact	127282235	103939611	1.22

datafusion / parquet (1.327x ❌, 0↑ 8↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	258126212	286391613	0.90
tpch_q02/datafusion:parquet	475607674	494190580	0.96
tpch_q03/datafusion:parquet	366951856	374072458	0.98
tpch_q04/datafusion:parquet	201371500	162279023	1.24
tpch_q05/datafusion:parquet 🚨	736717223	484210448	1.52
tpch_q06/datafusion:parquet 🚨	239802551	151045215	1.59
tpch_q07/datafusion:parquet	607324114	489799009	1.24
tpch_q08/datafusion:parquet	670460682	590666020	1.14
tpch_q09/datafusion:parquet	570030487	481470377	1.18
tpch_q10/datafusion:parquet	657096925	513489428	1.28
tpch_q11/datafusion:parquet	341835785	326639237	1.05
tpch_q12/datafusion:parquet 🚨	432538678	252038639	1.72
tpch_q13/datafusion:parquet	531548490	432251754	1.23
tpch_q14/datafusion:parquet	223613428	209698059	1.07
tpch_q15/datafusion:parquet 🚨	535364378	312977927	1.71
tpch_q16/datafusion:parquet	206247417	168605273	1.22
tpch_q17/datafusion:parquet	536156194	481122546	1.11
tpch_q18/datafusion:parquet	476412241	489053199	0.97
tpch_q19/datafusion:parquet 🚨	534261864	354184047	1.51
tpch_q20/datafusion:parquet 🚨	775995211	509043758	1.52
tpch_q21/datafusion:parquet 🚨	1310245344	564862048	2.32
tpch_q22/datafusion:parquet 🚨	529124949	162178312	3.26

duckdb / vortex-file-compressed (1.168x ➖, 0↑ 3↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed 🚨	359813201	265037030	1.36
tpch_q02/duckdb:vortex-file-compressed	1010717637	834493407	1.21
tpch_q03/duckdb:vortex-file-compressed	695994167	594822559	1.17
tpch_q04/duckdb:vortex-file-compressed	360467248	379396886	0.95
tpch_q05/duckdb:vortex-file-compressed	1034893649	981875157	1.05
tpch_q06/duckdb:vortex-file-compressed 🚨	583652632	424106364	1.38
tpch_q07/duckdb:vortex-file-compressed	747794049	679359180	1.10
tpch_q08/duckdb:vortex-file-compressed	983853773	804204709	1.22
tpch_q09/duckdb:vortex-file-compressed 🚨	1492978546	883672431	1.69
tpch_q10/duckdb:vortex-file-compressed	795706616	724819218	1.10
tpch_q11/duckdb:vortex-file-compressed	552527905	437972961	1.26
tpch_q12/duckdb:vortex-file-compressed	598557078	558168047	1.07
tpch_q13/duckdb:vortex-file-compressed	597011622	471865993	1.27
tpch_q14/duckdb:vortex-file-compressed	549624045	488536383	1.13
tpch_q15/duckdb:vortex-file-compressed	328871784	284958775	1.15
tpch_q16/duckdb:vortex-file-compressed	385005138	320283325	1.20
tpch_q17/duckdb:vortex-file-compressed	616845884	598497006	1.03
tpch_q18/duckdb:vortex-file-compressed	617745674	541166616	1.14
tpch_q19/duckdb:vortex-file-compressed	465344452	454941657	1.02
tpch_q20/duckdb:vortex-file-compressed	958851492	792913055	1.21
tpch_q21/duckdb:vortex-file-compressed	988146574	1076994532	0.92
tpch_q22/duckdb:vortex-file-compressed	457212935	352183160	1.30

duckdb / vortex-compact (1.132x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	327254012	318408029	1.03
tpch_q02/duckdb:vortex-compact	869164454	949833663	0.92
tpch_q03/duckdb:vortex-compact	619860004	486688314	1.27
tpch_q04/duckdb:vortex-compact	361797555	348204465	1.04
tpch_q05/duckdb:vortex-compact	1000273765	771008541	1.30
tpch_q06/duckdb:vortex-compact	483405982	381265021	1.27
tpch_q07/duckdb:vortex-compact	696392232	673529612	1.03
tpch_q08/duckdb:vortex-compact	922867176	872603736	1.06
tpch_q09/duckdb:vortex-compact	886838011	753840122	1.18
tpch_q10/duckdb:vortex-compact	721310216	678914846	1.06
tpch_q11/duckdb:vortex-compact	554342397	481005752	1.15
tpch_q12/duckdb:vortex-compact	455812507	390344103	1.17
tpch_q13/duckdb:vortex-compact	492189311	445611114	1.10
tpch_q14/duckdb:vortex-compact	439773469	452387473	0.97
tpch_q15/duckdb:vortex-compact	260338983	277114479	0.94
tpch_q16/duckdb:vortex-compact	321654533	340108852	0.95
tpch_q17/duckdb:vortex-compact	742404222	596830046	1.24
tpch_q18/duckdb:vortex-compact 🚨	767560428	483974687	1.59
tpch_q19/duckdb:vortex-compact	536459261	497804161	1.08
tpch_q20/duckdb:vortex-compact	891347657	752453344	1.18
tpch_q21/duckdb:vortex-compact	1342144956	1082011010	1.24
tpch_q22/duckdb:vortex-compact 🚨	496037341	366171986	1.35

duckdb / parquet (1.204x ➖, 0↑ 6↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚨	667004669	455215466	1.47
tpch_q02/duckdb:parquet	1417695030	1475824682	0.96
tpch_q03/duckdb:parquet	1072234233	995451842	1.08
tpch_q04/duckdb:parquet	797774881	628950853	1.27
tpch_q05/duckdb:parquet 🚨	2050580799	1363727997	1.50
tpch_q06/duckdb:parquet 🚨	565015605	416797566	1.36
tpch_q07/duckdb:parquet	1413016695	1197064047	1.18
tpch_q08/duckdb:parquet	2026932985	1682852925	1.20
tpch_q09/duckdb:parquet 🚨	2098577874	1411380357	1.49
tpch_q10/duckdb:parquet	1615034477	1381490581	1.17
tpch_q11/duckdb:parquet	1139617306	958137108	1.19
tpch_q12/duckdb:parquet	693320792	582737150	1.19
tpch_q13/duckdb:parquet	919101233	836082386	1.10
tpch_q14/duckdb:parquet	811505812	642263620	1.26
tpch_q15/duckdb:parquet	608767360	472788853	1.29
tpch_q16/duckdb:parquet	534472661	497620993	1.07
tpch_q17/duckdb:parquet	877856142	932813689	0.94
tpch_q18/duckdb:parquet 🚨	1345620799	854025015	1.58
tpch_q19/duckdb:parquet 🚨	1122779773	817628450	1.37
tpch_q20/duckdb:parquet	1029251221	1217174167	0.85
tpch_q21/duckdb:parquet	1239395113	1149975170	1.08
tpch_q22/duckdb:parquet	647167340	533886566	1.21

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+13.8%	+14.9%	-1.0%	+188.0%	➖ noise
1	datafusion:vortex-file-compressed	+14.8%	+14.9%	-0.1%	+169.9%	➖ noise
1	duckdb:vortex-compact	+2.8%	+14.9%	-10.6%	+76.8%	➖ noise
1	duckdb:vortex-file-compressed	+35.8%	+14.9%	+18.1%	+102.4%	➖ noise
2	datafusion:vortex-compact	+10.4%	-3.8%	+14.8%	+62.7%	➖ noise
2	datafusion:vortex-file-compressed	+9.3%	-3.8%	+13.7%	+54.6%	➖ noise
2	duckdb:vortex-compact	-8.5%	-3.8%	-4.8%	+54.6%	➖ noise
2	duckdb:vortex-file-compressed	+21.1%	-3.8%	+26.0%	+54.6%	➖ noise
3	datafusion:vortex-compact	+1.0%	+2.8%	-1.7%	+113.2%	➖ noise
3	datafusion:vortex-file-compressed	-27.8%	+2.8%	-29.7%	+113.9%	➖ noise
3	duckdb:vortex-compact	+27.4%	+2.8%	+23.9%	+54.6%	➖ noise
3	duckdb:vortex-file-compressed	+17.0%	+2.8%	+13.8%	+66.1%	➖ noise
4	datafusion:vortex-compact	+4.3%	+25.5%	-16.9%	+75.6%	➖ noise
4	datafusion:vortex-file-compressed	-14.5%	+25.5%	-31.9%	+64.2%	➖ noise
4	duckdb:vortex-compact	+3.9%	+25.5%	-17.2%	+54.6%	➖ noise
4	duckdb:vortex-file-compressed	-5.0%	+25.5%	-24.3%	+56.6%	➖ noise
5	datafusion:vortex-compact	+5.5%	+51.3%	-30.3%	+54.6%	➖ noise
5	datafusion:vortex-file-compressed	+30.9%	+51.3%	-13.5%	+74.9%	➖ noise
5	duckdb:vortex-compact	+29.7%	+51.3%	-14.2%	+54.6%	➖ noise
5	duckdb:vortex-file-compressed	+5.4%	+51.3%	-30.3%	+54.6%	➖ noise
6	datafusion:vortex-compact	+33.4%	+46.7%	-9.0%	+54.6%	➖ noise
6	datafusion:vortex-file-compressed	-5.7%	+46.7%	-35.7%	+57.7%	➖ noise
6	duckdb:vortex-compact	+26.8%	+46.7%	-13.6%	+54.6%	➖ noise
6	duckdb:vortex-file-compressed	+37.6%	+46.7%	-6.2%	+54.6%	➖ noise
7	datafusion:vortex-compact	+17.3%	+21.0%	-3.0%	+61.5%	➖ noise
7	datafusion:vortex-file-compressed	+46.6%	+21.0%	+21.2%	+54.6%	➖ noise
7	duckdb:vortex-compact	+3.4%	+21.0%	-14.5%	+54.6%	➖ noise
7	duckdb:vortex-file-compressed	+10.1%	+21.0%	-9.0%	+54.6%	➖ noise
8	datafusion:vortex-compact	+17.1%	+16.9%	+0.1%	+54.6%	➖ noise
8	datafusion:vortex-file-compressed	+13.3%	+16.9%	-3.1%	+54.6%	➖ noise
8	duckdb:vortex-compact	+5.8%	+16.9%	-9.5%	+54.6%	➖ noise
8	duckdb:vortex-file-compressed	+22.3%	+16.9%	+4.6%	+54.6%	➖ noise
9	datafusion:vortex-compact	+48.1%	+32.7%	+11.7%	+54.6%	➖ noise
9	datafusion:vortex-file-compressed	+73.4%	+32.7%	+30.7%	+54.6%	➖ noise
9	duckdb:vortex-compact	+17.6%	+32.7%	-11.3%	+54.6%	➖ noise
9	duckdb:vortex-file-compressed	+69.0%	+32.7%	+27.3%	+55.2%	➖ noise
10	datafusion:vortex-compact	+18.6%	+22.3%	-3.0%	+54.6%	➖ noise
10	datafusion:vortex-file-compressed	+102.4%	+22.3%	+65.5%	+56.5%	🚨 regression
10	duckdb:vortex-compact	+6.2%	+22.3%	-13.1%	+54.6%	➖ noise
10	duckdb:vortex-file-compressed	+9.8%	+22.3%	-10.2%	+54.6%	➖ noise
11	datafusion:vortex-compact	+64.3%	+11.6%	+47.3%	+63.5%	➖ noise
11	datafusion:vortex-file-compressed	+21.4%	+11.6%	+8.8%	+54.6%	➖ noise
11	duckdb:vortex-compact	+15.2%	+11.6%	+3.3%	+54.6%	➖ noise
11	duckdb:vortex-file-compressed	+26.2%	+11.6%	+13.1%	+54.6%	➖ noise
12	datafusion:vortex-compact	+9.3%	+42.9%	-23.5%	+54.6%	➖ noise
12	datafusion:vortex-file-compressed	+149.0%	+42.9%	+74.2%	+54.6%	🚨 regression
12	duckdb:vortex-compact	+16.8%	+42.9%	-18.3%	+54.6%	➖ noise
12	duckdb:vortex-file-compressed	+7.2%	+42.9%	-25.0%	+63.2%	➖ noise
13	datafusion:vortex-compact	-3.5%	+16.3%	-17.0%	+96.0%	➖ noise
13	datafusion:vortex-file-compressed	+34.9%	+16.3%	+16.0%	+70.8%	➖ noise
13	duckdb:vortex-compact	+10.5%	+16.3%	-5.0%	+54.6%	➖ noise
13	duckdb:vortex-file-compressed	+26.5%	+16.3%	+8.8%	+90.6%	➖ noise
14	datafusion:vortex-compact	+9.2%	+16.1%	-5.9%	+54.6%	➖ noise
14	datafusion:vortex-file-compressed	+83.9%	+16.1%	+58.5%	+54.6%	🚨 regression
14	duckdb:vortex-compact	-2.8%	+16.1%	-16.3%	+54.6%	➖ noise
14	duckdb:vortex-file-compressed	+12.5%	+16.1%	-3.1%	+54.6%	➖ noise
15	datafusion:vortex-compact	-6.1%	+48.4%	-36.7%	+54.6%	✅ faster
15	datafusion:vortex-file-compressed	+135.6%	+48.4%	+58.7%	+54.6%	🚨 regression
15	duckdb:vortex-compact	-6.1%	+48.4%	-36.7%	+54.6%	✅ faster
15	duckdb:vortex-file-compressed	+15.4%	+48.4%	-22.2%	+54.6%	➖ noise
16	datafusion:vortex-compact	+31.8%	+14.6%	+15.0%	+70.5%	➖ noise
16	datafusion:vortex-file-compressed	+170.4%	+14.6%	+135.9%	+54.6%	🚨 regression
16	duckdb:vortex-compact	-5.4%	+14.6%	-17.5%	+54.6%	➖ noise
16	duckdb:vortex-file-compressed	+20.2%	+14.6%	+4.9%	+54.6%	➖ noise
17	datafusion:vortex-compact	+20.6%	+2.4%	+17.7%	+54.6%	➖ noise
17	datafusion:vortex-file-compressed	+93.9%	+2.4%	+89.4%	+75.6%	🚨 regression
17	duckdb:vortex-compact	+24.4%	+2.4%	+21.5%	+54.6%	➖ noise
17	duckdb:vortex-file-compressed	+3.1%	+2.4%	+0.6%	+64.8%	➖ noise
18	datafusion:vortex-compact	+2.3%	+23.9%	-17.4%	+54.6%	➖ noise
18	datafusion:vortex-file-compressed	+69.6%	+23.9%	+36.9%	+68.9%	➖ noise
18	duckdb:vortex-compact	+58.6%	+23.9%	+28.0%	+54.6%	➖ noise
18	duckdb:vortex-file-compressed	+14.2%	+23.9%	-7.9%	+54.6%	➖ noise
19	datafusion:vortex-compact	+10.4%	+43.9%	-23.3%	+54.6%	➖ noise
19	datafusion:vortex-file-compressed	+138.8%	+43.9%	+65.9%	+54.6%	🚨 regression
19	duckdb:vortex-compact	+7.8%	+43.9%	-25.1%	+54.6%	➖ noise
19	duckdb:vortex-file-compressed	+2.3%	+43.9%	-28.9%	+54.6%	➖ noise
20	datafusion:vortex-compact	+10.4%	+13.5%	-2.7%	+54.6%	➖ noise
20	datafusion:vortex-file-compressed	+93.0%	+13.5%	+70.0%	+54.6%	🚨 regression
20	duckdb:vortex-compact	+18.5%	+13.5%	+4.3%	+54.6%	➖ noise
20	duckdb:vortex-file-compressed	+20.9%	+13.5%	+6.5%	+58.9%	➖ noise
21	datafusion:vortex-compact	+3.6%	+58.1%	-34.5%	+54.6%	➖ noise
21	datafusion:vortex-file-compressed	+132.4%	+58.1%	+47.0%	+54.6%	➖ noise
21	duckdb:vortex-compact	+24.0%	+58.1%	-21.5%	+54.6%	➖ noise
21	duckdb:vortex-file-compressed	-8.2%	+58.1%	-42.0%	+54.6%	✅ faster
22	datafusion:vortex-compact	+22.5%	+98.9%	-38.4%	+54.6%	✅ faster
22	datafusion:vortex-file-compressed	+235.8%	+98.9%	+68.9%	+64.9%	🚨 regression
22	duckdb:vortex-compact	+35.5%	+98.9%	-31.9%	+64.2%	➖ noise
22	duckdb:vortex-file-compressed	+29.8%	+98.9%	-34.7%	+54.6%	➖ noise

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +5.9%
Vortex (geomean): 1.167x ➖
Parquet (geomean): 1.102x ➖
Shifts: Parquet (control) +10.2% · Median polish +7.8%

---

datafusion / vortex-file-compressed (1.376x ❌, 0↑ 5↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚨	72989654	38043831	1.92
fineweb_q01/datafusion:vortex-file-compressed 🚨	784216627	503076605	1.56
fineweb_q02/datafusion:vortex-file-compressed 🚨	903665668	513141661	1.76
fineweb_q03/datafusion:vortex-file-compressed	1595623008	1337920768	1.19
fineweb_q04/datafusion:vortex-file-compressed	1424898313	1355863659	1.05
fineweb_q05/datafusion:vortex-file-compressed	1503336570	1339211944	1.12
fineweb_q06/datafusion:vortex-file-compressed 🚨	2168150455	1595432787	1.36
fineweb_q07/datafusion:vortex-file-compressed 🚨	1865788248	1370550905	1.36
fineweb_q08/datafusion:vortex-file-compressed	701772890	545269773	1.29

datafusion / vortex-compact (1.051x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	54281030	32587365	1.67
fineweb_q01/datafusion:vortex-compact	689842087	569976693	1.21
fineweb_q02/datafusion:vortex-compact 🚨	978664442	630915275	1.55
fineweb_q03/datafusion:vortex-compact	1856035380	1819185456	1.02
fineweb_q04/datafusion:vortex-compact	2234855569	2251232077	0.99
fineweb_q05/datafusion:vortex-compact	1705590157	1675389852	1.02
fineweb_q06/datafusion:vortex-compact	1439658030	1654054051	0.87
fineweb_q07/datafusion:vortex-compact	1256027326	1675540963	0.75
fineweb_q08/datafusion:vortex-compact	382731539	512907352	0.75

datafusion / parquet (1.153x ➖, 0↑ 3↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1540711016	1250808391	1.23
fineweb_q01/datafusion:parquet	2115175148	2011162696	1.05
fineweb_q02/datafusion:parquet 🚨	2724354157	1927509397	1.41
fineweb_q03/datafusion:parquet 🚨	2367689215	1805966029	1.31
fineweb_q04/datafusion:parquet	2173369061	1817817953	1.20
fineweb_q05/datafusion:parquet 🚨	2515843107	1831864687	1.37
fineweb_q06/datafusion:parquet	2155700221	1865684488	1.16
fineweb_q07/datafusion:parquet	1838031137	1919248101	0.96
fineweb_q08/datafusion:parquet	1785241625	2167667670	0.82

duckdb / vortex-file-compressed (1.141x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	105412460	107840049	0.98
fineweb_q01/duckdb:vortex-file-compressed	892288645	761053404	1.17
fineweb_q02/duckdb:vortex-file-compressed 🚨	755652696	448398375	1.69
fineweb_q03/duckdb:vortex-file-compressed	1661644066	1452269853	1.14
fineweb_q04/duckdb:vortex-file-compressed	1526389779	1625374970	0.94
fineweb_q05/duckdb:vortex-file-compressed	1538761487	1447306287	1.06
fineweb_q06/duckdb:vortex-file-compressed	1736376487	1637480027	1.06
fineweb_q07/duckdb:vortex-file-compressed	1442045807	1482217284	0.97
fineweb_q08/duckdb:vortex-file-compressed 🚨	892342013	619293189	1.44

duckdb / vortex-compact (1.123x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	105457726	82931586	1.27
fineweb_q01/duckdb:vortex-compact 🚨	744582125	566282130	1.31
fineweb_q02/duckdb:vortex-compact	545052936	540027153	1.01
fineweb_q03/duckdb:vortex-compact	1566248735	1653418611	0.95
fineweb_q04/duckdb:vortex-compact	1790471792	1665018405	1.08
fineweb_q05/duckdb:vortex-compact	1585600879	1423730403	1.11
fineweb_q06/duckdb:vortex-compact	1456950583	1451573645	1.00
fineweb_q07/duckdb:vortex-compact	1521657215	1346953590	1.13
fineweb_q08/duckdb:vortex-compact 🚨	683786481	520459911	1.31

duckdb / parquet (1.053x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1173718285	1162497979	1.01
fineweb_q01/duckdb:parquet	1771884760	1599251975	1.11
fineweb_q02/duckdb:parquet	1775574232	1572330871	1.13
fineweb_q03/duckdb:parquet	4447455801	4061637350	1.09
fineweb_q04/duckdb:parquet	2005327319	1902708888	1.05
fineweb_q05/duckdb:parquet	2734761430	2685640041	1.02
fineweb_q06/duckdb:parquet	3472149035	3323636752	1.04
fineweb_q07/duckdb:parquet	4065002453	3912382347	1.04
fineweb_q08/duckdb:parquet	1100814035	1110427590	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+66.6%	+11.5%	+49.4%	+137.9%	➖ noise
0	datafusion:vortex-file-compressed	+91.9%	+11.5%	+72.0%	+145.1%	➖ noise
0	duckdb:vortex-compact	+27.2%	+11.5%	+14.0%	+35.9%	➖ noise
0	duckdb:vortex-file-compressed	-2.3%	+11.5%	-12.3%	+43.0%	➖ noise
1	datafusion:vortex-compact	+21.0%	+7.9%	+12.1%	+48.9%	➖ noise
1	datafusion:vortex-file-compressed	+55.9%	+7.9%	+44.4%	+106.5%	➖ noise
1	duckdb:vortex-compact	+31.5%	+7.9%	+21.8%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	+17.2%	+7.9%	+8.6%	+52.5%	➖ noise
2	datafusion:vortex-compact	+55.1%	+26.3%	+22.8%	+30.0%	➖ noise
2	datafusion:vortex-file-compressed	+76.1%	+26.3%	+39.4%	+50.7%	➖ noise
2	duckdb:vortex-compact	+0.9%	+26.3%	-20.1%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+68.5%	+26.3%	+33.4%	+32.6%	🚨 regression
3	datafusion:vortex-compact	+2.0%	+19.8%	-14.8%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	+19.3%	+19.8%	-0.5%	+30.0%	➖ noise
3	duckdb:vortex-compact	-5.3%	+19.8%	-20.9%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+14.4%	+19.8%	-4.5%	+30.0%	➖ noise
4	datafusion:vortex-compact	-0.7%	+12.3%	-11.6%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	+5.1%	+12.3%	-6.4%	+30.0%	➖ noise
4	duckdb:vortex-compact	+7.5%	+12.3%	-4.2%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	-6.1%	+12.3%	-16.3%	+30.0%	➖ noise
5	datafusion:vortex-compact	+1.8%	+18.3%	-13.9%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+12.3%	+18.3%	-5.1%	+30.0%	➖ noise
5	duckdb:vortex-compact	+11.4%	+18.3%	-5.8%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+6.3%	+18.3%	-10.1%	+30.0%	➖ noise
6	datafusion:vortex-compact	-13.0%	+9.9%	-20.8%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	+35.9%	+9.9%	+23.7%	+30.0%	➖ noise
6	duckdb:vortex-compact	+0.4%	+9.9%	-8.6%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+6.0%	+9.9%	-3.5%	+30.0%	➖ noise
7	datafusion:vortex-compact	-25.0%	-0.2%	-24.9%	+30.0%	✅ faster
7	datafusion:vortex-file-compressed	+36.1%	-0.2%	+36.5%	+111.3%	➖ noise
7	duckdb:vortex-compact	+13.0%	-0.2%	+13.3%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	-2.7%	-0.2%	-2.5%	+30.0%	➖ noise
8	datafusion:vortex-compact	-25.4%	-9.6%	-17.4%	+44.8%	➖ noise
8	datafusion:vortex-file-compressed	+28.7%	-9.6%	+42.4%	+38.1%	🚨 regression
8	duckdb:vortex-compact	+31.4%	-9.6%	+45.4%	+37.1%	🚨 regression
8	duckdb:vortex-file-compressed	+44.1%	-9.6%	+59.5%	+30.0%	🚨 regression

[github-actions]

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

Benchmark Clickbench on NVME failed! Check the workflow run for details.

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.8%
Vortex (geomean): 1.001x ➖
Parquet (geomean): 1.009x ➖
Shifts: Parquet (control) +0.9% · Median polish +0.3%

---

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

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	10874614	11589513	0.94
statpopgen_q01/duckdb:vortex-file-compressed	27438612	27852246	0.99
statpopgen_q02/duckdb:vortex-file-compressed	1301039078	1300727946	1.00
statpopgen_q03/duckdb:vortex-file-compressed	2999545436	3037392876	0.99
statpopgen_q04/duckdb:vortex-file-compressed	3066279230	3042424563	1.01
statpopgen_q05/duckdb:vortex-file-compressed	1386805097	1369725132	1.01
statpopgen_q06/duckdb:vortex-file-compressed	2046256752	2056967906	0.99
statpopgen_q07/duckdb:vortex-file-compressed	256586044	261267115	0.98
statpopgen_q08/duckdb:vortex-file-compressed	277486637	270632726	1.03
statpopgen_q09/duckdb:vortex-file-compressed	2812982510	2786040503	1.01
statpopgen_q10/duckdb:vortex-file-compressed	4585390742	4569995963	1.00

duckdb / vortex-compact (1.007x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	10986111	10694819	1.03
statpopgen_q01/duckdb:vortex-compact	165667144	166555185	0.99
statpopgen_q02/duckdb:vortex-compact	1820459310	1821169656	1.00
statpopgen_q03/duckdb:vortex-compact	3467605597	3493997564	0.99
statpopgen_q04/duckdb:vortex-compact	3514079252	3462929570	1.01
statpopgen_q05/duckdb:vortex-compact	1849407894	1852417269	1.00
statpopgen_q06/duckdb:vortex-compact	2710932295	2656754806	1.02
statpopgen_q07/duckdb:vortex-compact	983478461	974259465	1.01
statpopgen_q08/duckdb:vortex-compact	1022036096	1000788738	1.02
statpopgen_q09/duckdb:vortex-compact	3323889216	3352674152	0.99
statpopgen_q10/duckdb:vortex-compact	5456761030	5398496887	1.01

duckdb / parquet (1.009x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	322000807	311513786	1.03
statpopgen_q01/duckdb:parquet	407468365	389180014	1.05
statpopgen_q02/duckdb:parquet	985839065	965168686	1.02
statpopgen_q03/duckdb:parquet	1502936045	1498898973	1.00
statpopgen_q04/duckdb:parquet	1498453684	1505028845	1.00
statpopgen_q05/duckdb:parquet	1011078818	1004524548	1.01
statpopgen_q06/duckdb:parquet	1486913794	1471326265	1.01
statpopgen_q07/duckdb:parquet	1867774260	1867381692	1.00
statpopgen_q08/duckdb:parquet	1883812850	1869535615	1.01
statpopgen_q09/duckdb:parquet	1364497921	1384717877	0.99
statpopgen_q10/duckdb:parquet	2666409086	2688935124	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	+2.7%	+3.4%	-0.6%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-6.2%	+3.4%	-9.2%	+10.0%	✅ faster
1	duckdb:vortex-compact	-0.5%	+4.7%	-5.0%	+27.7%	➖ noise
1	duckdb:vortex-file-compressed	-1.5%	+4.7%	-5.9%	+271.5%	➖ noise
2	duckdb:vortex-compact	-0.0%	+2.1%	-2.1%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+0.0%	+2.1%	-2.1%	+10.0%	➖ noise
3	duckdb:vortex-compact	-0.8%	+0.3%	-1.0%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-1.2%	+0.3%	-1.5%	+10.0%	➖ noise
4	duckdb:vortex-compact	+1.5%	-0.4%	+1.9%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+0.8%	-0.4%	+1.2%	+10.0%	➖ noise
5	duckdb:vortex-compact	-0.2%	+0.7%	-0.8%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+1.2%	+0.7%	+0.6%	+10.0%	➖ noise
6	duckdb:vortex-compact	+2.0%	+1.1%	+1.0%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-0.5%	+1.1%	-1.6%	+10.0%	➖ noise
7	duckdb:vortex-compact	+0.9%	+0.0%	+0.9%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-1.8%	+0.0%	-1.8%	+17.8%	➖ noise
8	duckdb:vortex-compact	+2.1%	+0.8%	+1.3%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+2.5%	+0.8%	+1.8%	+10.0%	➖ noise
9	duckdb:vortex-compact	-0.9%	-1.5%	+0.6%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+1.0%	-1.5%	+2.5%	+10.0%	➖ noise
10	duckdb:vortex-compact	+1.1%	-0.8%	+1.9%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+0.3%	-0.8%	+1.2%	+10.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -3.8%
Vortex (geomean): 0.932x ➖
Parquet (geomean): 0.972x ➖
Shifts: Parquet (control) -2.8% · Median polish -5.3%

---

datafusion / vortex-file-compressed (0.917x ➖, 6↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚀	48542302	54791352	0.89
tpch_q02/datafusion:vortex-file-compressed	33075724	35477423	0.93
tpch_q03/datafusion:vortex-file-compressed	27873332	29077638	0.96
tpch_q04/datafusion:vortex-file-compressed	19483696	20431096	0.95
tpch_q05/datafusion:vortex-file-compressed 🚀	53923638	60220733	0.90
tpch_q06/datafusion:vortex-file-compressed 🚀	10407218	11797538	0.88
tpch_q07/datafusion:vortex-file-compressed	64918638	70820907	0.92
tpch_q08/datafusion:vortex-file-compressed	45723729	50572495	0.90
tpch_q09/datafusion:vortex-file-compressed	56106032	62313215	0.90
tpch_q10/datafusion:vortex-file-compressed	45810991	50368941	0.91
tpch_q11/datafusion:vortex-file-compressed	18472140	19778356	0.93
tpch_q12/datafusion:vortex-file-compressed 🚀	23264351	26285858	0.89
tpch_q13/datafusion:vortex-file-compressed	28380768	31038893	0.91
tpch_q14/datafusion:vortex-file-compressed 🚀	16399992	19647265	0.83
tpch_q15/datafusion:vortex-file-compressed	25304854	26939117	0.94
tpch_q16/datafusion:vortex-file-compressed	25283352	28051118	0.90
tpch_q17/datafusion:vortex-file-compressed	68194071	70009720	0.97
tpch_q18/datafusion:vortex-file-compressed	80671682	89609764	0.90
tpch_q19/datafusion:vortex-file-compressed	27545308	27080500	1.02
tpch_q20/datafusion:vortex-file-compressed	33534179	35807774	0.94
tpch_q21/datafusion:vortex-file-compressed 🚀	75640264	86261439	0.88
tpch_q22/datafusion:vortex-file-compressed	17287211	18245105	0.95

datafusion / vortex-compact (0.923x ➖, 6↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	61613447	63048885	0.98
tpch_q02/datafusion:vortex-compact	36517056	39082287	0.93
tpch_q03/datafusion:vortex-compact	31337759	34483085	0.91
tpch_q04/datafusion:vortex-compact	23809823	25631141	0.93
tpch_q05/datafusion:vortex-compact 🚀	57048959	64342349	0.89
tpch_q06/datafusion:vortex-compact 🚀	13530712	15390828	0.88
tpch_q07/datafusion:vortex-compact	70999643	75775832	0.94
tpch_q08/datafusion:vortex-compact 🚀	50020863	55597685	0.90
tpch_q09/datafusion:vortex-compact	63064917	67750809	0.93
tpch_q10/datafusion:vortex-compact	53856963	58162671	0.93
tpch_q11/datafusion:vortex-compact	20395980	21063871	0.97
tpch_q12/datafusion:vortex-compact	34552831	38161546	0.91
tpch_q13/datafusion:vortex-compact	36706262	40495009	0.91
tpch_q14/datafusion:vortex-compact 🚀	20665864	23202778	0.89
tpch_q15/datafusion:vortex-compact	34714541	38437236	0.90
tpch_q16/datafusion:vortex-compact	31264888	32624257	0.96
tpch_q17/datafusion:vortex-compact 🚀	70108851	80583198	0.87
tpch_q18/datafusion:vortex-compact 🚀	85691132	95481756	0.90
tpch_q19/datafusion:vortex-compact	42633056	41867248	1.02
tpch_q20/datafusion:vortex-compact	39096465	41259648	0.95
tpch_q21/datafusion:vortex-compact	88302643	97441726	0.91
tpch_q22/datafusion:vortex-compact	17418822	18684007	0.93

datafusion / parquet (0.989x ➖, 0↑ 1↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	94866781	98555817	0.96
tpch_q02/datafusion:parquet	71611321	76458569	0.94
tpch_q03/datafusion:parquet	80907364	83976406	0.96
tpch_q04/datafusion:parquet	49296105	51372840	0.96
tpch_q05/datafusion:parquet	102958078	105551486	0.98
tpch_q06/datafusion:parquet 🚨	44800202	40250230	1.11
tpch_q07/datafusion:parquet	113454787	115662886	0.98
tpch_q08/datafusion:parquet	107396080	99193601	1.08
tpch_q09/datafusion:parquet	136229753	140124618	0.97
tpch_q10/datafusion:parquet	122501376	123134133	0.99
tpch_q11/datafusion:parquet	47487476	51873476	0.92
tpch_q12/datafusion:parquet	96623215	98194020	0.98
tpch_q13/datafusion:parquet	220906461	213623194	1.03
tpch_q14/datafusion:parquet	51965729	48132845	1.08
tpch_q15/datafusion:parquet	68010899	67026812	1.01
tpch_q16/datafusion:parquet	51180612	53406528	0.96
tpch_q17/datafusion:parquet	146754721	149106771	0.98
tpch_q18/datafusion:parquet	170599180	180377681	0.95
tpch_q19/datafusion:parquet	76043450	82400328	0.92
tpch_q20/datafusion:parquet	78642562	80327131	0.98
tpch_q21/datafusion:parquet	153212747	150855857	1.02
tpch_q22/datafusion:parquet	36861232	36863105	1.00

datafusion / arrow (0.890x ✅, 11↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow 🚀	52294922	68918929	0.76
tpch_q02/datafusion:arrow	22159598	24430597	0.91
tpch_q03/datafusion:arrow	35649028	38796942	0.92
tpch_q04/datafusion:arrow 🚀	27237031	33049117	0.82
tpch_q05/datafusion:arrow 🚀	77504514	92179982	0.84
tpch_q06/datafusion:arrow 🚀	20810418	23172411	0.90
tpch_q07/datafusion:arrow 🚀	113969823	127622506	0.89
tpch_q08/datafusion:arrow	49336105	51852575	0.95
tpch_q09/datafusion:arrow 🚀	74032935	83708958	0.88
tpch_q10/datafusion:arrow	54790043	59957605	0.91
tpch_q11/datafusion:arrow	11960501	12576693	0.95
tpch_q12/datafusion:arrow	60983957	61619376	0.99
tpch_q13/datafusion:arrow	50019936	54525839	0.92
tpch_q14/datafusion:arrow 🚀	23658995	27177774	0.87
tpch_q15/datafusion:arrow 🚀	46073255	52457903	0.88
tpch_q16/datafusion:arrow	21582980	23096917	0.93
tpch_q17/datafusion:arrow 🚀	70127929	80405362	0.87
tpch_q18/datafusion:arrow 🚀	146148768	179575787	0.81
tpch_q19/datafusion:arrow	41732645	46061743	0.91
tpch_q20/datafusion:arrow	40522130	44765654	0.91
tpch_q21/datafusion:arrow 🚀	156718029	178041273	0.88
tpch_q22/datafusion:arrow	20371123	22496199	0.91

duckdb / vortex-file-compressed (0.935x ➖, 2↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	33022950	34641994	0.95
tpch_q02/duckdb:vortex-file-compressed	28139899	29589808	0.95
tpch_q03/duckdb:vortex-file-compressed	28824057	29857999	0.97
tpch_q04/duckdb:vortex-file-compressed 🚀	28436439	33184331	0.86
tpch_q05/duckdb:vortex-file-compressed	34298174	35594636	0.96
tpch_q06/duckdb:vortex-file-compressed	10476338	11113560	0.94
tpch_q07/duckdb:vortex-file-compressed	37446744	39137911	0.96
tpch_q08/duckdb:vortex-file-compressed	41026933	42940581	0.96
tpch_q09/duckdb:vortex-file-compressed	84378773	88298559	0.96
tpch_q10/duckdb:vortex-file-compressed	36279956	39295780	0.92
tpch_q11/duckdb:vortex-file-compressed	16575321	17811619	0.93
tpch_q12/duckdb:vortex-file-compressed	23590439	25201254	0.94
tpch_q13/duckdb:vortex-file-compressed 🚀	36800930	40891825	0.90
tpch_q14/duckdb:vortex-file-compressed	22595783	24661952	0.92
tpch_q15/duckdb:vortex-file-compressed	16195138	17122521	0.95
tpch_q16/duckdb:vortex-file-compressed	30536178	30693010	0.99
tpch_q17/duckdb:vortex-file-compressed	25209269	27398214	0.92
tpch_q18/duckdb:vortex-file-compressed	47426642	51504111	0.92
tpch_q19/duckdb:vortex-file-compressed	33047752	36397607	0.91
tpch_q20/duckdb:vortex-file-compressed	34097859	37415906	0.91
tpch_q21/duckdb:vortex-file-compressed	104162137	110932294	0.94
tpch_q22/duckdb:vortex-file-compressed	18471059	19703106	0.94

duckdb / vortex-compact (0.951x ➖, 2↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	39767635	42746100	0.93
tpch_q02/duckdb:vortex-compact 🚀	36527717	41736028	0.88
tpch_q03/duckdb:vortex-compact	32213281	35706368	0.90
tpch_q04/duckdb:vortex-compact	34738022	37922907	0.92
tpch_q05/duckdb:vortex-compact	38935297	39931246	0.98
tpch_q06/duckdb:vortex-compact	14964739	15284643	0.98
tpch_q07/duckdb:vortex-compact	44341454	44075864	1.01
tpch_q08/duckdb:vortex-compact	45954484	46667821	0.98
tpch_q09/duckdb:vortex-compact	93183518	91190675	1.02
tpch_q10/duckdb:vortex-compact	41849864	42068153	0.99
tpch_q11/duckdb:vortex-compact	20733222	22140182	0.94
tpch_q12/duckdb:vortex-compact	38911385	40081369	0.97
tpch_q13/duckdb:vortex-compact	47996537	50850719	0.94
tpch_q14/duckdb:vortex-compact	31314335	34192930	0.92
tpch_q15/duckdb:vortex-compact	19689420	20126745	0.98
tpch_q16/duckdb:vortex-compact 🚀	37479697	41974568	0.89
tpch_q17/duckdb:vortex-compact	31615853	34234266	0.92
tpch_q18/duckdb:vortex-compact	53868373	55080845	0.98
tpch_q19/duckdb:vortex-compact	40415157	41716263	0.97
tpch_q20/duckdb:vortex-compact	45099183	48544290	0.93
tpch_q21/duckdb:vortex-compact	112291850	118165681	0.95
tpch_q22/duckdb:vortex-compact	21078113	21607488	0.98

duckdb / parquet (0.955x ➖, 7↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	83626257	82205583	1.02
tpch_q02/duckdb:parquet	39992437	40524330	0.99
tpch_q03/duckdb:parquet 🚀	70002571	83576629	0.84
tpch_q04/duckdb:parquet 🚀	48250939	57935185	0.83
tpch_q05/duckdb:parquet	66616127	69593414	0.96
tpch_q06/duckdb:parquet	21227500	20523833	1.03
tpch_q07/duckdb:parquet 🚀	67834995	85086233	0.80
tpch_q08/duckdb:parquet 🚀	81409597	96544381	0.84
tpch_q09/duckdb:parquet 🚀	148451216	168935603	0.88
tpch_q10/duckdb:parquet	139611630	133987347	1.04
tpch_q11/duckdb:parquet 🚀	21830444	24267962	0.90
tpch_q12/duckdb:parquet 🚀	45170899	59568594	0.76
tpch_q13/duckdb:parquet	267258363	289967534	0.92
tpch_q14/duckdb:parquet	49460164	49983359	0.99
tpch_q15/duckdb:parquet 🚨	29030408	25371110	1.14
tpch_q16/duckdb:parquet	56745534	58770766	0.97
tpch_q17/duckdb:parquet	60464551	56333580	1.07
tpch_q18/duckdb:parquet	119966502	124118606	0.97
tpch_q19/duckdb:parquet	69660878	74273464	0.94
tpch_q20/duckdb:parquet 🚨	82125538	65606812	1.25
tpch_q21/duckdb:parquet	184259201	176407298	1.04
tpch_q22/duckdb:parquet	52594735	53500738	0.98

duckdb / duckdb (0.999x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	16073492	16486349	0.97
tpch_q02/duckdb:duckdb	13678317	13241515	1.03
tpch_q03/duckdb:duckdb	19820041	19822385	1.00
tpch_q04/duckdb:duckdb	19585672	18946278	1.03
tpch_q05/duckdb:duckdb	19293970	20010067	0.96
tpch_q06/duckdb:duckdb	5249062	5540062	0.95
tpch_q07/duckdb:duckdb	23562171	22234740	1.06
tpch_q08/duckdb:duckdb	20763094	21147438	0.98
tpch_q09/duckdb:duckdb	52341325	55866528	0.94
tpch_q10/duckdb:duckdb	45008234	44946960	1.00
tpch_q11/duckdb:duckdb	5952333	5962472	1.00
tpch_q12/duckdb:duckdb	14099267	14303540	0.99
tpch_q13/duckdb:duckdb	38980909	39494835	0.99
tpch_q14/duckdb:duckdb 🚨	18464307	16689239	1.11
tpch_q15/duckdb:duckdb	11561248	11981152	0.96
tpch_q16/duckdb:duckdb 🚨	25180118	22798739	1.10
tpch_q17/duckdb:duckdb	13769333	13956377	0.99
tpch_q18/duckdb:duckdb	39058873	38997908	1.00
tpch_q19/duckdb:duckdb	27763153	28180102	0.99
tpch_q20/duckdb:duckdb	23861731	23986572	0.99
tpch_q21/duckdb:duckdb	56773038	59006352	0.96
tpch_q22/duckdb:duckdb	24604014	24924520	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-24.1%	-1.0%	-23.3%	+25.7%	✅ faster
1	datafusion:vortex-compact	-2.3%	-1.0%	-1.2%	+26.0%	➖ noise
1	datafusion:vortex-file-compressed	-11.4%	-1.0%	-10.5%	+28.0%	➖ noise
1	duckdb:duckdb	-2.5%	-1.0%	-1.5%	+25.5%	➖ noise
1	duckdb:vortex-compact	-7.0%	-1.0%	-6.0%	+24.8%	➖ noise
1	duckdb:vortex-file-compressed	-4.7%	-1.0%	-3.7%	+25.4%	➖ noise
2	datafusion:arrow	-9.3%	-3.9%	-5.7%	+19.1%	➖ noise
2	datafusion:vortex-compact	-6.6%	-3.9%	-2.8%	+19.1%	➖ noise
2	datafusion:vortex-file-compressed	-6.8%	-3.9%	-3.0%	+19.1%	➖ noise
2	duckdb:duckdb	+3.3%	-3.9%	+7.4%	+21.3%	➖ noise
2	duckdb:vortex-compact	-12.5%	-3.9%	-9.0%	+19.1%	➖ noise
2	duckdb:vortex-file-compressed	-4.9%	-3.9%	-1.1%	+19.1%	➖ noise
3	datafusion:arrow	-8.1%	-10.2%	+2.3%	+19.1%	➖ noise
3	datafusion:vortex-compact	-9.1%	-10.2%	+1.2%	+19.1%	➖ noise
3	datafusion:vortex-file-compressed	-4.1%	-10.2%	+6.7%	+19.1%	➖ noise
3	duckdb:duckdb	-0.0%	-10.2%	+11.3%	+19.1%	➖ noise
3	duckdb:vortex-compact	-9.8%	-10.2%	+0.4%	+19.1%	➖ noise
3	duckdb:vortex-file-compressed	-3.5%	-10.2%	+7.5%	+19.1%	➖ noise
4	datafusion:arrow	-17.6%	-10.6%	-7.8%	+19.1%	➖ noise
4	datafusion:vortex-compact	-7.1%	-10.6%	+3.9%	+19.1%	➖ noise
4	datafusion:vortex-file-compressed	-4.6%	-10.6%	+6.7%	+19.1%	➖ noise
4	duckdb:duckdb	+3.4%	-10.6%	+15.6%	+19.1%	➖ noise
4	duckdb:vortex-compact	-8.4%	-10.6%	+2.5%	+19.1%	➖ noise
4	duckdb:vortex-file-compressed	-14.3%	-10.6%	-4.1%	+19.1%	➖ noise
5	datafusion:arrow	-15.9%	-3.4%	-13.0%	+19.1%	➖ noise
5	datafusion:vortex-compact	-11.3%	-3.4%	-8.2%	+19.1%	➖ noise
5	datafusion:vortex-file-compressed	-10.5%	-3.4%	-7.3%	+19.1%	➖ noise
5	duckdb:duckdb	-3.6%	-3.4%	-0.2%	+19.1%	➖ noise
5	duckdb:vortex-compact	-2.5%	-3.4%	+0.9%	+19.1%	➖ noise
5	duckdb:vortex-file-compressed	-3.6%	-3.4%	-0.3%	+19.1%	➖ noise
6	datafusion:arrow	-10.2%	+7.3%	-16.3%	+24.0%	➖ noise
6	datafusion:vortex-compact	-12.1%	+7.3%	-18.1%	+23.5%	➖ noise
6	datafusion:vortex-file-compressed	-11.8%	+7.3%	-17.8%	+23.9%	➖ noise
6	duckdb:duckdb	-5.3%	+7.3%	-11.7%	+26.7%	➖ noise
6	duckdb:vortex-compact	-2.1%	+7.3%	-8.7%	+22.4%	➖ noise
6	duckdb:vortex-file-compressed	-5.7%	+7.3%	-12.1%	+26.8%	➖ noise
7	datafusion:arrow	-10.7%	-11.6%	+1.0%	+19.1%	➖ noise
7	datafusion:vortex-compact	-6.3%	-11.6%	+6.0%	+19.1%	➖ noise
7	datafusion:vortex-file-compressed	-8.3%	-11.6%	+3.7%	+19.1%	➖ noise
7	duckdb:duckdb	+6.0%	-11.6%	+19.8%	+19.1%	🚨 regression
7	duckdb:vortex-compact	+0.6%	-11.6%	+13.8%	+19.1%	➖ noise
7	duckdb:vortex-file-compressed	-4.3%	-11.6%	+8.2%	+19.1%	➖ noise
8	datafusion:arrow	-4.9%	-4.5%	-0.4%	+19.1%	➖ noise
8	datafusion:vortex-compact	-10.0%	-4.5%	-5.8%	+19.1%	➖ noise
8	datafusion:vortex-file-compressed	-9.6%	-4.5%	-5.4%	+19.1%	➖ noise
8	duckdb:duckdb	-1.8%	-4.5%	+2.8%	+19.1%	➖ noise
8	duckdb:vortex-compact	-1.5%	-4.5%	+3.1%	+19.1%	➖ noise
8	duckdb:vortex-file-compressed	-4.5%	-4.5%	-0.0%	+19.1%	➖ noise
9	datafusion:arrow	-11.6%	-7.6%	-4.3%	+19.1%	➖ noise
9	datafusion:vortex-compact	-6.9%	-7.6%	+0.7%	+19.1%	➖ noise
9	datafusion:vortex-file-compressed	-10.0%	-7.6%	-2.6%	+19.1%	➖ noise
9	duckdb:duckdb	-6.3%	-7.6%	+1.4%	+19.1%	➖ noise
9	duckdb:vortex-compact	+2.2%	-7.6%	+10.6%	+19.1%	➖ noise
9	duckdb:vortex-file-compressed	-4.4%	-7.6%	+3.4%	+19.1%	➖ noise
10	datafusion:arrow	-8.6%	+1.8%	-10.2%	+19.1%	➖ noise
10	datafusion:vortex-compact	-7.4%	+1.8%	-9.1%	+19.1%	➖ noise
10	datafusion:vortex-file-compressed	-9.0%	+1.8%	-10.7%	+19.1%	➖ noise
10	duckdb:duckdb	+0.1%	+1.8%	-1.6%	+19.1%	➖ noise
10	duckdb:vortex-compact	-0.5%	+1.8%	-2.3%	+19.1%	➖ noise
10	duckdb:vortex-file-compressed	-7.7%	+1.8%	-9.3%	+19.1%	➖ noise
11	datafusion:arrow	-4.9%	-9.3%	+4.8%	+19.1%	➖ noise
11	datafusion:vortex-compact	-3.2%	-9.3%	+6.7%	+19.1%	➖ noise
11	datafusion:vortex-file-compressed	-6.6%	-9.3%	+2.9%	+19.1%	➖ noise
11	duckdb:duckdb	-0.2%	-9.3%	+10.0%	+19.1%	➖ noise
11	duckdb:vortex-compact	-6.4%	-9.3%	+3.2%	+19.1%	➖ noise
11	duckdb:vortex-file-compressed	-6.9%	-9.3%	+2.5%	+19.1%	➖ noise
12	datafusion:arrow	-1.0%	-13.6%	+14.6%	+19.1%	➖ noise
12	datafusion:vortex-compact	-9.5%	-13.6%	+4.8%	+19.1%	➖ noise
12	datafusion:vortex-file-compressed	-11.5%	-13.6%	+2.5%	+19.1%	➖ noise
12	duckdb:duckdb	-1.4%	-13.6%	+14.1%	+19.1%	➖ noise
12	duckdb:vortex-compact	-2.9%	-13.6%	+12.4%	+19.1%	➖ noise
12	duckdb:vortex-file-compressed	-6.4%	-13.6%	+8.4%	+19.1%	➖ noise
13	datafusion:arrow	-8.3%	-2.4%	-6.0%	+19.1%	➖ noise
13	datafusion:vortex-compact	-9.4%	-2.4%	-7.2%	+19.1%	➖ noise
13	datafusion:vortex-file-compressed	-8.6%	-2.4%	-6.3%	+19.1%	➖ noise
13	duckdb:duckdb	-1.3%	-2.4%	+1.1%	+19.1%	➖ noise
13	duckdb:vortex-compact	-5.6%	-2.4%	-3.3%	+19.1%	➖ noise
13	duckdb:vortex-file-compressed	-10.0%	-2.4%	-7.8%	+19.1%	➖ noise
14	datafusion:arrow	-12.9%	+3.4%	-15.8%	+19.1%	➖ noise
14	datafusion:vortex-compact	-10.9%	+3.4%	-13.8%	+19.1%	➖ noise
14	datafusion:vortex-file-compressed	-16.5%	+3.4%	-19.2%	+19.1%	✅ faster
14	duckdb:duckdb	+10.6%	+3.4%	+7.0%	+21.1%	➖ noise
14	duckdb:vortex-compact	-8.4%	+3.4%	-11.4%	+19.1%	➖ noise
14	duckdb:vortex-file-compressed	-8.4%	+3.4%	-11.4%	+19.1%	➖ noise
15	datafusion:arrow	-12.2%	+7.8%	-18.5%	+19.1%	✅ faster
15	datafusion:vortex-compact	-9.7%	+7.8%	-16.2%	+19.1%	✅ faster
15	datafusion:vortex-file-compressed	-6.1%	+7.8%	-12.8%	+19.1%	➖ noise
15	duckdb:duckdb	-3.5%	+7.8%	-10.4%	+20.8%	➖ noise
15	duckdb:vortex-compact	-2.2%	+7.8%	-9.2%	+19.1%	➖ noise
15	duckdb:vortex-file-compressed	-5.4%	+7.8%	-12.2%	+19.1%	➖ noise
16	datafusion:arrow	-6.6%	-3.8%	-2.9%	+19.1%	➖ noise
16	datafusion:vortex-compact	-4.2%	-3.8%	-0.4%	+19.1%	➖ noise
16	datafusion:vortex-file-compressed	-9.9%	-3.8%	-6.3%	+19.1%	➖ noise
16	duckdb:duckdb	+10.4%	-3.8%	+14.8%	+19.1%	➖ noise
16	duckdb:vortex-compact	-10.7%	-3.8%	-7.2%	+19.1%	➖ noise
16	duckdb:vortex-file-compressed	-0.5%	-3.8%	+3.4%	+19.1%	➖ noise
17	datafusion:arrow	-12.8%	+2.8%	-15.1%	+19.1%	➖ noise
17	datafusion:vortex-compact	-13.0%	+2.8%	-15.4%	+19.1%	➖ noise
17	datafusion:vortex-file-compressed	-2.6%	+2.8%	-5.2%	+19.1%	➖ noise
17	duckdb:duckdb	-1.3%	+2.8%	-4.0%	+19.1%	➖ noise
17	duckdb:vortex-compact	-7.6%	+2.8%	-10.1%	+19.1%	➖ noise
17	duckdb:vortex-file-compressed	-8.0%	+2.8%	-10.5%	+19.1%	➖ noise
18	datafusion:arrow	-18.6%	-4.4%	-14.9%	+19.1%	➖ noise
18	datafusion:vortex-compact	-10.3%	-4.4%	-6.1%	+19.1%	➖ noise
18	datafusion:vortex-file-compressed	-10.0%	-4.4%	-5.8%	+19.1%	➖ noise
18	duckdb:duckdb	+0.2%	-4.4%	+4.8%	+19.1%	➖ noise
18	duckdb:vortex-compact	-2.2%	-4.4%	+2.3%	+19.1%	➖ noise
18	duckdb:vortex-file-compressed	-7.9%	-4.4%	-3.7%	+19.1%	➖ noise
19	datafusion:arrow	-9.4%	-7.0%	-2.6%	+19.1%	➖ noise
19	datafusion:vortex-compact	+1.8%	-7.0%	+9.5%	+21.4%	➖ noise
19	datafusion:vortex-file-compressed	+1.7%	-7.0%	+9.3%	+20.2%	➖ noise
19	duckdb:duckdb	-1.5%	-7.0%	+5.9%	+22.5%	➖ noise
19	duckdb:vortex-compact	-3.1%	-7.0%	+4.1%	+19.8%	➖ noise
19	duckdb:vortex-file-compressed	-9.2%	-7.0%	-2.4%	+21.2%	➖ noise
20	datafusion:arrow	-9.5%	+10.7%	-18.2%	+19.1%	✅ faster
20	datafusion:vortex-compact	-5.2%	+10.7%	-14.4%	+19.1%	➖ noise
20	datafusion:vortex-file-compressed	-6.3%	+10.7%	-15.4%	+19.1%	➖ noise
20	duckdb:duckdb	-0.5%	+10.7%	-10.1%	+19.1%	➖ noise
20	duckdb:vortex-compact	-7.1%	+10.7%	-16.1%	+19.7%	➖ noise
20	duckdb:vortex-file-compressed	-8.9%	+10.7%	-17.7%	+19.1%	✅ faster
21	datafusion:arrow	-12.0%	+3.0%	-14.5%	+19.1%	➖ noise
21	datafusion:vortex-compact	-9.4%	+3.0%	-12.0%	+19.1%	➖ noise
21	datafusion:vortex-file-compressed	-12.3%	+3.0%	-14.9%	+19.1%	➖ noise
21	duckdb:duckdb	-3.8%	+3.0%	-6.6%	+19.1%	➖ noise
21	duckdb:vortex-compact	-5.0%	+3.0%	-7.7%	+19.1%	➖ noise
21	duckdb:vortex-file-compressed	-6.1%	+3.0%	-8.8%	+19.1%	➖ noise
22	datafusion:arrow	-9.4%	-0.9%	-8.7%	+19.1%	➖ noise
22	datafusion:vortex-compact	-6.8%	-0.9%	-6.0%	+19.1%	➖ noise
22	datafusion:vortex-file-compressed	-5.3%	-0.9%	-4.4%	+19.1%	➖ noise
22	duckdb:duckdb	-1.3%	-0.9%	-0.4%	+19.1%	➖ noise
22	duckdb:vortex-compact	-2.4%	-0.9%	-1.6%	+19.1%	➖ noise
22	duckdb:vortex-file-compressed	-6.3%	-0.9%	-5.4%	+19.1%	➖ noise

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.0%
Vortex (geomean): 1.010x ➖
Parquet (geomean): 1.020x ➖
Shifts: Parquet (control) +2.0% · Median polish +2.2%

---

datafusion / vortex-file-compressed (0.983x ➖, 2↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚀	5407964	6560817	0.82
fineweb_q01/datafusion:vortex-file-compressed	28119549	30956429	0.91
fineweb_q02/datafusion:vortex-file-compressed	33766103	31894548	1.06
fineweb_q03/datafusion:vortex-file-compressed 🚀	81868022	93017806	0.88
fineweb_q04/datafusion:vortex-file-compressed	276070377	258067477	1.07
fineweb_q05/datafusion:vortex-file-compressed	243884674	240184801	1.02
fineweb_q06/datafusion:vortex-file-compressed	70600573	64487118	1.09
fineweb_q07/datafusion:vortex-file-compressed	71248138	71856673	0.99
fineweb_q08/datafusion:vortex-file-compressed	28489855	27361371	1.04

datafusion / vortex-compact (1.028x ➖, 0↑ 1↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	6349697	5266335	1.21
fineweb_q01/datafusion:vortex-compact	167124023	167068055	1.00
fineweb_q02/datafusion:vortex-compact	167546031	167509619	1.00
fineweb_q03/datafusion:vortex-compact	1490816584	1466103986	1.02
fineweb_q04/datafusion:vortex-compact	1619163491	1572593975	1.03
fineweb_q05/datafusion:vortex-compact	1256083817	1239315355	1.01
fineweb_q06/datafusion:vortex-compact	710980028	693465403	1.03
fineweb_q07/datafusion:vortex-compact	751627857	738294868	1.02
fineweb_q08/datafusion:vortex-compact	23025186	24022023	0.96

datafusion / parquet (1.020x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	6784842	6468426	1.05
fineweb_q01/datafusion:parquet	281053339	275739499	1.02
fineweb_q02/datafusion:parquet	279392966	279369995	1.00
fineweb_q03/datafusion:parquet	289756530	270170787	1.07
fineweb_q04/datafusion:parquet	299374985	285626878	1.05
fineweb_q05/datafusion:parquet	294087863	286862156	1.03
fineweb_q06/datafusion:parquet	286023328	289671090	0.99
fineweb_q07/datafusion:parquet	284177401	283625352	1.00
fineweb_q08/datafusion:parquet	278471607	282821432	0.98

duckdb / vortex-file-compressed (1.030x ➖, 0↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3886954	3790638	1.03
fineweb_q01/duckdb:vortex-file-compressed 🚨	31146343	27216979	1.14
fineweb_q02/duckdb:vortex-file-compressed	28586645	28314019	1.01
fineweb_q03/duckdb:vortex-file-compressed 🚨	145019017	130674591	1.11
fineweb_q04/duckdb:vortex-file-compressed	239905017	237232753	1.01
fineweb_q05/duckdb:vortex-file-compressed	221806880	226729996	0.98
fineweb_q06/duckdb:vortex-file-compressed	71153843	65155115	1.09
fineweb_q07/duckdb:vortex-file-compressed	67478834	73202902	0.92
fineweb_q08/duckdb:vortex-file-compressed	25817456	25959897	0.99

duckdb / vortex-compact (0.999x ➖, 0↑ 1↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	4649260	4220601	1.10
fineweb_q01/duckdb:vortex-compact	112952917	112880834	1.00
fineweb_q02/duckdb:vortex-compact	117479278	115624288	1.02
fineweb_q03/duckdb:vortex-compact	889759115	885265685	1.01
fineweb_q04/duckdb:vortex-compact	926273697	958232898	0.97
fineweb_q05/duckdb:vortex-compact	831700047	866620765	0.96
fineweb_q06/duckdb:vortex-compact	480854887	476919706	1.01
fineweb_q07/duckdb:vortex-compact	492022768	492850429	1.00
fineweb_q08/duckdb:vortex-compact	24750526	26335225	0.94

duckdb / parquet (1.019x ➖, 0↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	38187341	37445240	1.02
fineweb_q01/duckdb:parquet	99602259	94459904	1.05
fineweb_q02/duckdb:parquet	102293344	99541375	1.03
fineweb_q03/duckdb:parquet	318607385	311744670	1.02
fineweb_q04/duckdb:parquet	446851949	441081952	1.01
fineweb_q05/duckdb:parquet	416618906	414242445	1.01
fineweb_q06/duckdb:parquet	203939029	202579193	1.01
fineweb_q07/duckdb:parquet	214728844	214752063	1.00
fineweb_q08/duckdb:parquet	61899282	60786719	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+20.6%	+3.4%	+16.6%	+34.2%	➖ noise
0	datafusion:vortex-file-compressed	-17.6%	+3.4%	-20.3%	+67.6%	➖ noise
0	duckdb:vortex-compact	+10.2%	+3.4%	+6.5%	+33.4%	➖ noise
0	duckdb:vortex-file-compressed	+2.5%	+3.4%	-0.9%	+44.8%	➖ noise
1	datafusion:vortex-compact	+0.0%	+3.7%	-3.5%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	-9.2%	+3.7%	-12.4%	+17.3%	➖ noise
1	duckdb:vortex-compact	+0.1%	+3.7%	-3.5%	+15.7%	➖ noise
1	duckdb:vortex-file-compressed	+14.4%	+3.7%	+10.4%	+35.6%	➖ noise
2	datafusion:vortex-compact	+0.0%	+1.4%	-1.3%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	+5.9%	+1.4%	+4.4%	+16.6%	➖ noise
2	duckdb:vortex-compact	+1.6%	+1.4%	+0.2%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+1.0%	+1.4%	-0.4%	+15.9%	➖ noise
3	datafusion:vortex-compact	+1.7%	+4.7%	-2.9%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-12.0%	+4.7%	-15.9%	+23.8%	➖ noise
3	duckdb:vortex-compact	+0.5%	+4.7%	-4.0%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+11.0%	+4.7%	+6.0%	+30.6%	➖ noise
4	datafusion:vortex-compact	+3.0%	+3.0%	-0.1%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+7.0%	+3.0%	+3.8%	+10.0%	➖ noise
4	duckdb:vortex-compact	-3.3%	+3.0%	-6.2%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.1%	+3.0%	-1.9%	+10.0%	➖ noise
5	datafusion:vortex-compact	+1.4%	+1.5%	-0.2%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+1.5%	+1.5%	-0.0%	+10.0%	➖ noise
5	duckdb:vortex-compact	-4.0%	+1.5%	-5.5%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-2.2%	+1.5%	-3.7%	+10.0%	➖ noise
6	datafusion:vortex-compact	+2.5%	-0.3%	+2.8%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+9.5%	-0.3%	+9.8%	+19.0%	➖ noise
6	duckdb:vortex-compact	+0.8%	-0.3%	+1.1%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+9.2%	-0.3%	+9.5%	+13.8%	➖ noise
7	datafusion:vortex-compact	+1.8%	+0.1%	+1.7%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.8%	+0.1%	-0.9%	+10.6%	➖ noise
7	duckdb:vortex-compact	-0.2%	+0.1%	-0.3%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-7.8%	+0.1%	-7.9%	+13.1%	➖ noise
8	datafusion:vortex-compact	-4.1%	+0.1%	-4.3%	+23.9%	➖ noise
8	datafusion:vortex-file-compressed	+4.1%	+0.1%	+4.0%	+22.6%	➖ noise
8	duckdb:vortex-compact	-6.0%	+0.1%	-6.1%	+20.7%	➖ noise
8	duckdb:vortex-file-compressed	-0.5%	+0.1%	-0.7%	+15.3%	➖ noise

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.1%
Vortex (geomean): 0.943x ➖
Parquet (geomean): 0.946x ➖
Shifts: Parquet (control) -5.4% · Median polish -5.2%

---

datafusion / vortex-file-compressed (0.919x ➖, 24↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed 🚀	26851383	30321821	0.89
tpcds_q02/datafusion:vortex-file-compressed	53989113	56061318	0.96
tpcds_q03/datafusion:vortex-file-compressed 🚀	20142966	22483464	0.90
tpcds_q04/datafusion:vortex-file-compressed	293673682	316825202	0.93
tpcds_q05/datafusion:vortex-file-compressed	54630238	59752534	0.91
tpcds_q06/datafusion:vortex-file-compressed	52756087	54698587	0.96
tpcds_q07/datafusion:vortex-file-compressed	52903436	54690163	0.97
tpcds_q08/datafusion:vortex-file-compressed 🚀	36423884	41356023	0.88
tpcds_q09/datafusion:vortex-file-compressed	55575216	59192224	0.94
tpcds_q10/datafusion:vortex-file-compressed	45289578	50002253	0.91
tpcds_q11/datafusion:vortex-file-compressed	173896798	184378395	0.94
tpcds_q12/datafusion:vortex-file-compressed	22771951	24433018	0.93
tpcds_q13/datafusion:vortex-file-compressed	61100347	65049533	0.94
tpcds_q14/datafusion:vortex-file-compressed	202836325	218143554	0.93
tpcds_q15/datafusion:vortex-file-compressed 🚀	34673200	39612394	0.88
tpcds_q16/datafusion:vortex-file-compressed	28848892	31702652	0.91
tpcds_q17/datafusion:vortex-file-compressed	66429840	71421281	0.93
tpcds_q18/datafusion:vortex-file-compressed	76893570	84817051	0.91
tpcds_q19/datafusion:vortex-file-compressed	31836254	34785318	0.92
tpcds_q20/datafusion:vortex-file-compressed	25692481	27465739	0.94
tpcds_q21/datafusion:vortex-file-compressed	138048304	153328984	0.90
tpcds_q22/datafusion:vortex-file-compressed	56823440	60121803	0.95
tpcds_q23/datafusion:vortex-file-compressed	147352666	160365729	0.92
tpcds_q24/datafusion:vortex-file-compressed	113842554	125111292	0.91
tpcds_q25/datafusion:vortex-file-compressed	68019561	73104695	0.93
tpcds_q26/datafusion:vortex-file-compressed 🚀	37083720	41354405	0.90
tpcds_q27/datafusion:vortex-file-compressed	121607625	133021015	0.91
tpcds_q28/datafusion:vortex-file-compressed	48911168	53433586	0.92
tpcds_q29/datafusion:vortex-file-compressed	67441644	73356692	0.92
tpcds_q30/datafusion:vortex-file-compressed	30892675	32568797	0.95
tpcds_q31/datafusion:vortex-file-compressed 🚀	93786143	106078880	0.88
tpcds_q32/datafusion:vortex-file-compressed	21295696	23257570	0.92
tpcds_q33/datafusion:vortex-file-compressed	38840762	42721324	0.91
tpcds_q34/datafusion:vortex-file-compressed 🚀	32595196	37671101	0.87
tpcds_q35/datafusion:vortex-file-compressed 🚀	54883507	63937234	0.86
tpcds_q36/datafusion:vortex-file-compressed	76419107	80347012	0.95
tpcds_q37/datafusion:vortex-file-compressed	34689810	35698210	0.97
tpcds_q38/datafusion:vortex-file-compressed 🚀	51518906	57639247	0.89
tpcds_q39/datafusion:vortex-file-compressed	143144299	155019516	0.92
tpcds_q40/datafusion:vortex-file-compressed 🚀	51993562	58741923	0.89
tpcds_q41/datafusion:vortex-file-compressed 🚀	17414265	19879890	0.88
tpcds_q42/datafusion:vortex-file-compressed 🚀	17602049	20044052	0.88
tpcds_q43/datafusion:vortex-file-compressed	32382356	35414091	0.91
tpcds_q44/datafusion:vortex-file-compressed 🚀	42689227	49883654	0.86
tpcds_q45/datafusion:vortex-file-compressed	34215562	37022997	0.92
tpcds_q46/datafusion:vortex-file-compressed 🚀	47839030	55019742	0.87
tpcds_q47/datafusion:vortex-file-compressed	209043075	227000041	0.92
tpcds_q48/datafusion:vortex-file-compressed 🚀	48144290	53599846	0.90
tpcds_q49/datafusion:vortex-file-compressed	70837488	75239562	0.94
tpcds_q50/datafusion:vortex-file-compressed	46460938	50782399	0.91
tpcds_q51/datafusion:vortex-file-compressed	91329862	97215809	0.94
tpcds_q52/datafusion:vortex-file-compressed	19749967	21188558	0.93
tpcds_q53/datafusion:vortex-file-compressed	25461229	27946117	0.91
tpcds_q54/datafusion:vortex-file-compressed	44501951	49357020	0.90
tpcds_q55/datafusion:vortex-file-compressed	18514705	19105652	0.97
tpcds_q56/datafusion:vortex-file-compressed	39875630	44136726	0.90
tpcds_q57/datafusion:vortex-file-compressed	130489585	134543043	0.97
tpcds_q58/datafusion:vortex-file-compressed	70290816	72887260	0.96
tpcds_q59/datafusion:vortex-file-compressed	72370892	77784013	0.93
tpcds_q60/datafusion:vortex-file-compressed	40372952	43950639	0.92
tpcds_q61/datafusion:vortex-file-compressed	51506874	54617846	0.94
tpcds_q62/datafusion:vortex-file-compressed	30587231	32184599	0.95
tpcds_q63/datafusion:vortex-file-compressed	26015410	28230268	0.92
tpcds_q64/datafusion:vortex-file-compressed	470003955	501927172	0.94
tpcds_q65/datafusion:vortex-file-compressed 🚀	47295413	56509660	0.84
tpcds_q66/datafusion:vortex-file-compressed	91713360	97813359	0.94
tpcds_q67/datafusion:vortex-file-compressed	124948719	126626455	0.99
tpcds_q68/datafusion:vortex-file-compressed	45810077	49529759	0.92
tpcds_q69/datafusion:vortex-file-compressed	43921557	48002017	0.91
tpcds_q70/datafusion:vortex-file-compressed	115029051	121510469	0.95
tpcds_q71/datafusion:vortex-file-compressed	31248150	34683103	0.90
tpcds_q72/datafusion:vortex-file-compressed	2591315616	2868105490	0.90
tpcds_q73/datafusion:vortex-file-compressed 🚀	34100357	39473702	0.86
tpcds_q74/datafusion:vortex-file-compressed	117758286	123914756	0.95
tpcds_q75/datafusion:vortex-file-compressed	121457720	130590023	0.93
tpcds_q76/datafusion:vortex-file-compressed 🚀	33574165	38416149	0.87
tpcds_q77/datafusion:vortex-file-compressed	51963762	53663527	0.97
tpcds_q78/datafusion:vortex-file-compressed	124705696	138467328	0.90
tpcds_q79/datafusion:vortex-file-compressed	39369089	43487817	0.91
tpcds_q80/datafusion:vortex-file-compressed	112796768	122518361	0.92
tpcds_q81/datafusion:vortex-file-compressed	37529084	40089235	0.94
tpcds_q82/datafusion:vortex-file-compressed	35643465	38601944	0.92
tpcds_q83/datafusion:vortex-file-compressed	51914712	53231766	0.98
tpcds_q84/datafusion:vortex-file-compressed	15890254	16751346	0.95
tpcds_q85/datafusion:vortex-file-compressed	103602503	108258513	0.96
tpcds_q86/datafusion:vortex-file-compressed 🚀	18408635	20551790	0.90
tpcds_q87/datafusion:vortex-file-compressed	53965835	56979425	0.95
tpcds_q88/datafusion:vortex-file-compressed 🚀	76940717	88074234	0.87
tpcds_q89/datafusion:vortex-file-compressed	38155739	38737440	0.98
tpcds_q90/datafusion:vortex-file-compressed 🚀	17600361	19959088	0.88
tpcds_q91/datafusion:vortex-file-compressed 🚀	25571707	29507223	0.87
tpcds_q92/datafusion:vortex-file-compressed 🚀	18106459	20465959	0.88
tpcds_q93/datafusion:vortex-file-compressed	34113911	37489777	0.91
tpcds_q94/datafusion:vortex-file-compressed	24509005	26957776	0.91
tpcds_q95/datafusion:vortex-file-compressed	60634446	64037168	0.95
tpcds_q96/datafusion:vortex-file-compressed 🚀	17111775	19690323	0.87
tpcds_q97/datafusion:vortex-file-compressed	31382211	33663985	0.93
tpcds_q98/datafusion:vortex-file-compressed	32122173	34409730	0.93
tpcds_q99/datafusion:vortex-file-compressed	46405437	48873470	0.95

datafusion / vortex-compact (0.943x ➖, 5↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact 🚀	36423224	40628387	0.90
tpcds_q02/datafusion:vortex-compact	59144060	60416077	0.98
tpcds_q03/datafusion:vortex-compact	25103146	26396110	0.95
tpcds_q04/datafusion:vortex-compact	324799547	360037747	0.90
tpcds_q05/datafusion:vortex-compact	66016820	69005772	0.96
tpcds_q06/datafusion:vortex-compact	58743473	59047287	0.99
tpcds_q07/datafusion:vortex-compact	65601986	71466231	0.92
tpcds_q08/datafusion:vortex-compact	46519474	49193962	0.95
tpcds_q09/datafusion:vortex-compact	101930260	110943172	0.92
tpcds_q10/datafusion:vortex-compact	62776979	67186355	0.93
tpcds_q11/datafusion:vortex-compact	189233321	204109232	0.93
tpcds_q12/datafusion:vortex-compact	25361655	27618992	0.92
tpcds_q13/datafusion:vortex-compact	130900782	143875895	0.91
tpcds_q14/datafusion:vortex-compact	254782131	271295090	0.94
tpcds_q15/datafusion:vortex-compact	39850312	40862571	0.98
tpcds_q16/datafusion:vortex-compact	39570619	41588664	0.95
tpcds_q17/datafusion:vortex-compact	95871529	98404789	0.97
tpcds_q18/datafusion:vortex-compact	93457600	99467529	0.94
tpcds_q19/datafusion:vortex-compact	42713987	43476599	0.98
tpcds_q20/datafusion:vortex-compact	30576654	31085281	0.98
tpcds_q21/datafusion:vortex-compact	144442566	153046651	0.94
tpcds_q22/datafusion:vortex-compact	65176728	70026748	0.93
tpcds_q23/datafusion:vortex-compact	182088652	197291462	0.92
tpcds_q24/datafusion:vortex-compact	136995990	145095029	0.94
tpcds_q25/datafusion:vortex-compact	93856160	98084456	0.96
tpcds_q26/datafusion:vortex-compact	47473133	51754034	0.92
tpcds_q27/datafusion:vortex-compact	155225133	163148930	0.95
tpcds_q28/datafusion:vortex-compact	99567350	104710572	0.95
tpcds_q29/datafusion:vortex-compact	93098743	98448060	0.95
tpcds_q30/datafusion:vortex-compact	34655507	36685492	0.94
tpcds_q31/datafusion:vortex-compact	125300713	130668873	0.96
tpcds_q32/datafusion:vortex-compact 🚀	26347309	29566016	0.89
tpcds_q33/datafusion:vortex-compact	52385065	55888609	0.94
tpcds_q34/datafusion:vortex-compact	48376689	50769760	0.95
tpcds_q35/datafusion:vortex-compact	67026452	70783912	0.95
tpcds_q36/datafusion:vortex-compact	100029160	104440744	0.96
tpcds_q37/datafusion:vortex-compact	46338981	49728548	0.93
tpcds_q38/datafusion:vortex-compact	65741754	68838275	0.96
tpcds_q39/datafusion:vortex-compact	149422461	158296637	0.94
tpcds_q40/datafusion:vortex-compact	59650977	64413587	0.93
tpcds_q41/datafusion:vortex-compact	21420841	22696688	0.94
tpcds_q42/datafusion:vortex-compact	24985856	25561602	0.98
tpcds_q43/datafusion:vortex-compact	38281275	40963982	0.93
tpcds_q44/datafusion:vortex-compact	73886008	80352100	0.92
tpcds_q45/datafusion:vortex-compact	37092466	38925019	0.95
tpcds_q46/datafusion:vortex-compact	69696318	71265476	0.98
tpcds_q47/datafusion:vortex-compact	232718592	247987632	0.94
tpcds_q48/datafusion:vortex-compact	97047506	104667326	0.93
tpcds_q49/datafusion:vortex-compact	97157294	103462474	0.94
tpcds_q50/datafusion:vortex-compact	65028995	67109154	0.97
tpcds_q51/datafusion:vortex-compact	96693738	101603053	0.95
tpcds_q52/datafusion:vortex-compact	24759772	25217377	0.98
tpcds_q53/datafusion:vortex-compact	36041369	36830568	0.98
tpcds_q54/datafusion:vortex-compact	58656512	61910843	0.95
tpcds_q55/datafusion:vortex-compact 🚀	24802909	28391876	0.87
tpcds_q56/datafusion:vortex-compact	54579034	55784505	0.98
tpcds_q57/datafusion:vortex-compact	141324545	148607579	0.95
tpcds_q58/datafusion:vortex-compact	76759458	84267210	0.91
tpcds_q59/datafusion:vortex-compact	88430254	91392852	0.97
tpcds_q60/datafusion:vortex-compact	54969043	57615607	0.95
tpcds_q61/datafusion:vortex-compact	71306451	76207342	0.94
tpcds_q62/datafusion:vortex-compact	32373151	35869867	0.90
tpcds_q63/datafusion:vortex-compact	36151799	36629206	0.99
tpcds_q64/datafusion:vortex-compact	533235812	566515222	0.94
tpcds_q65/datafusion:vortex-compact	66660828	68888911	0.97
tpcds_q66/datafusion:vortex-compact	99876383	107938229	0.93
tpcds_q67/datafusion:vortex-compact	129257368	133229110	0.97
tpcds_q68/datafusion:vortex-compact	71417956	70950044	1.01
tpcds_q69/datafusion:vortex-compact	59832517	63571138	0.94
tpcds_q70/datafusion:vortex-compact	124899738	131462466	0.95
tpcds_q71/datafusion:vortex-compact	45198291	49062092	0.92
tpcds_q72/datafusion:vortex-compact 🚀	2615424259	2921282776	0.90
tpcds_q73/datafusion:vortex-compact	49679068	50525157	0.98
tpcds_q74/datafusion:vortex-compact	132711899	142287632	0.93
tpcds_q75/datafusion:vortex-compact	164098495	174806346	0.94
tpcds_q76/datafusion:vortex-compact	51806412	55931831	0.93
tpcds_q77/datafusion:vortex-compact	67596611	70460886	0.96
tpcds_q78/datafusion:vortex-compact	149263794	160640719	0.93
tpcds_q79/datafusion:vortex-compact	56724804	60712427	0.93
tpcds_q80/datafusion:vortex-compact	131015722	139514868	0.94
tpcds_q81/datafusion:vortex-compact	42844486	46120891	0.93
tpcds_q82/datafusion:vortex-compact	48035068	52335704	0.92
tpcds_q83/datafusion:vortex-compact	59380563	62941392	0.94
tpcds_q84/datafusion:vortex-compact 🚀	18718301	21186123	0.88
tpcds_q85/datafusion:vortex-compact	128356506	136254583	0.94
tpcds_q86/datafusion:vortex-compact	20275107	22408519	0.90
tpcds_q87/datafusion:vortex-compact	65704889	70441748	0.93
tpcds_q88/datafusion:vortex-compact	138761040	137547794	1.01
tpcds_q89/datafusion:vortex-compact	45355098	46955816	0.97
tpcds_q90/datafusion:vortex-compact	23514125	26026833	0.90
tpcds_q91/datafusion:vortex-compact	40790224	43630637	0.93
tpcds_q92/datafusion:vortex-compact	21124415	22996013	0.92
tpcds_q93/datafusion:vortex-compact	47448218	52006388	0.91
tpcds_q94/datafusion:vortex-compact	31260212	34280741	0.91
tpcds_q95/datafusion:vortex-compact	71468952	75418620	0.95
tpcds_q96/datafusion:vortex-compact	25988461	26841621	0.97
tpcds_q97/datafusion:vortex-compact	42782123	42596446	1.00
tpcds_q98/datafusion:vortex-compact	38409471	42286229	0.91
tpcds_q99/datafusion:vortex-compact	52321657	53720389	0.97

datafusion / parquet (0.935x ➖, 11↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	36033852	38027447	0.95
tpcds_q02/datafusion:parquet	45298049	48690883	0.93
tpcds_q03/datafusion:parquet	15570308	16649757	0.94
tpcds_q04/datafusion:parquet	320744421	343297235	0.93
tpcds_q05/datafusion:parquet	53553279	55843798	0.96
tpcds_q06/datafusion:parquet	65773745	68291711	0.96
tpcds_q07/datafusion:parquet	89036109	95242006	0.93
tpcds_q08/datafusion:parquet	33788486	34731876	0.97
tpcds_q09/datafusion:parquet	58037854	58600611	0.99
tpcds_q10/datafusion:parquet	82451576	89340202	0.92
tpcds_q11/datafusion:parquet	184907273	197041638	0.94
tpcds_q12/datafusion:parquet	22820655	24260966	0.94
tpcds_q13/datafusion:parquet	86890690	93848011	0.93
tpcds_q14/datafusion:parquet	194229912	211897011	0.92
tpcds_q15/datafusion:parquet	25936866	27451580	0.94
tpcds_q16/datafusion:parquet 🚀	28813362	34444811	0.84
tpcds_q17/datafusion:parquet	70160187	73447151	0.96
tpcds_q18/datafusion:parquet	133786466	139200605	0.96
tpcds_q19/datafusion:parquet	27589700	29172008	0.95
tpcds_q20/datafusion:parquet 🚀	20932451	23389969	0.89
tpcds_q21/datafusion:parquet	21832080	24053553	0.91
tpcds_q22/datafusion:parquet	131703008	146268705	0.90
tpcds_q23/datafusion:parquet	163631814	172349448	0.95
tpcds_q24/datafusion:parquet	105720887	113151629	0.93
tpcds_q25/datafusion:parquet	71609898	76310641	0.94
tpcds_q26/datafusion:parquet	75863721	82277551	0.92
tpcds_q27/datafusion:parquet	163158784	171643106	0.95
tpcds_q28/datafusion:parquet	49844567	51728385	0.96
tpcds_q29/datafusion:parquet	74929539	80783724	0.93
tpcds_q30/datafusion:parquet	45533341	47048002	0.97
tpcds_q31/datafusion:parquet	76877098	80356872	0.96
tpcds_q32/datafusion:parquet 🚀	21948000	25915478	0.85
tpcds_q33/datafusion:parquet	35172014	38663234	0.91
tpcds_q34/datafusion:parquet	27079413	28859379	0.94
tpcds_q35/datafusion:parquet 🚀	81265576	94445236	0.86
tpcds_q36/datafusion:parquet	63605794	67473525	0.94
tpcds_q37/datafusion:parquet	22691036	24605507	0.92
tpcds_q38/datafusion:parquet	50017423	53752561	0.93
tpcds_q39/datafusion:parquet	84256814	89862761	0.94
tpcds_q40/datafusion:parquet	28610092	29750777	0.96
tpcds_q41/datafusion:parquet 🚀	15486868	17916616	0.86
tpcds_q42/datafusion:parquet	13748319	15097146	0.91
tpcds_q43/datafusion:parquet 🚀	18816404	20952357	0.90
tpcds_q44/datafusion:parquet	41081665	42764521	0.96
tpcds_q45/datafusion:parquet	32165480	35729172	0.90
tpcds_q46/datafusion:parquet	38312761	40678330	0.94
tpcds_q47/datafusion:parquet	135660777	144333468	0.94
tpcds_q48/datafusion:parquet	78886549	84685942	0.93
tpcds_q49/datafusion:parquet	66233215	70554612	0.94
tpcds_q50/datafusion:parquet	48175857	52456912	0.92
tpcds_q51/datafusion:parquet	89319239	94855828	0.94
tpcds_q52/datafusion:parquet	14375875	15594648	0.92
tpcds_q53/datafusion:parquet 🚀	21976321	24522079	0.90
tpcds_q54/datafusion:parquet	42827951	45028426	0.95
tpcds_q55/datafusion:parquet	13851764	14900901	0.93
tpcds_q56/datafusion:parquet	36298872	37881747	0.96
tpcds_q57/datafusion:parquet	115103759	120060175	0.96
tpcds_q58/datafusion:parquet	59325230	63500191	0.93
tpcds_q59/datafusion:parquet	60117350	61752984	0.97
tpcds_q60/datafusion:parquet	34911947	37841195	0.92
tpcds_q61/datafusion:parquet	50640259	53217749	0.95
tpcds_q62/datafusion:parquet	28356894	29552933	0.96
tpcds_q63/datafusion:parquet	21309521	22608616	0.94
tpcds_q64/datafusion:parquet	551354037	587717309	0.94
tpcds_q65/datafusion:parquet 🚀	42020615	49237372	0.85
tpcds_q66/datafusion:parquet	77566084	84304099	0.92
tpcds_q67/datafusion:parquet	154259340	161481985	0.96
tpcds_q68/datafusion:parquet	39357245	41487482	0.95
tpcds_q69/datafusion:parquet	78298836	85436590	0.92
tpcds_q70/datafusion:parquet	95567176	103240136	0.93
tpcds_q71/datafusion:parquet 🚀	25324769	28729417	0.88
tpcds_q72/datafusion:parquet	642331771	700582781	0.92
tpcds_q73/datafusion:parquet	26860822	28134485	0.95
tpcds_q74/datafusion:parquet	104833207	111282329	0.94
tpcds_q75/datafusion:parquet	120276210	121167210	0.99
tpcds_q76/datafusion:parquet	35936392	39277740	0.91
tpcds_q77/datafusion:parquet	48934807	50834140	0.96
tpcds_q78/datafusion:parquet	123724945	132414028	0.93
tpcds_q79/datafusion:parquet	31317912	33174877	0.94
tpcds_q80/datafusion:parquet	93049581	102004627	0.91
tpcds_q81/datafusion:parquet	40423916	44465893	0.91
tpcds_q82/datafusion:parquet	24247719	24682296	0.98
tpcds_q83/datafusion:parquet	46807042	49349138	0.95
tpcds_q84/datafusion:parquet	47049572	51508918	0.91
tpcds_q85/datafusion:parquet	173037587	183362480	0.94
tpcds_q86/datafusion:parquet 🚀	17474493	19484827	0.90
tpcds_q87/datafusion:parquet	51599745	54126934	0.95
tpcds_q88/datafusion:parquet	72168729	71768833	1.01
tpcds_q89/datafusion:parquet	23915989	25780764	0.93
tpcds_q90/datafusion:parquet	18957635	20172897	0.94
tpcds_q91/datafusion:parquet 🚀	68736433	76717929	0.90
tpcds_q92/datafusion:parquet	23399924	23984030	0.98
tpcds_q93/datafusion:parquet	34422070	37958684	0.91
tpcds_q94/datafusion:parquet	26197569	26300783	1.00
tpcds_q95/datafusion:parquet	69391897	72072613	0.96
tpcds_q96/datafusion:parquet	16273933	16105266	1.01
tpcds_q97/datafusion:parquet	33568551	37165485	0.90
tpcds_q98/datafusion:parquet	25991480	27610350	0.94
tpcds_q99/datafusion:parquet	29781908	30190088	0.99

duckdb / vortex-file-compressed (0.954x ➖, 10↑ 1↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	26545140	28192255	0.94
tpcds_q02/duckdb:vortex-file-compressed	85661071	86498248	0.99
tpcds_q03/duckdb:vortex-file-compressed	24360594	24733092	0.98
tpcds_q04/duckdb:vortex-file-compressed	107707919	112400513	0.96
tpcds_q05/duckdb:vortex-file-compressed	102807868	100301688	1.02
tpcds_q06/duckdb:vortex-file-compressed	35879317	39030138	0.92
tpcds_q07/duckdb:vortex-file-compressed	24889739	26904127	0.93
tpcds_q08/duckdb:vortex-file-compressed	24051775	24190403	0.99
tpcds_q09/duckdb:vortex-file-compressed	39882589	41989297	0.95
tpcds_q10/duckdb:vortex-file-compressed	36943639	40516258	0.91
tpcds_q11/duckdb:vortex-file-compressed	64348085	68236382	0.94
tpcds_q12/duckdb:vortex-file-compressed	14330925	14791686	0.97
tpcds_q13/duckdb:vortex-file-compressed 🚀	34509249	39090245	0.88
tpcds_q14/duckdb:vortex-file-compressed	189970639	187948349	1.01
tpcds_q15/duckdb:vortex-file-compressed	40371453	43061923	0.94
tpcds_q16/duckdb:vortex-file-compressed	28762875	31128311	0.92
tpcds_q17/duckdb:vortex-file-compressed	38729172	40478904	0.96
tpcds_q18/duckdb:vortex-file-compressed	47701667	50363707	0.95
tpcds_q19/duckdb:vortex-file-compressed	32702014	35212200	0.93
tpcds_q20/duckdb:vortex-file-compressed	15554667	15994671	0.97
tpcds_q21/duckdb:vortex-file-compressed	21841871	21449379	1.02
tpcds_q22/duckdb:vortex-file-compressed	110163597	118079850	0.93
tpcds_q23/duckdb:vortex-file-compressed	131960025	132181516	1.00
tpcds_q24/duckdb:vortex-file-compressed	58754360	55947152	1.05
tpcds_q25/duckdb:vortex-file-compressed	38314750	39541028	0.97
tpcds_q26/duckdb:vortex-file-compressed	40234815	44559227	0.90
tpcds_q27/duckdb:vortex-file-compressed	88973963	93136377	0.96
tpcds_q28/duckdb:vortex-file-compressed	36646077	39155362	0.94
tpcds_q29/duckdb:vortex-file-compressed	38445265	40489375	0.95
tpcds_q30/duckdb:vortex-file-compressed	29038876	31104510	0.93
tpcds_q31/duckdb:vortex-file-compressed	25686977	26676471	0.96
tpcds_q32/duckdb:vortex-file-compressed	16760294	16970372	0.99
tpcds_q33/duckdb:vortex-file-compressed	69286898	74730948	0.93
tpcds_q34/duckdb:vortex-file-compressed	19683254	21416448	0.92
tpcds_q35/duckdb:vortex-file-compressed 🚀	60603062	68312233	0.89
tpcds_q36/duckdb:vortex-file-compressed	28143073	27878249	1.01
tpcds_q37/duckdb:vortex-file-compressed 🚀	22081946	25097730	0.88
tpcds_q38/duckdb:vortex-file-compressed	36162272	38654745	0.94
tpcds_q39/duckdb:vortex-file-compressed	48413638	48356897	1.00
tpcds_q40/duckdb:vortex-file-compressed	24924585	25739564	0.97
tpcds_q41/duckdb:vortex-file-compressed 🚀	13262664	14913087	0.89
tpcds_q42/duckdb:vortex-file-compressed 🚀	11092740	12474762	0.89
tpcds_q43/duckdb:vortex-file-compressed	19291097	21250090	0.91
tpcds_q44/duckdb:vortex-file-compressed	23191482	23650871	0.98
tpcds_q45/duckdb:vortex-file-compressed	27067390	27662089	0.98
tpcds_q46/duckdb:vortex-file-compressed	48503271	52524101	0.92
tpcds_q47/duckdb:vortex-file-compressed	49575899	51848813	0.96
tpcds_q48/duckdb:vortex-file-compressed 🚀	30491760	34048574	0.90
tpcds_q49/duckdb:vortex-file-compressed	30428415	32133910	0.95
tpcds_q50/duckdb:vortex-file-compressed	37415765	38837312	0.96
tpcds_q51/duckdb:vortex-file-compressed 🚨	124050617	105926274	1.17
tpcds_q52/duckdb:vortex-file-compressed	12205548	12915758	0.95
tpcds_q53/duckdb:vortex-file-compressed	17559561	18395336	0.95
tpcds_q54/duckdb:vortex-file-compressed	50052056	50949452	0.98
tpcds_q55/duckdb:vortex-file-compressed	12384485	11758615	1.05
tpcds_q56/duckdb:vortex-file-compressed	69881676	74054470	0.94
tpcds_q57/duckdb:vortex-file-compressed	45287349	45086926	1.00
tpcds_q58/duckdb:vortex-file-compressed	32173750	32985576	0.98
tpcds_q59/duckdb:vortex-file-compressed 🚀	56899093	64647547	0.88
tpcds_q60/duckdb:vortex-file-compressed	68729666	73071560	0.94
tpcds_q61/duckdb:vortex-file-compressed	36934428	40310046	0.92
tpcds_q62/duckdb:vortex-file-compressed	17990311	18832176	0.96
tpcds_q63/duckdb:vortex-file-compressed	17621082	18763006	0.94
tpcds_q64/duckdb:vortex-file-compressed	81814405	86698690	0.94
tpcds_q65/duckdb:vortex-file-compressed	22936205	24895730	0.92
tpcds_q66/duckdb:vortex-file-compressed	60880140	58038016	1.05
tpcds_q67/duckdb:vortex-file-compressed	146808652	151067623	0.97
tpcds_q68/duckdb:vortex-file-compressed	42056105	43228389	0.97
tpcds_q69/duckdb:vortex-file-compressed	38536455	40581599	0.95
tpcds_q70/duckdb:vortex-file-compressed	24494540	26183393	0.94
tpcds_q71/duckdb:vortex-file-compressed	21115498	21598661	0.98
tpcds_q72/duckdb:vortex-file-compressed	179856501	180647903	1.00
tpcds_q73/duckdb:vortex-file-compressed	19619628	20669117	0.95
tpcds_q74/duckdb:vortex-file-compressed	51561736	53274912	0.97
tpcds_q75/duckdb:vortex-file-compressed	59694025	64754334	0.92
tpcds_q76/duckdb:vortex-file-compressed	72137591	67971563	1.06
tpcds_q77/duckdb:vortex-file-compressed	69977657	74921222	0.93
tpcds_q78/duckdb:vortex-file-compressed	76930396	83891667	0.92
tpcds_q79/duckdb:vortex-file-compressed 🚀	37588525	44491353	0.84
tpcds_q80/duckdb:vortex-file-compressed 🚀	94357964	104875465	0.90
tpcds_q81/duckdb:vortex-file-compressed	33518083	34838338	0.96
tpcds_q82/duckdb:vortex-file-compressed 🚀	21508606	23966530	0.90
tpcds_q83/duckdb:vortex-file-compressed	27609783	29042276	0.95
tpcds_q84/duckdb:vortex-file-compressed	17945616	18913631	0.95
tpcds_q85/duckdb:vortex-file-compressed	45759544	48588405	0.94
tpcds_q86/duckdb:vortex-file-compressed	17325919	17070698	1.01
tpcds_q87/duckdb:vortex-file-compressed	41596233	43366537	0.96
tpcds_q88/duckdb:vortex-file-compressed	35873594	37317502	0.96
tpcds_q89/duckdb:vortex-file-compressed	17899746	18942264	0.94
tpcds_q90/duckdb:vortex-file-compressed	15385324	16347645	0.94
tpcds_q91/duckdb:vortex-file-compressed	27093364	28686129	0.94
tpcds_q92/duckdb:vortex-file-compressed	14048070	14584574	0.96
tpcds_q93/duckdb:vortex-file-compressed	30776952	32233661	0.95
tpcds_q94/duckdb:vortex-file-compressed	22088054	22745210	0.97
tpcds_q95/duckdb:vortex-file-compressed	146540461	156767416	0.93
tpcds_q96/duckdb:vortex-file-compressed	12326086	12437593	0.99
tpcds_q97/duckdb:vortex-file-compressed	39557863	39938203	0.99
tpcds_q98/duckdb:vortex-file-compressed	17551566	18904362	0.93
tpcds_q99/duckdb:vortex-file-compressed	32812109	33197502	0.99

duckdb / vortex-compact (0.958x ➖, 12↑ 3↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	33302190	35237761	0.95
tpcds_q02/duckdb:vortex-compact	124447676	126589770	0.98
tpcds_q03/duckdb:vortex-compact	51773671	53640758	0.97
tpcds_q04/duckdb:vortex-compact	121582101	131568343	0.92
tpcds_q05/duckdb:vortex-compact	166821488	171660186	0.97
tpcds_q06/duckdb:vortex-compact	37021000	40952931	0.90
tpcds_q07/duckdb:vortex-compact	36328865	38821943	0.94
tpcds_q08/duckdb:vortex-compact	28201962	29848413	0.94
tpcds_q09/duckdb:vortex-compact	109524562	118420617	0.92
tpcds_q10/duckdb:vortex-compact	45713974	48916844	0.93
tpcds_q11/duckdb:vortex-compact	72612654	76613074	0.95
tpcds_q12/duckdb:vortex-compact	20704771	22357347	0.93
tpcds_q13/duckdb:vortex-compact	48765027	48219876	1.01
tpcds_q14/duckdb:vortex-compact	265474463	284120637	0.93
tpcds_q15/duckdb:vortex-compact	44764291	47467436	0.94
tpcds_q16/duckdb:vortex-compact	38434562	38799794	0.99
tpcds_q17/duckdb:vortex-compact	50850262	49499298	1.03
tpcds_q18/duckdb:vortex-compact 🚀	65350475	73399768	0.89
tpcds_q19/duckdb:vortex-compact	39210695	41226072	0.95
tpcds_q20/duckdb:vortex-compact	20121116	22184914	0.91
tpcds_q21/duckdb:vortex-compact 🚀	26733097	29954541	0.89
tpcds_q22/duckdb:vortex-compact	118898057	124511178	0.95
tpcds_q23/duckdb:vortex-compact	163887624	177574286	0.92
tpcds_q24/duckdb:vortex-compact 🚀	67961796	77294191	0.88
tpcds_q25/duckdb:vortex-compact	48482593	52659536	0.92
tpcds_q26/duckdb:vortex-compact	48116645	53144990	0.91
tpcds_q27/duckdb:vortex-compact	133070334	135208274	0.98
tpcds_q28/duckdb:vortex-compact	106269834	112619563	0.94
tpcds_q29/duckdb:vortex-compact	48928557	49830016	0.98
tpcds_q30/duckdb:vortex-compact 🚀	34100332	38721451	0.88
tpcds_q31/duckdb:vortex-compact	30351591	30078016	1.01
tpcds_q32/duckdb:vortex-compact	22661169	23847666	0.95
tpcds_q33/duckdb:vortex-compact	134166997	141360637	0.95
tpcds_q34/duckdb:vortex-compact	24278866	24063839	1.01
tpcds_q35/duckdb:vortex-compact 🚀	66454281	74911999	0.89
tpcds_q36/duckdb:vortex-compact	35708434	35524479	1.01
tpcds_q37/duckdb:vortex-compact	32321276	31917752	1.01
tpcds_q38/duckdb:vortex-compact	38244498	40166758	0.95
tpcds_q39/duckdb:vortex-compact	53698222	54099365	0.99
tpcds_q40/duckdb:vortex-compact	30431464	32981775	0.92
tpcds_q41/duckdb:vortex-compact	17336827	18859188	0.92
tpcds_q42/duckdb:vortex-compact	14929359	15849312	0.94
tpcds_q43/duckdb:vortex-compact	25314524	24283769	1.04
tpcds_q44/duckdb:vortex-compact 🚨	31950478	28727146	1.11
tpcds_q45/duckdb:vortex-compact 🚀	31076071	35527296	0.87
tpcds_q46/duckdb:vortex-compact	58564101	59003221	0.99
tpcds_q47/duckdb:vortex-compact	55465650	55988660	0.99
tpcds_q48/duckdb:vortex-compact	41283888	41498881	0.99
tpcds_q49/duckdb:vortex-compact	48022314	49594590	0.97
tpcds_q50/duckdb:vortex-compact 🚨	42827143	37924734	1.13
tpcds_q51/duckdb:vortex-compact	103817932	108149488	0.96
tpcds_q52/duckdb:vortex-compact	15344705	16609594	0.92
tpcds_q53/duckdb:vortex-compact	22314255	22190050	1.01
tpcds_q54/duckdb:vortex-compact	85235673	89200080	0.96
tpcds_q55/duckdb:vortex-compact	16115713	15222724	1.06
tpcds_q56/duckdb:vortex-compact	130048618	138655603	0.94
tpcds_q57/duckdb:vortex-compact	47801949	49800025	0.96
tpcds_q58/duckdb:vortex-compact	39634577	40117965	0.99
tpcds_q59/duckdb:vortex-compact 🚀	68764125	79882244	0.86
tpcds_q60/duckdb:vortex-compact 🚀	129218560	144059038	0.90
tpcds_q61/duckdb:vortex-compact	48808777	46905299	1.04
tpcds_q62/duckdb:vortex-compact 🚀	22842073	25695501	0.89
tpcds_q63/duckdb:vortex-compact	24162630	22917083	1.05
tpcds_q64/duckdb:vortex-compact	100772846	105495925	0.96
tpcds_q65/duckdb:vortex-compact	27983304	28807818	0.97
tpcds_q66/duckdb:vortex-compact	99267324	101398232	0.98
tpcds_q67/duckdb:vortex-compact	153382567	161920326	0.95
tpcds_q68/duckdb:vortex-compact	50719392	54457279	0.93
tpcds_q69/duckdb:vortex-compact	45307217	48227380	0.94
tpcds_q70/duckdb:vortex-compact	30267776	29050596	1.04
tpcds_q71/duckdb:vortex-compact	24601109	26775903	0.92
tpcds_q72/duckdb:vortex-compact	197971131	203200132	0.97
tpcds_q73/duckdb:vortex-compact	23990191	23318086	1.03
tpcds_q74/duckdb:vortex-compact	57509482	59294941	0.97
tpcds_q75/duckdb:vortex-compact	70198381	76492165	0.92
tpcds_q76/duckdb:vortex-compact	117601560	122919066	0.96
tpcds_q77/duckdb:vortex-compact	124292373	127664071	0.97
tpcds_q78/duckdb:vortex-compact	83256044	91662818	0.91
tpcds_q79/duckdb:vortex-compact 🚀	53594934	74739437	0.72
tpcds_q80/duckdb:vortex-compact	153203174	164702635	0.93
tpcds_q81/duckdb:vortex-compact	39947807	41930053	0.95
tpcds_q82/duckdb:vortex-compact	31376740	31849116	0.99
tpcds_q83/duckdb:vortex-compact	44632981	49259961	0.91
tpcds_q84/duckdb:vortex-compact	21082570	21234981	0.99
tpcds_q85/duckdb:vortex-compact 🚀	57931329	65107381	0.89
tpcds_q86/duckdb:vortex-compact	19756614	20244731	0.98
tpcds_q87/duckdb:vortex-compact	39429706	43610633	0.90
tpcds_q88/duckdb:vortex-compact	37363496	36132131	1.03
tpcds_q89/duckdb:vortex-compact	23536334	23449540	1.00
tpcds_q90/duckdb:vortex-compact	16163142	16781929	0.96
tpcds_q91/duckdb:vortex-compact	43940043	46258812	0.95
tpcds_q92/duckdb:vortex-compact 🚀	19055459	21474148	0.89
tpcds_q93/duckdb:vortex-compact	35969345	37876165	0.95
tpcds_q94/duckdb:vortex-compact	28417558	29160306	0.97
tpcds_q95/duckdb:vortex-compact	159914022	155020747	1.03
tpcds_q96/duckdb:vortex-compact	13375194	12199757	1.10
tpcds_q97/duckdb:vortex-compact	41478743	42050517	0.99
tpcds_q98/duckdb:vortex-compact	23099647	23986919	0.96
tpcds_q99/duckdb:vortex-compact 🚨	40449406	36620472	1.10

duckdb / parquet (0.958x ➖, 4↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	46309636	45996752	1.01
tpcds_q02/duckdb:parquet	61462162	61233970	1.00
tpcds_q03/duckdb:parquet	12029861	12470615	0.96
tpcds_q04/duckdb:parquet	122249203	129532718	0.94
tpcds_q05/duckdb:parquet	75322233	75645700	1.00
tpcds_q06/duckdb:parquet	28538155	29889646	0.95
tpcds_q07/duckdb:parquet	23173919	24120261	0.96
tpcds_q08/duckdb:parquet	29633345	27725175	1.07
tpcds_q09/duckdb:parquet	39820524	40353449	0.99
tpcds_q10/duckdb:parquet	33992745	36523876	0.93
tpcds_q11/duckdb:parquet	85034153	91796113	0.93
tpcds_q12/duckdb:parquet	14516262	15448207	0.94
tpcds_q13/duckdb:parquet	35383946	35082628	1.01
tpcds_q14/duckdb:parquet	166952063	165328010	1.01
tpcds_q15/duckdb:parquet	30503748	31501119	0.97
tpcds_q16/duckdb:parquet	20694283	21461275	0.96
tpcds_q17/duckdb:parquet	38791795	40361447	0.96
tpcds_q18/duckdb:parquet	46101796	46873874	0.98
tpcds_q19/duckdb:parquet	29135357	29857306	0.98
tpcds_q20/duckdb:parquet	15289326	14812435	1.03
tpcds_q21/duckdb:parquet	10746428	11612387	0.93
tpcds_q22/duckdb:parquet	65939633	70701348	0.93
tpcds_q23/duckdb:parquet	111005321	119328414	0.93
tpcds_q24/duckdb:parquet	46005993	47709395	0.96
tpcds_q25/duckdb:parquet	32201253	34683033	0.93
tpcds_q26/duckdb:parquet	36560647	36853987	0.99
tpcds_q27/duckdb:parquet	88358114	91224171	0.97
tpcds_q28/duckdb:parquet	36481210	37780459	0.97
tpcds_q29/duckdb:parquet	33950614	35826179	0.95
tpcds_q30/duckdb:parquet	39617648	41191274	0.96
tpcds_q31/duckdb:parquet	24012448	23533669	1.02
tpcds_q32/duckdb:parquet	10620511	10954027	0.97
tpcds_q33/duckdb:parquet	71301150	72724313	0.98
tpcds_q34/duckdb:parquet	21132100	22170918	0.95
tpcds_q35/duckdb:parquet	58957823	64280890	0.92
tpcds_q36/duckdb:parquet	20542473	20906445	0.98
tpcds_q37/duckdb:parquet	13052122	14070452	0.93
tpcds_q38/duckdb:parquet	32500801	35459765	0.92
tpcds_q39/duckdb:parquet	32747077	33228232	0.99
tpcds_q40/duckdb:parquet	17948348	18916148	0.95
tpcds_q41/duckdb:parquet	7677479	7905868	0.97
tpcds_q42/duckdb:parquet	10163073	10946785	0.93
tpcds_q43/duckdb:parquet	15443789	15963838	0.97
tpcds_q44/duckdb:parquet	20523687	22290187	0.92
tpcds_q45/duckdb:parquet	25898845	27721935	0.93
tpcds_q46/duckdb:parquet	45061153	47798277	0.94
tpcds_q47/duckdb:parquet	45518182	48372434	0.94
tpcds_q48/duckdb:parquet	29954386	31169434	0.96
tpcds_q49/duckdb:parquet	25560166	24401336	1.05
tpcds_q50/duckdb:parquet	24381167	25761303	0.95
tpcds_q51/duckdb:parquet 🚀	93901042	123626569	0.76
tpcds_q52/duckdb:parquet	10747388	11431866	0.94
tpcds_q53/duckdb:parquet	16439030	16412700	1.00
tpcds_q54/duckdb:parquet	40518894	43372368	0.93
tpcds_q55/duckdb:parquet	10747856	11334761	0.95
tpcds_q56/duckdb:parquet	68944953	68927664	1.00
tpcds_q57/duckdb:parquet	34784864	36335834	0.96
tpcds_q58/duckdb:parquet	21062449	23354474	0.90
tpcds_q59/duckdb:parquet	36692463	35855447	1.02
tpcds_q60/duckdb:parquet	72791453	71899444	1.01
tpcds_q61/duckdb:parquet	31107787	31688305	0.98
tpcds_q62/duckdb:parquet 🚀	11545325	12950355	0.89
tpcds_q63/duckdb:parquet	15037517	15705796	0.96
tpcds_q64/duckdb:parquet	72178505	75087885	0.96
tpcds_q65/duckdb:parquet	19753363	20154274	0.98
tpcds_q66/duckdb:parquet	54397314	54391724	1.00
tpcds_q67/duckdb:parquet	133616589	142518071	0.94
tpcds_q68/duckdb:parquet	37470412	38768548	0.97
tpcds_q69/duckdb:parquet	37920081	38665668	0.98
tpcds_q70/duckdb:parquet	19728476	20411044	0.97
tpcds_q71/duckdb:parquet 🚀	17575820	19720808	0.89
tpcds_q72/duckdb:parquet	164054744	165190341	0.99
tpcds_q73/duckdb:parquet	17541398	18681710	0.94
tpcds_q74/duckdb:parquet	50191828	52223482	0.96
tpcds_q75/duckdb:parquet	52252892	54118577	0.97
tpcds_q76/duckdb:parquet	69613687	72401202	0.96
tpcds_q77/duckdb:parquet	64067802	63228102	1.01
tpcds_q78/duckdb:parquet	74669547	78267932	0.95
tpcds_q79/duckdb:parquet	27207205	27829059	0.98
tpcds_q80/duckdb:parquet	82251089	84347152	0.98
tpcds_q81/duckdb:parquet	47840882	49277422	0.97
tpcds_q82/duckdb:parquet	15496619	15843768	0.98
tpcds_q83/duckdb:parquet	16709209	17160045	0.97
tpcds_q84/duckdb:parquet	18419487	20432793	0.90
tpcds_q85/duckdb:parquet	38874675	41913194	0.93
tpcds_q86/duckdb:parquet	12970143	12656611	1.02
tpcds_q87/duckdb:parquet	37579489	37077974	1.01
tpcds_q88/duckdb:parquet	28630400	29452651	0.97
tpcds_q89/duckdb:parquet	17295218	18540864	0.93
tpcds_q90/duckdb:parquet	7297913	7771639	0.94
tpcds_q91/duckdb:parquet	23377348	23544061	0.99
tpcds_q92/duckdb:parquet	11219560	12319294	0.91
tpcds_q93/duckdb:parquet	30130835	31850434	0.95
tpcds_q94/duckdb:parquet	15626103	17161207	0.91
tpcds_q95/duckdb:parquet 🚀	117243615	146580472	0.80
tpcds_q96/duckdb:parquet	9163316	9756972	0.94
tpcds_q97/duckdb:parquet	34356831	36082506	0.95
tpcds_q98/duckdb:parquet	17757521	18853712	0.94
tpcds_q99/duckdb:parquet	19563953	20771306	0.94

duckdb / duckdb (0.956x ➖, 13↑ 0↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb 🚀	19430098	21746084	0.89
tpcds_q02/duckdb:duckdb	18221400	17927580	1.02
tpcds_q03/duckdb:duckdb 🚀	7895041	8818562	0.90
tpcds_q04/duckdb:duckdb	161219211	164877739	0.98
tpcds_q05/duckdb:duckdb	18653637	19608731	0.95
tpcds_q06/duckdb:duckdb 🚀	21116654	24121147	0.88
tpcds_q07/duckdb:duckdb	37654838	39375475	0.96
tpcds_q08/duckdb:duckdb	120112257	120334331	1.00
tpcds_q09/duckdb:duckdb	19776355	19838329	1.00
tpcds_q10/duckdb:duckdb	22772231	24294074	0.94
tpcds_q11/duckdb:duckdb	137465559	139919080	0.98
tpcds_q12/duckdb:duckdb	11202117	12107647	0.93
tpcds_q13/duckdb:duckdb	23307645	24045066	0.97
tpcds_q14/duckdb:duckdb	90195053	96859911	0.93
tpcds_q15/duckdb:duckdb	27200945	25479400	1.07
tpcds_q16/duckdb:duckdb	17829157	17999987	0.99
tpcds_q17/duckdb:duckdb	20583154	21864993	0.94
tpcds_q18/duckdb:duckdb	42256523	45102387	0.94
tpcds_q19/duckdb:duckdb	16437496	17287057	0.95
tpcds_q20/duckdb:duckdb	11278765	12228094	0.92
tpcds_q21/duckdb:duckdb	7173914	6942358	1.03
tpcds_q22/duckdb:duckdb	59608978	65448283	0.91
tpcds_q23/duckdb:duckdb 🚀	72691000	85611546	0.85
tpcds_q24/duckdb:duckdb	22162664	23885152	0.93
tpcds_q25/duckdb:duckdb	16613659	16482208	1.01
tpcds_q26/duckdb:duckdb	25337258	26898964	0.94
tpcds_q27/duckdb:duckdb	37932459	40716645	0.93
tpcds_q28/duckdb:duckdb	20848446	21939448	0.95
tpcds_q29/duckdb:duckdb	19764486	21035907	0.94
tpcds_q30/duckdb:duckdb	28408830	29724963	0.96
tpcds_q31/duckdb:duckdb	19316526	20347980	0.95
tpcds_q32/duckdb:duckdb	7165428	7473720	0.96
tpcds_q33/duckdb:duckdb	12709626	12990367	0.98
tpcds_q34/duckdb:duckdb	14602200	15010275	0.97
tpcds_q35/duckdb:duckdb 🚀	30384947	34662553	0.88
tpcds_q36/duckdb:duckdb 🚀	67172193	74870290	0.90
tpcds_q37/duckdb:duckdb	7543864	7408726	1.02
tpcds_q38/duckdb:duckdb	30648283	30246249	1.01
tpcds_q39/duckdb:duckdb	25697609	27897187	0.92
tpcds_q40/duckdb:duckdb	13760295	13730488	1.00
tpcds_q41/duckdb:duckdb	7764576	8141538	0.95
tpcds_q42/duckdb:duckdb 🚀	6038494	6783696	0.89
tpcds_q43/duckdb:duckdb	10713468	11749317	0.91
tpcds_q44/duckdb:duckdb 🚀	12267382	14177841	0.87
tpcds_q45/duckdb:duckdb	16734359	17617120	0.95
tpcds_q46/duckdb:duckdb	35612542	37801662	0.94
tpcds_q47/duckdb:duckdb	40537403	41309408	0.98
tpcds_q48/duckdb:duckdb	22175830	23438078	0.95
tpcds_q49/duckdb:duckdb	16094353	15910492	1.01
tpcds_q50/duckdb:duckdb	13743706	14026353	0.98
tpcds_q51/duckdb:duckdb	89682425	91923862	0.98
tpcds_q52/duckdb:duckdb 🚀	7094089	8037912	0.88
tpcds_q53/duckdb:duckdb	11514508	12151337	0.95
tpcds_q54/duckdb:duckdb	16318973	16648461	0.98
tpcds_q55/duckdb:duckdb	6733607	6943833	0.97
tpcds_q56/duckdb:duckdb	13745269	14172352	0.97
tpcds_q57/duckdb:duckdb	31384198	31738533	0.99
tpcds_q58/duckdb:duckdb 🚀	11531307	13255747	0.87
tpcds_q59/duckdb:duckdb	34283218	34938586	0.98
tpcds_q60/duckdb:duckdb	14484355	14359437	1.01
tpcds_q61/duckdb:duckdb	14257996	14437194	0.99
tpcds_q62/duckdb:duckdb	9042041	9714131	0.93
tpcds_q63/duckdb:duckdb	10707214	11675559	0.92
tpcds_q64/duckdb:duckdb	50806317	53202541	0.95
tpcds_q65/duckdb:duckdb 🚀	30729080	34214206	0.90
tpcds_q66/duckdb:duckdb	24401377	24894625	0.98
tpcds_q67/duckdb:duckdb	127254761	136789879	0.93
tpcds_q68/duckdb:duckdb	24356968	25411332	0.96
tpcds_q69/duckdb:duckdb	24618968	24953719	0.99
tpcds_q70/duckdb:duckdb	14299607	15713711	0.91
tpcds_q71/duckdb:duckdb	12329697	13276020	0.93
tpcds_q72/duckdb:duckdb	41700467	43598714	0.96
tpcds_q73/duckdb:duckdb	11010294	10820529	1.02
tpcds_q74/duckdb:duckdb	96243907	98596756	0.98
tpcds_q75/duckdb:duckdb	42055182	42663443	0.99
tpcds_q76/duckdb:duckdb	11781005	12502773	0.94
tpcds_q77/duckdb:duckdb	11811587	11812433	1.00
tpcds_q78/duckdb:duckdb	63390025	62812039	1.01
tpcds_q79/duckdb:duckdb	18084916	17815960	1.02
tpcds_q80/duckdb:duckdb	27072061	30043912	0.90
tpcds_q81/duckdb:duckdb	35399035	36776256	0.96
tpcds_q82/duckdb:duckdb	8260117	8519991	0.97
tpcds_q83/duckdb:duckdb	9043691	9454105	0.96
tpcds_q84/duckdb:duckdb	13748307	14144539	0.97
tpcds_q85/duckdb:duckdb	23391405	24636139	0.95
tpcds_q86/duckdb:duckdb	10191477	10332205	0.99
tpcds_q87/duckdb:duckdb	31337165	34435874	0.91
tpcds_q88/duckdb:duckdb	23889469	24406674	0.98
tpcds_q89/duckdb:duckdb	13828165	13061751	1.06
tpcds_q90/duckdb:duckdb	5338635	5798294	0.92
tpcds_q91/duckdb:duckdb	12333150	12962180	0.95
tpcds_q92/duckdb:duckdb	8784133	9203066	0.95
tpcds_q93/duckdb:duckdb	21408696	22127246	0.97
tpcds_q94/duckdb:duckdb	12943219	13171439	0.98
tpcds_q95/duckdb:duckdb	124433026	113234585	1.10
tpcds_q96/duckdb:duckdb 🚀	4301074	4785720	0.90
tpcds_q97/duckdb:duckdb 🚀	27881003	31611136	0.88
tpcds_q98/duckdb:duckdb	13346906	13936866	0.96
tpcds_q99/duckdb:duckdb	16673197	15848967	1.05

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-10.4%	-2.3%	-8.2%	+11.9%	➖ noise
1	datafusion:vortex-file-compressed	-11.4%	-2.3%	-9.3%	+14.1%	➖ noise
1	duckdb:duckdb	-10.7%	-2.3%	-8.5%	+14.6%	➖ noise
1	duckdb:vortex-compact	-5.5%	-2.3%	-3.2%	+13.1%	➖ noise
1	duckdb:vortex-file-compressed	-5.8%	-2.3%	-3.6%	+12.4%	➖ noise
2	datafusion:vortex-compact	-2.1%	-3.4%	+1.3%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-3.7%	-3.4%	-0.3%	+10.0%	➖ noise
2	duckdb:duckdb	+1.6%	-3.4%	+5.2%	+12.1%	➖ noise
2	duckdb:vortex-compact	-1.7%	-3.4%	+1.7%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-1.0%	-3.4%	+2.5%	+12.5%	➖ noise
3	datafusion:vortex-compact	-4.9%	-5.0%	+0.1%	+13.7%	➖ noise
3	datafusion:vortex-file-compressed	-10.4%	-5.0%	-5.7%	+12.5%	➖ noise
3	duckdb:duckdb	-10.5%	-5.0%	-5.7%	+15.2%	➖ noise
3	duckdb:vortex-compact	-3.5%	-5.0%	+1.6%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-1.5%	-5.0%	+3.7%	+12.9%	➖ noise
4	datafusion:vortex-compact	-9.8%	-6.1%	-3.9%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-7.3%	-6.1%	-1.3%	+10.0%	➖ noise
4	duckdb:duckdb	-2.2%	-6.1%	+4.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	-7.6%	-6.1%	-1.6%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-4.2%	-6.1%	+2.0%	+10.0%	➖ noise
5	datafusion:vortex-compact	-4.3%	-2.3%	-2.1%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-8.6%	-2.3%	-6.4%	+10.0%	➖ noise
5	duckdb:duckdb	-4.9%	-2.3%	-2.6%	+18.2%	➖ noise
5	duckdb:vortex-compact	-2.8%	-2.3%	-0.5%	+13.3%	➖ noise
5	duckdb:vortex-file-compressed	+2.5%	-2.3%	+4.9%	+10.4%	➖ noise
6	datafusion:vortex-compact	-0.5%	-4.1%	+3.7%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-3.6%	-4.1%	+0.6%	+10.7%	➖ noise
6	duckdb:duckdb	-12.5%	-4.1%	-8.7%	+14.2%	➖ noise
6	duckdb:vortex-compact	-9.6%	-4.1%	-5.7%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-8.1%	-4.1%	-4.1%	+10.0%	➖ noise
7	datafusion:vortex-compact	-8.2%	-5.2%	-3.1%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-3.3%	-5.2%	+2.1%	+10.0%	➖ noise
7	duckdb:duckdb	-4.4%	-5.2%	+0.9%	+13.5%	➖ noise
7	duckdb:vortex-compact	-6.4%	-5.2%	-1.3%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-7.5%	-5.2%	-2.4%	+11.3%	➖ noise
8	datafusion:vortex-compact	-5.4%	+2.0%	-7.3%	+11.3%	➖ noise
8	datafusion:vortex-file-compressed	-11.9%	+2.0%	-13.6%	+10.0%	✅ faster
8	duckdb:duckdb	-0.2%	+2.0%	-2.1%	+10.0%	➖ noise
8	duckdb:vortex-compact	-5.5%	+2.0%	-7.3%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-0.6%	+2.0%	-2.5%	+10.0%	➖ noise
9	datafusion:vortex-compact	-8.1%	-1.1%	-7.1%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	-6.1%	-1.1%	-5.0%	+10.0%	➖ noise
9	duckdb:duckdb	-0.3%	-1.1%	+0.8%	+10.0%	➖ noise
9	duckdb:vortex-compact	-7.5%	-1.1%	-6.4%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-5.0%	-1.1%	-3.9%	+10.0%	➖ noise
10	datafusion:vortex-compact	-6.6%	-7.3%	+0.8%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-9.4%	-7.3%	-2.3%	+10.0%	➖ noise
10	duckdb:duckdb	-6.3%	-7.3%	+1.1%	+10.0%	➖ noise
10	duckdb:vortex-compact	-6.5%	-7.3%	+0.8%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-8.8%	-7.3%	-1.6%	+10.0%	➖ noise
11	datafusion:vortex-compact	-7.3%	-6.8%	-0.6%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	-5.7%	-6.8%	+1.2%	+10.0%	➖ noise
11	duckdb:duckdb	-1.8%	-6.8%	+5.4%	+10.0%	➖ noise
11	duckdb:vortex-compact	-5.2%	-6.8%	+1.7%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	-5.7%	-6.8%	+1.1%	+10.0%	➖ noise
12	datafusion:vortex-compact	-8.2%	-6.0%	-2.3%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-6.8%	-6.0%	-0.9%	+10.0%	➖ noise
12	duckdb:duckdb	-7.5%	-6.0%	-1.6%	+11.0%	➖ noise
12	duckdb:vortex-compact	-7.4%	-6.0%	-1.5%	+13.6%	➖ noise
12	duckdb:vortex-file-compressed	-3.1%	-6.0%	+3.1%	+14.0%	➖ noise
13	datafusion:vortex-compact	-9.0%	-3.4%	-5.8%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	-6.1%	-3.4%	-2.8%	+10.0%	➖ noise
13	duckdb:duckdb	-3.1%	-3.4%	+0.3%	+10.1%	➖ noise
13	duckdb:vortex-compact	+1.1%	-3.4%	+4.7%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	-11.7%	-3.4%	-8.6%	+10.4%	➖ noise
14	datafusion:vortex-compact	-6.1%	-3.8%	-2.4%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-7.0%	-3.8%	-3.4%	+10.0%	➖ noise
14	duckdb:duckdb	-6.9%	-3.8%	-3.2%	+10.0%	➖ noise
14	duckdb:vortex-compact	-6.6%	-3.8%	-2.9%	+14.0%	➖ noise
14	duckdb:vortex-file-compressed	+1.1%	-3.8%	+5.1%	+12.7%	➖ noise
15	datafusion:vortex-compact	-2.5%	-4.3%	+2.0%	+12.8%	➖ noise
15	datafusion:vortex-file-compressed	-12.5%	-4.3%	-8.5%	+12.3%	➖ noise
15	duckdb:duckdb	+6.8%	-4.3%	+11.6%	+18.2%	➖ noise
15	duckdb:vortex-compact	-5.7%	-4.3%	-1.4%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-6.2%	-4.3%	-2.0%	+12.7%	➖ noise
16	datafusion:vortex-compact	-4.9%	-10.2%	+5.9%	+11.1%	➖ noise
16	datafusion:vortex-file-compressed	-9.0%	-10.2%	+1.3%	+10.9%	➖ noise
16	duckdb:duckdb	-0.9%	-10.2%	+10.3%	+13.5%	➖ noise
16	duckdb:vortex-compact	-0.9%	-10.2%	+10.3%	+16.9%	➖ noise
16	duckdb:vortex-file-compressed	-7.6%	-10.2%	+2.9%	+14.3%	➖ noise
17	datafusion:vortex-compact	-2.6%	-4.2%	+1.7%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-7.0%	-4.2%	-2.9%	+10.0%	➖ noise
17	duckdb:duckdb	-5.9%	-4.2%	-1.8%	+12.9%	➖ noise
17	duckdb:vortex-compact	+2.7%	-4.2%	+7.2%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-4.3%	-4.2%	-0.1%	+11.7%	➖ noise
18	datafusion:vortex-compact	-6.0%	-2.8%	-3.4%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	-9.3%	-2.8%	-6.8%	+10.0%	➖ noise
18	duckdb:duckdb	-6.3%	-2.8%	-3.6%	+10.0%	➖ noise
18	duckdb:vortex-compact	-11.0%	-2.8%	-8.4%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-5.3%	-2.8%	-2.6%	+10.0%	➖ noise
19	datafusion:vortex-compact	-1.8%	-3.9%	+2.3%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-8.5%	-3.9%	-4.7%	+10.0%	➖ noise
19	duckdb:duckdb	-4.9%	-3.9%	-1.0%	+10.0%	➖ noise
19	duckdb:vortex-compact	-4.9%	-3.9%	-1.0%	+12.1%	➖ noise
19	duckdb:vortex-file-compressed	-7.1%	-3.9%	-3.3%	+11.2%	➖ noise
20	datafusion:vortex-compact	-1.6%	-3.9%	+2.3%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	-6.5%	-3.9%	-2.7%	+13.0%	➖ noise
20	duckdb:duckdb	-7.8%	-3.9%	-4.0%	+10.7%	➖ noise
20	duckdb:vortex-compact	-9.3%	-3.9%	-5.6%	+13.3%	➖ noise
20	duckdb:vortex-file-compressed	-2.8%	-3.9%	+1.2%	+14.1%	➖ noise
21	datafusion:vortex-compact	-5.6%	-8.4%	+3.0%	+11.6%	➖ noise
21	datafusion:vortex-file-compressed	-10.0%	-8.4%	-1.8%	+10.7%	➖ noise
21	duckdb:duckdb	+3.3%	-8.4%	+12.8%	+15.3%	➖ noise
21	duckdb:vortex-compact	-10.8%	-8.4%	-2.6%	+12.3%	➖ noise
21	duckdb:vortex-file-compressed	+1.8%	-8.4%	+11.1%	+14.5%	➖ noise
22	datafusion:vortex-compact	-6.9%	-8.4%	+1.6%	+16.3%	➖ noise
22	datafusion:vortex-file-compressed	-5.5%	-8.4%	+3.1%	+14.0%	➖ noise
22	duckdb:duckdb	-8.9%	-8.4%	-0.6%	+15.9%	➖ noise
22	duckdb:vortex-compact	-4.5%	-8.4%	+4.2%	+14.2%	➖ noise
22	duckdb:vortex-file-compressed	-6.7%	-8.4%	+1.8%	+14.0%	➖ noise
23	datafusion:vortex-compact	-7.7%	-6.0%	-1.8%	+10.0%	➖ noise
23	datafusion:vortex-file-compressed	-8.1%	-6.0%	-2.2%	+10.0%	➖ noise
23	duckdb:duckdb	-15.1%	-6.0%	-9.7%	+17.7%	➖ noise
23	duckdb:vortex-compact	-7.7%	-6.0%	-1.8%	+13.6%	➖ noise
23	duckdb:vortex-file-compressed	-0.2%	-6.0%	+6.2%	+10.0%	➖ noise
24	datafusion:vortex-compact	-5.6%	-5.1%	-0.5%	+10.0%	➖ noise
24	datafusion:vortex-file-compressed	-9.0%	-5.1%	-4.1%	+10.0%	➖ noise
24	duckdb:duckdb	-7.2%	-5.1%	-2.2%	+11.5%	➖ noise
24	duckdb:vortex-compact	-12.1%	-5.1%	-7.4%	+10.2%	➖ noise
24	duckdb:vortex-file-compressed	+5.0%	-5.1%	+10.6%	+10.6%	🚨 regression
25	datafusion:vortex-compact	-4.3%	-6.7%	+2.5%	+10.0%	➖ noise
25	datafusion:vortex-file-compressed	-7.0%	-6.7%	-0.3%	+10.0%	➖ noise
25	duckdb:duckdb	+0.8%	-6.7%	+8.0%	+12.5%	➖ noise
25	duckdb:vortex-compact	-7.9%	-6.7%	-1.4%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	-3.1%	-6.7%	+3.8%	+10.0%	➖ noise
26	datafusion:vortex-compact	-8.3%	-4.4%	-4.1%	+10.0%	➖ noise
26	datafusion:vortex-file-compressed	-10.3%	-4.4%	-6.2%	+13.8%	➖ noise
26	duckdb:duckdb	-5.8%	-4.4%	-1.5%	+12.2%	➖ noise
26	duckdb:vortex-compact	-9.5%	-4.4%	-5.3%	+13.5%	➖ noise
26	duckdb:vortex-file-compressed	-9.7%	-4.4%	-5.6%	+14.2%	➖ noise
27	datafusion:vortex-compact	-4.9%	-4.0%	-0.8%	+10.0%	➖ noise
27	datafusion:vortex-file-compressed	-8.6%	-4.0%	-4.7%	+10.0%	➖ noise
27	duckdb:duckdb	-6.8%	-4.0%	-2.9%	+14.7%	➖ noise
27	duckdb:vortex-compact	-1.6%	-4.0%	+2.6%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	-4.5%	-4.0%	-0.4%	+10.0%	➖ noise
28	datafusion:vortex-compact	-4.9%	-3.5%	-1.4%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	-8.5%	-3.5%	-5.1%	+10.0%	➖ noise
28	duckdb:duckdb	-5.0%	-3.5%	-1.5%	+10.0%	➖ noise
28	duckdb:vortex-compact	-5.6%	-3.5%	-2.2%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	-6.4%	-3.5%	-3.0%	+10.0%	➖ noise
29	datafusion:vortex-compact	-5.4%	-6.2%	+0.9%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	-8.1%	-6.2%	-1.9%	+10.0%	➖ noise
29	duckdb:duckdb	-6.0%	-6.2%	+0.2%	+10.0%	➖ noise
29	duckdb:vortex-compact	-1.8%	-6.2%	+4.7%	+10.0%	➖ noise
29	duckdb:vortex-file-compressed	-5.0%	-6.2%	+1.3%	+10.0%	➖ noise
30	datafusion:vortex-compact	-5.5%	-3.5%	-2.1%	+11.4%	➖ noise
30	datafusion:vortex-file-compressed	-5.1%	-3.5%	-1.7%	+10.0%	➖ noise
30	duckdb:duckdb	-4.4%	-3.5%	-0.9%	+10.0%	➖ noise
30	duckdb:vortex-compact	-11.9%	-3.5%	-8.7%	+11.9%	➖ noise
30	duckdb:vortex-file-compressed	-6.6%	-3.5%	-3.2%	+10.0%	➖ noise
31	datafusion:vortex-compact	-4.1%	-1.2%	-2.9%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	-11.6%	-1.2%	-10.5%	+10.0%	✅ faster
31	duckdb:duckdb	-5.1%	-1.2%	-3.9%	+12.0%	➖ noise
31	duckdb:vortex-compact	+0.9%	-1.2%	+2.1%	+10.0%	➖ noise
31	duckdb:vortex-file-compressed	-3.7%	-1.2%	-2.5%	+10.0%	➖ noise
32	datafusion:vortex-compact	-10.9%	-9.4%	-1.7%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	-8.4%	-9.4%	+1.0%	+10.0%	➖ noise
32	duckdb:duckdb	-4.1%	-9.4%	+5.8%	+15.7%	➖ noise
32	duckdb:vortex-compact	-5.0%	-9.4%	+4.9%	+10.0%	➖ noise
32	duckdb:vortex-file-compressed	-1.2%	-9.4%	+9.0%	+10.0%	➖ noise
33	datafusion:vortex-compact	-6.3%	-5.6%	-0.8%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	-9.1%	-5.6%	-3.7%	+10.0%	➖ noise
33	duckdb:duckdb	-2.2%	-5.6%	+3.6%	+10.6%	➖ noise
33	duckdb:vortex-compact	-5.1%	-5.6%	+0.5%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	-7.3%	-5.6%	-1.8%	+10.7%	➖ noise
34	datafusion:vortex-compact	-4.7%	-5.4%	+0.8%	+10.0%	➖ noise
34	datafusion:vortex-file-compressed	-13.5%	-5.4%	-8.5%	+10.0%	➖ noise
34	duckdb:duckdb	-2.7%	-5.4%	+2.9%	+10.0%	➖ noise
34	duckdb:vortex-compact	+0.9%	-5.4%	+6.7%	+10.3%	➖ noise
34	duckdb:vortex-file-compressed	-8.1%	-5.4%	-2.8%	+10.0%	➖ noise
35	datafusion:vortex-compact	-5.3%	-11.2%	+6.6%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	-14.2%	-11.2%	-3.4%	+10.1%	➖ noise
35	duckdb:duckdb	-12.3%	-11.2%	-1.3%	+17.7%	➖ noise
35	duckdb:vortex-compact	-11.3%	-11.2%	-0.1%	+13.0%	➖ noise
35	duckdb:vortex-file-compressed	-11.3%	-11.2%	-0.1%	+12.0%	➖ noise
36	datafusion:vortex-compact	-4.2%	-3.8%	-0.5%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	-4.9%	-3.8%	-1.2%	+10.0%	➖ noise
36	duckdb:duckdb	-10.3%	-3.8%	-6.8%	+13.0%	➖ noise
36	duckdb:vortex-compact	+0.5%	-3.8%	+4.4%	+10.8%	➖ noise
36	duckdb:vortex-file-compressed	+0.9%	-3.8%	+4.9%	+15.1%	➖ noise
37	datafusion:vortex-compact	-6.8%	-7.5%	+0.7%	+10.0%	➖ noise
37	datafusion:vortex-file-compressed	-2.8%	-7.5%	+5.1%	+10.0%	➖ noise
37	duckdb:duckdb	+1.8%	-7.5%	+10.1%	+17.2%	➖ noise
37	duckdb:vortex-compact	+1.3%	-7.5%	+9.5%	+10.0%	➖ noise
37	duckdb:vortex-file-compressed	-12.0%	-7.5%	-4.9%	+10.0%	➖ noise
38	datafusion:vortex-compact	-4.5%	-7.6%	+3.4%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	-10.6%	-7.6%	-3.2%	+10.0%	➖ noise
38	duckdb:duckdb	+1.3%	-7.6%	+9.7%	+18.5%	➖ noise
38	duckdb:vortex-compact	-4.8%	-7.6%	+3.1%	+11.7%	➖ noise
38	duckdb:vortex-file-compressed	-6.4%	-7.6%	+1.3%	+11.8%	➖ noise
39	datafusion:vortex-compact	-5.6%	-3.9%	-1.8%	+11.6%	➖ noise
39	datafusion:vortex-file-compressed	-7.7%	-3.9%	-3.9%	+15.3%	➖ noise
39	duckdb:duckdb	-7.9%	-3.9%	-4.2%	+11.3%	➖ noise
39	duckdb:vortex-compact	-0.7%	-3.9%	+3.3%	+10.0%	➖ noise
39	duckdb:vortex-file-compressed	+0.1%	-3.9%	+4.2%	+18.6%	➖ noise
40	datafusion:vortex-compact	-7.4%	-4.5%	-3.1%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	-11.5%	-4.5%	-7.3%	+10.0%	➖ noise
40	duckdb:duckdb	+0.2%	-4.5%	+4.9%	+22.9%	➖ noise
40	duckdb:vortex-compact	-7.7%	-4.5%	-3.4%	+10.0%	➖ noise
40	duckdb:vortex-file-compressed	-3.2%	-4.5%	+1.4%	+13.3%	➖ noise
41	datafusion:vortex-compact	-5.6%	-8.4%	+3.0%	+10.5%	➖ noise
41	datafusion:vortex-file-compressed	-12.4%	-8.4%	-4.4%	+13.9%	➖ noise
41	duckdb:duckdb	-4.6%	-8.4%	+4.1%	+10.6%	➖ noise
41	duckdb:vortex-compact	-8.1%	-8.4%	+0.3%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	-11.1%	-8.4%	-2.9%	+10.0%	➖ noise
42	datafusion:vortex-compact	-2.3%	-8.1%	+6.3%	+10.0%	➖ noise
42	datafusion:vortex-file-compressed	-12.2%	-8.1%	-4.5%	+10.0%	➖ noise
42	duckdb:duckdb	-11.0%	-8.1%	-3.2%	+17.7%	➖ noise
42	duckdb:vortex-compact	-5.8%	-8.1%	+2.4%	+14.0%	➖ noise
42	duckdb:vortex-file-compressed	-11.1%	-8.1%	-3.3%	+15.0%	➖ noise
43	datafusion:vortex-compact	-6.5%	-6.8%	+0.3%	+10.0%	➖ noise
43	datafusion:vortex-file-compressed	-8.6%	-6.8%	-1.9%	+10.6%	➖ noise
43	duckdb:duckdb	-8.8%	-6.8%	-2.2%	+10.0%	➖ noise
43	duckdb:vortex-compact	+4.2%	-6.8%	+11.8%	+14.3%	➖ noise
43	duckdb:vortex-file-compressed	-9.2%	-6.8%	-2.6%	+10.0%	➖ noise
44	datafusion:vortex-compact	-8.0%	-6.0%	-2.2%	+11.3%	➖ noise
44	datafusion:vortex-file-compressed	-14.4%	-6.0%	-9.0%	+10.0%	➖ noise
44	duckdb:duckdb	-13.5%	-6.0%	-8.0%	+14.6%	➖ noise
44	duckdb:vortex-compact	+11.2%	-6.0%	+18.3%	+10.0%	🚨 regression
44	duckdb:vortex-file-compressed	-1.9%	-6.0%	+4.3%	+10.0%	➖ noise
45	datafusion:vortex-compact	-4.7%	-8.3%	+3.9%	+10.0%	➖ noise
45	datafusion:vortex-file-compressed	-7.6%	-8.3%	+0.8%	+10.0%	➖ noise
45	duckdb:duckdb	-5.0%	-8.3%	+3.6%	+12.4%	➖ noise
45	duckdb:vortex-compact	-12.5%	-8.3%	-4.6%	+12.5%	➖ noise
45	duckdb:vortex-file-compressed	-2.1%	-8.3%	+6.7%	+10.2%	➖ noise
46	datafusion:vortex-compact	-2.2%	-5.8%	+3.8%	+10.0%	➖ noise
46	datafusion:vortex-file-compressed	-13.1%	-5.8%	-7.7%	+10.0%	➖ noise
46	duckdb:duckdb	-5.8%	-5.8%	-0.0%	+10.0%	➖ noise
46	duckdb:vortex-compact	-0.7%	-5.8%	+5.3%	+10.0%	➖ noise
46	duckdb:vortex-file-compressed	-7.7%	-5.8%	-2.0%	+10.0%	➖ noise
47	datafusion:vortex-compact	-6.2%	-6.0%	-0.2%	+10.0%	➖ noise
47	datafusion:vortex-file-compressed	-7.9%	-6.0%	-2.1%	+10.0%	➖ noise
47	duckdb:duckdb	-1.9%	-6.0%	+4.3%	+10.0%	➖ noise
47	duckdb:vortex-compact	-0.9%	-6.0%	+5.3%	+10.0%	➖ noise
47	duckdb:vortex-file-compressed	-4.4%	-6.0%	+1.7%	+10.0%	➖ noise
48	datafusion:vortex-compact	-7.3%	-5.4%	-2.0%	+10.0%	➖ noise
48	datafusion:vortex-file-compressed	-10.2%	-5.4%	-5.1%	+10.0%	➖ noise
48	duckdb:duckdb	-5.4%	-5.4%	-0.0%	+10.0%	➖ noise
48	duckdb:vortex-compact	-0.5%	-5.4%	+5.1%	+10.0%	➖ noise
48	duckdb:vortex-file-compressed	-10.4%	-5.4%	-5.3%	+10.0%	➖ noise
49	datafusion:vortex-compact	-6.1%	-0.8%	-5.3%	+10.0%	➖ noise
49	datafusion:vortex-file-compressed	-5.9%	-0.8%	-5.1%	+10.0%	➖ noise
49	duckdb:duckdb	+1.2%	-0.8%	+2.0%	+13.1%	➖ noise
49	duckdb:vortex-compact	-3.2%	-0.8%	-2.4%	+10.0%	➖ noise
49	duckdb:vortex-file-compressed	-5.3%	-0.8%	-4.5%	+10.0%	➖ noise
50	datafusion:vortex-compact	-3.1%	-6.8%	+3.9%	+10.0%	➖ noise
50	datafusion:vortex-file-compressed	-8.5%	-6.8%	-1.9%	+10.0%	➖ noise
50	duckdb:duckdb	-2.0%	-6.8%	+5.1%	+10.0%	➖ noise
50	duckdb:vortex-compact	+12.9%	-6.8%	+21.1%	+10.0%	🚨 regression
50	duckdb:vortex-file-compressed	-3.7%	-6.8%	+3.3%	+10.0%	➖ noise
51	datafusion:vortex-compact	-4.8%	-15.4%	+12.5%	+11.6%	🚨 regression
51	datafusion:vortex-file-compressed	-6.1%	-15.4%	+11.1%	+13.3%	➖ noise
51	duckdb:duckdb	-2.4%	-15.4%	+15.4%	+10.9%	🚨 regression
51	duckdb:vortex-compact	-4.0%	-15.4%	+13.5%	+14.8%	➖ noise
51	duckdb:vortex-file-compressed	+17.1%	-15.4%	+38.5%	+24.6%	🚨 regression
52	datafusion:vortex-compact	-1.8%	-6.9%	+5.5%	+15.2%	➖ noise
52	datafusion:vortex-file-compressed	-6.8%	-6.9%	+0.1%	+18.1%	➖ noise
52	duckdb:duckdb	-11.7%	-6.9%	-5.2%	+16.2%	➖ noise
52	duckdb:vortex-compact	-7.6%	-6.9%	-0.8%	+15.6%	➖ noise
52	duckdb:vortex-file-compressed	-5.5%	-6.9%	+1.5%	+14.3%	➖ noise
53	datafusion:vortex-compact	-2.1%	-5.3%	+3.3%	+13.8%	➖ noise
53	datafusion:vortex-file-compressed	-8.9%	-5.3%	-3.8%	+10.0%	➖ noise
53	duckdb:duckdb	-5.2%	-5.3%	+0.0%	+10.4%	➖ noise
53	duckdb:vortex-compact	+0.6%	-5.3%	+6.1%	+10.0%	➖ noise
53	duckdb:vortex-file-compressed	-4.5%	-5.3%	+0.8%	+26.6%	➖ noise
54	datafusion:vortex-compact	-5.3%	-5.7%	+0.5%	+10.0%	➖ noise
54	datafusion:vortex-file-compressed	-9.8%	-5.7%	-4.3%	+10.0%	➖ noise
54	duckdb:duckdb	-2.0%	-5.7%	+4.0%	+10.2%	➖ noise
54	duckdb:vortex-compact	-4.4%	-5.7%	+1.4%	+10.0%	➖ noise
54	duckdb:vortex-file-compressed	-1.8%	-5.7%	+4.2%	+10.8%	➖ noise
55	datafusion:vortex-compact	-12.6%	-6.1%	-7.0%	+11.5%	➖ noise
55	datafusion:vortex-file-compressed	-3.1%	-6.1%	+3.2%	+12.4%	➖ noise
55	duckdb:duckdb	-3.0%	-6.1%	+3.3%	+14.2%	➖ noise
55	duckdb:vortex-compact	+5.9%	-6.1%	+12.8%	+12.4%	🚨 regression
55	duckdb:vortex-file-compressed	+5.3%	-6.1%	+12.2%	+14.3%	➖ noise
56	datafusion:vortex-compact	-2.2%	-2.1%	-0.1%	+10.0%	➖ noise
56	datafusion:vortex-file-compressed	-9.7%	-2.1%	-7.7%	+11.2%	➖ noise
56	duckdb:duckdb	-3.0%	-2.1%	-0.9%	+10.6%	➖ noise
56	duckdb:vortex-compact	-6.2%	-2.1%	-4.2%	+10.0%	➖ noise
56	duckdb:vortex-file-compressed	-5.6%	-2.1%	-3.6%	+10.0%	➖ noise
57	datafusion:vortex-compact	-4.9%	-4.2%	-0.7%	+10.0%	➖ noise
57	datafusion:vortex-file-compressed	-3.0%	-4.2%	+1.2%	+11.0%	➖ noise
57	duckdb:duckdb	-1.1%	-4.2%	+3.2%	+10.0%	➖ noise
57	duckdb:vortex-compact	-4.0%	-4.2%	+0.2%	+20.5%	➖ noise
57	duckdb:vortex-file-compressed	+0.4%	-4.2%	+4.8%	+16.6%	➖ noise
58	datafusion:vortex-compact	-8.9%	-8.2%	-0.8%	+10.0%	➖ noise
58	datafusion:vortex-file-compressed	-3.6%	-8.2%	+5.1%	+10.0%	➖ noise
58	duckdb:duckdb	-13.0%	-8.2%	-5.2%	+12.5%	➖ noise
58	duckdb:vortex-compact	-1.2%	-8.2%	+7.6%	+20.3%	➖ noise
58	duckdb:vortex-file-compressed	-2.5%	-8.2%	+6.3%	+24.3%	➖ noise
59	datafusion:vortex-compact	-3.2%	-0.2%	-3.1%	+10.0%	➖ noise
59	datafusion:vortex-file-compressed	-7.0%	-0.2%	-6.8%	+10.0%	➖ noise
59	duckdb:duckdb	-1.9%	-0.2%	-1.7%	+10.0%	➖ noise
59	duckdb:vortex-compact	-13.9%	-0.2%	-13.8%	+10.0%	✅ faster
59	duckdb:vortex-file-compressed	-12.0%	-0.2%	-11.8%	+10.0%	✅ faster
60	datafusion:vortex-compact	-4.6%	-3.4%	-1.3%	+10.0%	➖ noise
60	datafusion:vortex-file-compressed	-8.1%	-3.4%	-5.0%	+10.0%	➖ noise
60	duckdb:duckdb	+0.9%	-3.4%	+4.4%	+10.2%	➖ noise
60	duckdb:vortex-compact	-10.3%	-3.4%	-7.2%	+11.3%	➖ noise
60	duckdb:vortex-file-compressed	-5.9%	-3.4%	-2.7%	+12.0%	➖ noise
61	datafusion:vortex-compact	-6.4%	-3.3%	-3.2%	+10.0%	➖ noise
61	datafusion:vortex-file-compressed	-5.7%	-3.3%	-2.4%	+10.0%	➖ noise
61	duckdb:duckdb	-1.2%	-3.3%	+2.2%	+10.0%	➖ noise
61	duckdb:vortex-compact	+4.1%	-3.3%	+7.7%	+10.1%	➖ noise
61	duckdb:vortex-file-compressed	-8.4%	-3.3%	-5.2%	+10.3%	➖ noise
62	datafusion:vortex-compact	-9.7%	-7.5%	-2.4%	+10.0%	➖ noise
62	datafusion:vortex-file-compressed	-5.0%	-7.5%	+2.8%	+14.3%	➖ noise
62	duckdb:duckdb	-6.9%	-7.5%	+0.6%	+18.6%	➖ noise
62	duckdb:vortex-compact	-11.1%	-7.5%	-3.9%	+29.9%	➖ noise
62	duckdb:vortex-file-compressed	-4.5%	-7.5%	+3.3%	+21.6%	➖ noise
63	datafusion:vortex-compact	-1.3%	-5.0%	+3.9%	+10.0%	➖ noise
63	datafusion:vortex-file-compressed	-7.8%	-5.0%	-3.0%	+10.0%	➖ noise
63	duckdb:duckdb	-8.3%	-5.0%	-3.5%	+13.8%	➖ noise
63	duckdb:vortex-compact	+5.4%	-5.0%	+11.0%	+10.4%	🚨 regression
63	duckdb:vortex-file-compressed	-6.1%	-5.0%	-1.1%	+10.5%	➖ noise
64	datafusion:vortex-compact	-5.9%	-5.0%	-0.9%	+10.0%	➖ noise
64	datafusion:vortex-file-compressed	-6.4%	-5.0%	-1.4%	+10.0%	➖ noise
64	duckdb:duckdb	-4.5%	-5.0%	+0.6%	+10.0%	➖ noise
64	duckdb:vortex-compact	-4.5%	-5.0%	+0.6%	+10.0%	➖ noise
64	duckdb:vortex-file-compressed	-5.6%	-5.0%	-0.6%	+10.0%	➖ noise
65	datafusion:vortex-compact	-3.2%	-8.5%	+5.8%	+10.0%	➖ noise
65	datafusion:vortex-file-compressed	-16.3%	-8.5%	-8.5%	+12.1%	➖ noise
65	duckdb:duckdb	-10.2%	-8.5%	-1.8%	+12.5%	➖ noise
65	duckdb:vortex-compact	-2.9%	-8.5%	+6.2%	+10.0%	➖ noise
65	duckdb:vortex-file-compressed	-7.9%	-8.5%	+0.7%	+10.9%	➖ noise
66	datafusion:vortex-compact	-7.5%	-4.1%	-3.5%	+11.1%	➖ noise
66	datafusion:vortex-file-compressed	-6.2%	-4.1%	-2.3%	+10.8%	➖ noise
66	duckdb:duckdb	-2.0%	-4.1%	+2.2%	+10.0%	➖ noise
66	duckdb:vortex-compact	-2.1%	-4.1%	+2.1%	+12.0%	➖ noise
66	duckdb:vortex-file-compressed	+4.9%	-4.1%	+9.4%	+18.8%	➖ noise
67	datafusion:vortex-compact	-3.0%	-5.4%	+2.5%	+10.0%	➖ noise
67	datafusion:vortex-file-compressed	-1.3%	-5.4%	+4.3%	+10.0%	➖ noise
67	duckdb:duckdb	-7.0%	-5.4%	-1.7%	+10.0%	➖ noise
67	duckdb:vortex-compact	-5.3%	-5.4%	+0.1%	+10.0%	➖ noise
67	duckdb:vortex-file-compressed	-2.8%	-5.4%	+2.7%	+10.0%	➖ noise
68	datafusion:vortex-compact	+0.7%	-4.2%	+5.1%	+10.0%	➖ noise
68	datafusion:vortex-file-compressed	-7.5%	-4.2%	-3.4%	+10.4%	➖ noise
68	duckdb:duckdb	-4.1%	-4.2%	+0.1%	+10.0%	➖ noise
68	duckdb:vortex-compact	-6.9%	-4.2%	-2.7%	+10.0%	➖ noise
68	duckdb:vortex-file-compressed	-2.7%	-4.2%	+1.6%	+10.0%	➖ noise
69	datafusion:vortex-compact	-5.9%	-5.2%	-0.7%	+10.0%	➖ noise
69	datafusion:vortex-file-compressed	-8.5%	-5.2%	-3.5%	+10.0%	➖ noise
69	duckdb:duckdb	-1.3%	-5.2%	+4.1%	+20.5%	➖ noise
69	duckdb:vortex-compact	-6.1%	-5.2%	-0.9%	+10.0%	➖ noise
69	duckdb:vortex-file-compressed	-5.0%	-5.2%	+0.2%	+10.0%	➖ noise
70	datafusion:vortex-compact	-5.0%	-5.4%	+0.4%	+10.0%	➖ noise
70	datafusion:vortex-file-compressed	-5.3%	-5.4%	+0.1%	+10.0%	➖ noise
70	duckdb:duckdb	-9.0%	-5.4%	-3.8%	+11.5%	➖ noise
70	duckdb:vortex-compact	+4.2%	-5.4%	+10.1%	+10.0%	🚨 regression
70	duckdb:vortex-file-compressed	-6.5%	-5.4%	-1.1%	+10.0%	➖ noise
71	datafusion:vortex-compact	-7.9%	-11.4%	+3.9%	+13.8%	➖ noise
71	datafusion:vortex-file-compressed	-9.9%	-11.4%	+1.6%	+10.9%	➖ noise
71	duckdb:duckdb	-7.1%	-11.4%	+4.8%	+13.9%	➖ noise
71	duckdb:vortex-compact	-8.1%	-11.4%	+3.7%	+14.8%	➖ noise
71	duckdb:vortex-file-compressed	-2.2%	-11.4%	+10.3%	+16.6%	➖ noise
72	datafusion:vortex-compact	-10.5%	-4.6%	-6.2%	+10.0%	➖ noise
72	datafusion:vortex-file-compressed	-9.7%	-4.6%	-5.3%	+10.0%	➖ noise
72	duckdb:duckdb	-4.4%	-4.6%	+0.2%	+10.8%	➖ noise
72	duckdb:vortex-compact	-2.6%	-4.6%	+2.1%	+10.0%	➖ noise
72	duckdb:vortex-file-compressed	-0.4%	-4.6%	+4.3%	+10.0%	➖ noise
73	datafusion:vortex-compact	-1.7%	-5.3%	+3.8%	+21.9%	➖ noise
73	datafusion:vortex-file-compressed	-13.6%	-5.3%	-8.8%	+18.3%	➖ noise
73	duckdb:duckdb	+1.8%	-5.3%	+7.5%	+10.0%	➖ noise
73	duckdb:vortex-compact	+2.9%	-5.3%	+8.7%	+10.0%	➖ noise
73	duckdb:vortex-file-compressed	-5.1%	-5.3%	+0.3%	+10.0%	➖ noise
74	datafusion:vortex-compact	-6.7%	-4.8%	-2.0%	+10.0%	➖ noise
74	datafusion:vortex-file-compressed	-5.0%	-4.8%	-0.1%	+10.0%	➖ noise
74	duckdb:duckdb	-2.4%	-4.8%	+2.6%	+10.0%	➖ noise
74	duckdb:vortex-compact	-3.0%	-4.8%	+1.9%	+10.0%	➖ noise
74	duckdb:vortex-file-compressed	-3.2%	-4.8%	+1.7%	+10.2%	➖ noise
75	datafusion:vortex-compact	-6.1%	-2.1%	-4.1%	+10.0%	➖ noise
75	datafusion:vortex-file-compressed	-7.0%	-2.1%	-5.0%	+10.0%	➖ noise
75	duckdb:duckdb	-1.4%	-2.1%	+0.7%	+12.1%	➖ noise
75	duckdb:vortex-compact	-8.2%	-2.1%	-6.3%	+10.0%	➖ noise
75	duckdb:vortex-file-compressed	-7.8%	-2.1%	-5.8%	+10.0%	➖ noise
76	datafusion:vortex-compact	-7.4%	-6.2%	-1.2%	+11.5%	➖ noise
76	datafusion:vortex-file-compressed	-12.6%	-6.2%	-6.8%	+11.1%	➖ noise
76	duckdb:duckdb	-5.8%	-6.2%	+0.5%	+13.3%	➖ noise
76	duckdb:vortex-compact	-4.3%	-6.2%	+2.0%	+13.0%	➖ noise
76	duckdb:vortex-file-compressed	+6.1%	-6.2%	+13.2%	+19.9%	➖ noise
77	datafusion:vortex-compact	-4.1%	-1.2%	-2.9%	+10.0%	➖ noise
77	datafusion:vortex-file-compressed	-3.2%	-1.2%	-2.0%	+10.0%	➖ noise
77	duckdb:duckdb	-0.0%	-1.2%	+1.2%	+13.0%	➖ noise
77	duckdb:vortex-compact	-2.6%	-1.2%	-1.4%	+12.4%	➖ noise
77	duckdb:vortex-file-compressed	-6.6%	-1.2%	-5.4%	+10.8%	➖ noise
78	datafusion:vortex-compact	-7.1%	-5.6%	-1.6%	+10.0%	➖ noise
78	datafusion:vortex-file-compressed	-9.9%	-5.6%	-4.6%	+10.0%	➖ noise
78	duckdb:duckdb	+0.9%	-5.6%	+6.9%	+10.0%	➖ noise
78	duckdb:vortex-compact	-9.2%	-5.6%	-3.8%	+10.0%	➖ noise
78	duckdb:vortex-file-compressed	-8.3%	-5.6%	-2.9%	+10.1%	➖ noise
79	datafusion:vortex-compact	-6.6%	-3.9%	-2.7%	+10.0%	➖ noise
79	datafusion:vortex-file-compressed	-9.5%	-3.9%	-5.8%	+10.9%	➖ noise
79	duckdb:duckdb	+1.5%	-3.9%	+5.7%	+11.0%	➖ noise
79	duckdb:vortex-compact	-28.3%	-3.9%	-25.4%	+10.0%	✅ faster
79	duckdb:vortex-file-compressed	-15.5%	-3.9%	-12.1%	+10.9%	✅ faster
80	datafusion:vortex-compact	-6.1%	-5.7%	-0.4%	+10.0%	➖ noise
80	datafusion:vortex-file-compressed	-7.9%	-5.7%	-2.4%	+10.0%	➖ noise
80	duckdb:duckdb	-9.9%	-5.7%	-4.5%	+13.8%	➖ noise
80	duckdb:vortex-compact	-7.0%	-5.7%	-1.4%	+10.0%	➖ noise
80	duckdb:vortex-file-compressed	-10.0%	-5.7%	-4.6%	+10.0%	➖ noise
81	datafusion:vortex-compact	-7.1%	-6.1%	-1.1%	+12.7%	➖ noise
81	datafusion:vortex-file-compressed	-6.4%	-6.1%	-0.4%	+10.0%	➖ noise
81	duckdb:duckdb	-3.7%	-6.1%	+2.5%	+11.4%	➖ noise
81	duckdb:vortex-compact	-4.7%	-6.1%	+1.4%	+10.0%	➖ noise
81	duckdb:vortex-file-compressed	-3.8%	-6.1%	+2.4%	+10.0%	➖ noise
82	datafusion:vortex-compact	-8.2%	-2.0%	-6.4%	+10.0%	➖ noise
82	datafusion:vortex-file-compressed	-7.7%	-2.0%	-5.8%	+10.0%	➖ noise
82	duckdb:duckdb	-3.1%	-2.0%	-1.1%	+11.8%	➖ noise
82	duckdb:vortex-compact	-1.5%	-2.0%	+0.5%	+12.1%	➖ noise
82	duckdb:vortex-file-compressed	-10.3%	-2.0%	-8.4%	+13.6%	➖ noise
83	datafusion:vortex-compact	-5.7%	-3.9%	-1.8%	+10.0%	➖ noise
83	datafusion:vortex-file-compressed	-2.5%	-3.9%	+1.5%	+10.0%	➖ noise
83	duckdb:duckdb	-4.3%	-3.9%	-0.5%	+12.6%	➖ noise
83	duckdb:vortex-compact	-9.4%	-3.9%	-5.7%	+10.0%	➖ noise
83	duckdb:vortex-file-compressed	-4.9%	-3.9%	-1.1%	+10.0%	➖ noise
84	datafusion:vortex-compact	-11.6%	-9.3%	-2.6%	+12.2%	➖ noise
84	datafusion:vortex-file-compressed	-5.1%	-9.3%	+4.5%	+13.4%	➖ noise
84	duckdb:duckdb	-2.8%	-9.3%	+7.1%	+20.0%	➖ noise
84	duckdb:vortex-compact	-0.7%	-9.3%	+9.4%	+10.0%	➖ noise
84	duckdb:vortex-file-compressed	-5.1%	-9.3%	+4.6%	+10.0%	➖ noise
85	datafusion:vortex-compact	-5.8%	-6.4%	+0.7%	+10.0%	➖ noise
85	datafusion:vortex-file-compressed	-4.3%	-6.4%	+2.3%	+10.0%	➖ noise
85	duckdb:duckdb	-5.1%	-6.4%	+1.5%	+17.2%	➖ noise
85	duckdb:vortex-compact	-11.0%	-6.4%	-4.9%	+10.0%	➖ noise
85	duckdb:vortex-file-compressed	-5.8%	-6.4%	+0.7%	+10.0%	➖ noise
86	datafusion:vortex-compact	-9.5%	-4.1%	-5.6%	+10.7%	➖ noise
86	datafusion:vortex-file-compressed	-10.4%	-4.1%	-6.6%	+13.0%	➖ noise
86	duckdb:duckdb	-1.4%	-4.1%	+2.9%	+17.8%	➖ noise
86	duckdb:vortex-compact	-2.4%	-4.1%	+1.8%	+14.8%	➖ noise
86	duckdb:vortex-file-compressed	+1.5%	-4.1%	+5.9%	+20.3%	➖ noise
87	datafusion:vortex-compact	-6.7%	-1.7%	-5.1%	+10.0%	➖ noise
87	datafusion:vortex-file-compressed	-5.3%	-1.7%	-3.6%	+10.0%	➖ noise
87	duckdb:duckdb	-9.0%	-1.7%	-7.4%	+15.9%	➖ noise
87	duckdb:vortex-compact	-9.6%	-1.7%	-8.0%	+13.8%	➖ noise
87	duckdb:vortex-file-compressed	-4.1%	-1.7%	-2.4%	+14.6%	➖ noise
88	datafusion:vortex-compact	+0.9%	-1.1%	+2.0%	+10.0%	➖ noise
88	datafusion:vortex-file-compressed	-12.6%	-1.1%	-11.6%	+10.0%	✅ faster
88	duckdb:duckdb	-2.1%	-1.1%	-1.0%	+10.0%	➖ noise
88	duckdb:vortex-compact	+3.4%	-1.1%	+4.6%	+10.0%	➖ noise
88	duckdb:vortex-file-compressed	-3.9%	-1.1%	-2.8%	+10.0%	➖ noise
89	datafusion:vortex-compact	-3.4%	-7.0%	+3.8%	+19.6%	➖ noise
89	datafusion:vortex-file-compressed	-1.5%	-7.0%	+5.9%	+10.0%	➖ noise
89	duckdb:duckdb	+5.9%	-7.0%	+13.8%	+12.2%	🚨 regression
89	duckdb:vortex-compact	+0.4%	-7.0%	+7.9%	+12.3%	➖ noise
89	duckdb:vortex-file-compressed	-5.5%	-7.0%	+1.6%	+10.8%	➖ noise
90	datafusion:vortex-compact	-9.7%	-6.1%	-3.8%	+13.8%	➖ noise
90	datafusion:vortex-file-compressed	-11.8%	-6.1%	-6.1%	+13.8%	➖ noise
90	duckdb:duckdb	-7.9%	-6.1%	-2.0%	+14.3%	➖ noise
90	duckdb:vortex-compact	-3.7%	-6.1%	+2.5%	+15.6%	➖ noise
90	duckdb:vortex-file-compressed	-5.9%	-6.1%	+0.2%	+16.5%	➖ noise
91	datafusion:vortex-compact	-6.5%	-5.7%	-0.9%	+10.0%	➖ noise
91	datafusion:vortex-file-compressed	-13.3%	-5.7%	-8.1%	+10.0%	➖ noise
91	duckdb:duckdb	-4.9%	-5.7%	+0.9%	+12.7%	➖ noise
91	duckdb:vortex-compact	-5.0%	-5.7%	+0.7%	+10.0%	➖ noise
91	duckdb:vortex-file-compressed	-5.6%	-5.7%	+0.1%	+12.4%	➖ noise
92	datafusion:vortex-compact	-8.1%	-5.7%	-2.5%	+10.0%	➖ noise
92	datafusion:vortex-file-compressed	-11.5%	-5.7%	-6.1%	+10.0%	➖ noise
92	duckdb:duckdb	-4.6%	-5.7%	+1.3%	+13.8%	➖ noise
92	duckdb:vortex-compact	-11.3%	-5.7%	-5.9%	+15.6%	➖ noise
92	duckdb:vortex-file-compressed	-3.7%	-5.7%	+2.2%	+11.3%	➖ noise
93	datafusion:vortex-compact	-8.8%	-7.4%	-1.5%	+10.0%	➖ noise
93	datafusion:vortex-file-compressed	-9.0%	-7.4%	-1.8%	+10.0%	➖ noise
93	duckdb:duckdb	-3.2%	-7.4%	+4.5%	+12.3%	➖ noise
93	duckdb:vortex-compact	-5.0%	-7.4%	+2.5%	+14.8%	➖ noise
93	duckdb:vortex-file-compressed	-4.5%	-7.4%	+3.1%	+11.5%	➖ noise
94	datafusion:vortex-compact	-8.8%	-4.8%	-4.2%	+10.0%	➖ noise
94	datafusion:vortex-file-compressed	-9.1%	-4.8%	-4.5%	+10.0%	➖ noise
94	duckdb:duckdb	-1.7%	-4.8%	+3.2%	+10.0%	➖ noise
94	duckdb:vortex-compact	-2.5%	-4.8%	+2.3%	+10.1%	➖ noise
94	duckdb:vortex-file-compressed	-2.9%	-4.8%	+2.0%	+10.0%	➖ noise
95	datafusion:vortex-compact	-5.2%	-12.2%	+8.0%	+11.1%	➖ noise
95	datafusion:vortex-file-compressed	-5.3%	-12.2%	+7.9%	+10.5%	➖ noise
95	duckdb:duckdb	+9.9%	-12.2%	+25.2%	+19.9%	🚨 regression
95	duckdb:vortex-compact	+3.2%	-12.2%	+17.5%	+15.4%	🚨 regression
95	duckdb:vortex-file-compressed	-6.5%	-12.2%	+6.5%	+14.7%	➖ noise
96	datafusion:vortex-compact	-3.2%	-2.6%	-0.6%	+10.0%	➖ noise
96	datafusion:vortex-file-compressed	-13.1%	-2.6%	-10.8%	+10.0%	✅ faster
96	duckdb:duckdb	-10.1%	-2.6%	-7.7%	+15.1%	➖ noise
96	duckdb:vortex-compact	+9.6%	-2.6%	+12.5%	+11.4%	🚨 regression
96	duckdb:vortex-file-compressed	-0.9%	-2.6%	+1.7%	+12.5%	➖ noise
97	datafusion:vortex-compact	+0.4%	-7.3%	+8.3%	+10.0%	➖ noise
97	datafusion:vortex-file-compressed	-6.8%	-7.3%	+0.5%	+10.0%	➖ noise
97	duckdb:duckdb	-11.8%	-7.3%	-4.9%	+11.3%	➖ noise
97	duckdb:vortex-compact	-1.4%	-7.3%	+6.4%	+10.0%	➖ noise
97	duckdb:vortex-file-compressed	-1.0%	-7.3%	+6.8%	+10.3%	➖ noise
98	datafusion:vortex-compact	-9.2%	-5.8%	-3.5%	+10.0%	➖ noise
98	datafusion:vortex-file-compressed	-6.6%	-5.8%	-0.9%	+10.0%	➖ noise
98	duckdb:duckdb	-4.2%	-5.8%	+1.7%	+12.7%	➖ noise
98	duckdb:vortex-compact	-3.7%	-5.8%	+2.3%	+10.0%	➖ noise
98	duckdb:vortex-file-compressed	-7.2%	-5.8%	-1.4%	+11.3%	➖ noise
99	datafusion:vortex-compact	-2.6%	-3.6%	+1.0%	+14.9%	➖ noise
99	datafusion:vortex-file-compressed	-5.0%	-3.6%	-1.5%	+14.2%	➖ noise
99	duckdb:duckdb	+5.2%	-3.6%	+9.1%	+19.3%	➖ noise
99	duckdb:vortex-compact	+10.5%	-3.6%	+14.6%	+17.0%	➖ noise
99	duckdb:vortex-file-compressed	-1.2%	-3.6%	+2.5%	+12.3%	➖ noise

[github-actions]

Benchmarks: Random Access

Vortex (geomean): 0.742x ✅
Parquet (geomean): 0.872x ✅

---

unknown / unknown (0.811x ✅, 47↑ 1↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
random-access/feature-vectors/correlated/lance-tokio-local-disk 🚨	3103356	2732325	1.14
random-access/feature-vectors/correlated/lance-tokio-local-disk-footer 🚀	1290383	1627934	0.79
random-access/feature-vectors/correlated/parquet-tokio-local-disk	11747176815	12231404943	0.96
random-access/feature-vectors/correlated/parquet-tokio-local-disk-footer	11220757738	12104223127	0.93
random-access/feature-vectors/correlated/vortex-tokio-local-disk	8656320	9252318	0.94
random-access/feature-vectors/correlated/vortex-tokio-local-disk-footer 🚀	6390090	7784090	0.82
random-access/feature-vectors/uniform/lance-tokio-local-disk 🚀	1466067	2068437	0.71
random-access/feature-vectors/uniform/lance-tokio-local-disk-footer 🚀	2374337	3308217	0.72
random-access/feature-vectors/uniform/parquet-tokio-local-disk	11182870738	12139446652	0.92
random-access/feature-vectors/uniform/parquet-tokio-local-disk-footer	11268942241	12176282883	0.93
random-access/feature-vectors/uniform/vortex-tokio-local-disk 🚀	12637422	16918355	0.75
random-access/feature-vectors/uniform/vortex-tokio-local-disk-footer 🚀	12978984	17653669	0.74
random-access/lance-tokio-local-disk 🚀	763074	901975	0.85
random-access/lance-tokio-local-disk-footer 🚀	1367713	1819108	0.75
random-access/nested-lists/correlated/lance-tokio-local-disk 🚀	265455	305660	0.87
random-access/nested-lists/correlated/lance-tokio-local-disk-footer 🚀	720329	911918	0.79
random-access/nested-lists/correlated/parquet-tokio-local-disk 🚀	136670513	157566861	0.87
random-access/nested-lists/correlated/parquet-tokio-local-disk-footer 🚀	137361731	153840263	0.89
random-access/nested-lists/correlated/vortex-tokio-local-disk 🚀	713021	915612	0.78
random-access/nested-lists/correlated/vortex-tokio-local-disk-footer 🚀	717674	920002	0.78
random-access/nested-lists/uniform/lance-tokio-local-disk 🚀	1181886	1362625	0.87
random-access/nested-lists/uniform/lance-tokio-local-disk-footer 🚀	1670670	2140669	0.78
random-access/nested-lists/uniform/parquet-tokio-local-disk 🚀	137612228	157003853	0.88
random-access/nested-lists/uniform/parquet-tokio-local-disk-footer	141187633	152083542	0.93
random-access/nested-lists/uniform/vortex-tokio-local-disk 🚀	2368734	3041511	0.78
random-access/nested-lists/uniform/vortex-tokio-local-disk-footer 🚀	2398201	2962100	0.81
random-access/nested-structs/correlated/lance-tokio-local-disk 🚀	437275	561146	0.78
random-access/nested-structs/correlated/lance-tokio-local-disk-footer 🚀	649337	861006	0.75
random-access/nested-structs/correlated/parquet-tokio-local-disk 🚀	26930319	32260634	0.83
random-access/nested-structs/correlated/parquet-tokio-local-disk-footer 🚀	26963357	32684207	0.82
random-access/nested-structs/correlated/vortex-tokio-local-disk 🚀	908140	1046026	0.87
random-access/nested-structs/correlated/vortex-tokio-local-disk-footer 🚀	891746	1117333	0.80
random-access/nested-structs/uniform/lance-tokio-local-disk 🚀	2855136	3522217	0.81
random-access/nested-structs/uniform/lance-tokio-local-disk-footer 🚀	3097952	3863129	0.80
random-access/nested-structs/uniform/parquet-tokio-local-disk 🚀	26897457	33414613	0.80
random-access/nested-structs/uniform/parquet-tokio-local-disk-footer 🚀	27105690	32326108	0.84
random-access/nested-structs/uniform/vortex-tokio-local-disk 🚀	1767463	2190916	0.81
random-access/nested-structs/uniform/vortex-tokio-local-disk-footer 🚀	1770403	2049620	0.86
random-access/parquet-tokio-local-disk 🚀	183858512	211731295	0.87
random-access/parquet-tokio-local-disk-footer 🚀	182113133	211805130	0.86
random-access/taxi/correlated/lance-tokio-local-disk 🚀	988155	1143235	0.86
random-access/taxi/correlated/lance-tokio-local-disk-footer 🚀	1682338	1948058	0.86
random-access/taxi/correlated/parquet-tokio-local-disk 🚀	276789448	327104494	0.85
random-access/taxi/correlated/parquet-tokio-local-disk-footer 🚀	276025848	325540517	0.85
random-access/taxi/correlated/vortex-tokio-local-disk 🚀	1746597	3218403	0.54
random-access/taxi/correlated/vortex-tokio-local-disk-footer 🚀	1735345	3055905	0.57
random-access/taxi/uniform/lance-tokio-local-disk 🚀	8700407	9827832	0.89
random-access/taxi/uniform/lance-tokio-local-disk-footer 🚀	9348377	10436135	0.90
random-access/taxi/uniform/parquet-tokio-local-disk 🚀	288924103	335542176	0.86
random-access/taxi/uniform/parquet-tokio-local-disk-footer 🚀	288024099	346913111	0.83
random-access/taxi/uniform/vortex-tokio-local-disk 🚀	4491889	6786169	0.66
random-access/taxi/uniform/vortex-tokio-local-disk-footer 🚀	4531983	6771180	0.67
random-access/vortex-tokio-local-disk 🚀	1274047	1943139	0.66
random-access/vortex-tokio-local-disk-footer 🚀	1279089	1923674	0.66

[github-actions]

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

Benchmark TPC-H SF=10 on S3 failed! Check the workflow run for details.

[github-actions]

Benchmarks: Compression

Vortex (geomean): 0.996x ➖
Parquet (geomean): 0.984x ➖

---

unknown / unknown (0.979x ➖, 1↑ 2↓)

name	PR 32cd06a (ns)	base 0e352e5 (ns)	ratio (PR/base)
compress time/Arade	1288544767	1399283572	0.92
compress time/Bimbo	7866475961	8490263336	0.93
compress time/CMSprovider	3334339122	3325930588	1.00
compress time/Euro2016	459233614	489081293	0.94
compress time/Food	463454421	496608193	0.93
compress time/HashTags	993597407	1049935581	0.95
compress time/TPC-H l_comment canonical	1412077224	1496401616	0.94
compress time/TPC-H l_comment chunked	1416685007	1522022129	0.93
compress time/taxi	775956011	845352343	0.92
compress time/wide table cols=100 chunks=1 rows=1000	19893137	21026239	0.95
compress time/wide table cols=100 chunks=50 rows=1000	20464783	21768037	0.94
compress time/wide table cols=1000 chunks=1 rows=1000	192727967	189339154	1.02
compress time/wide table cols=1000 chunks=50 rows=1000	192453782	187667992	1.03
compress time/wide table cols=10000 chunks=1 rows=1000	1915845682	1835823402	1.04
compress time/wide table cols=10000 chunks=50 rows=1000	1932548222	1861154808	1.04
decompress time/Arade	32912862	34426382	0.96
decompress time/Bimbo	119673161	125454277	0.95
decompress time/CMSprovider	92068134	98599941	0.93
decompress time/Euro2016	22366280	24374495	0.92
decompress time/Food	9856269	9769095	1.01
decompress time/HashTags	95168529	99497418	0.96
decompress time/TPC-H l_comment canonical	47589664	47280075	1.01
decompress time/TPC-H l_comment chunked	47103618	47930108	0.98
decompress time/taxi	23065912	23714827	0.97
decompress time/wide table cols=100 chunks=1 rows=1000 🚀	3062720	3676581	0.83
decompress time/wide table cols=100 chunks=50 rows=1000	3237042	3259334	0.99
decompress time/wide table cols=1000 chunks=1 rows=1000	36841851	39085779	0.94
decompress time/wide table cols=1000 chunks=50 rows=1000	36780683	39800321	0.92
decompress time/wide table cols=10000 chunks=1 rows=1000	1447833137	1568281364	0.92
decompress time/wide table cols=10000 chunks=50 rows=1000	1456184077	1561360715	0.93
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	3263335914	3359273824	0.97
parquet_rs-zstd compress time/Bimbo	18444386916	18838379334	0.98
parquet_rs-zstd compress time/CMSprovider	8646619430	9076061869	0.95
parquet_rs-zstd compress time/Euro2016	1457409858	1481735319	0.98
parquet_rs-zstd compress time/Food	973666836	1019575151	0.95
parquet_rs-zstd compress time/HashTags	2729194635	2864804134	0.95
parquet_rs-zstd compress time/TPC-H l_comment canonical	3291269790	3422294697	0.96
parquet_rs-zstd compress time/TPC-H l_comment chunked	3311347986	3435940770	0.96
parquet_rs-zstd compress time/taxi	1636300801	1667243781	0.98
parquet_rs-zstd compress time/wide table cols=100 chunks=1 rows=1000	8506636	9145648	0.93
parquet_rs-zstd compress time/wide table cols=100 chunks=50 rows=1000	8499747	8315655	1.02
parquet_rs-zstd compress time/wide table cols=1000 chunks=1 rows=1000	96433442	100400570	0.96
parquet_rs-zstd compress time/wide table cols=1000 chunks=50 rows=1000	95241031	103735264	0.92
parquet_rs-zstd compress time/wide table cols=10000 chunks=1 rows=1000	969880023	1036155534	0.94
parquet_rs-zstd compress time/wide table cols=10000 chunks=50 rows=1000	992615922	1046802343	0.95
parquet_rs-zstd decompress time/Arade	676920322	691290416	0.98
parquet_rs-zstd decompress time/Bimbo	1865513684	1837490593	1.02
parquet_rs-zstd decompress time/CMSprovider	2088629812	2184168515	0.96
parquet_rs-zstd decompress time/Euro2016	405285798	423008147	0.96
parquet_rs-zstd decompress time/Food	235159633	245738639	0.96
parquet_rs-zstd decompress time/HashTags	745538254	780763114	0.95
parquet_rs-zstd decompress time/TPC-H l_comment canonical	591347710	610125865	0.97
parquet_rs-zstd decompress time/TPC-H l_comment chunked	596673538	615903078	0.97
parquet_rs-zstd decompress time/taxi	265120941	264722133	1.00
parquet_rs-zstd decompress time/wide table cols=100 chunks=1 rows=1000	2984690	3281215	0.91
parquet_rs-zstd decompress time/wide table cols=100 chunks=50 rows=1000	3101047	3236402	0.96
parquet_rs-zstd decompress time/wide table cols=1000 chunks=1 rows=1000	33540510	35730571	0.94
parquet_rs-zstd decompress time/wide table cols=1000 chunks=50 rows=1000	34773677	37876966	0.92
parquet_rs-zstd decompress time/wide table cols=10000 chunks=1 rows=1000	385143892	410258839	0.94
parquet_rs-zstd decompress time/wide table cols=10000 chunks=50 rows=1000	395245859	404505820	0.98
vortex-file-compressed size/Arade	143407724	143600332	1.00
vortex-file-compressed size/Bimbo	510128420	510400068	1.00
vortex-file-compressed size/CMSprovider	448290788	448304012	1.00
vortex-file-compressed size/Euro2016	164456412	164456756	1.00
vortex-file-compressed size/Food	44203984	44206904	1.00
vortex-file-compressed size/HashTags	195810316	195864500	1.00
vortex-file-compressed size/TPC-H l_comment canonical	179478096	179481888	1.00
vortex-file-compressed size/TPC-H l_comment chunked	179478096	179481888	1.00
vortex-file-compressed size/taxi	51078732	51040172	1.00
vortex-file-compressed size/wide table cols=100 chunks=1 rows=1000	876416	884416	0.99
vortex-file-compressed size/wide table cols=100 chunks=50 rows=1000	876416	884416	0.99
vortex-file-compressed size/wide table cols=1000 chunks=1 rows=1000	8749616	8829616	0.99
vortex-file-compressed size/wide table cols=1000 chunks=50 rows=1000	8749616	8829616	0.99
vortex-file-compressed size/wide table cols=10000 chunks=1 rows=1000	87517616	88317616	0.99
vortex-file-compressed size/wide table cols=10000 chunks=50 rows=1000	87517616	88317616	0.99
vortex:parquet-zstd ratio compress time/Arade	0	0	0.95
vortex:parquet-zstd ratio compress time/Bimbo	0	0	0.95
vortex:parquet-zstd ratio compress time/CMSprovider	0	0	1.05
vortex:parquet-zstd ratio compress time/Euro2016	0	0	0.95
vortex:parquet-zstd ratio compress time/Food	0	0	0.98
vortex:parquet-zstd ratio compress time/HashTags	0	0	0.99
vortex:parquet-zstd ratio compress time/TPC-H l_comment canonical	0	0	0.98
vortex:parquet-zstd ratio compress time/TPC-H l_comment chunked	0	0	0.97
vortex:parquet-zstd ratio compress time/taxi	0	0	0.94
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=1 rows=1000	2	2	1.02
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=50 rows=1000	2	2	0.92
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=1 rows=1000	1	1	1.06
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=50 rows=1000 🚨	2	1	1.12
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=1 rows=1000 🚨	1	1	1.11
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=50 rows=1000	1	1	1.10
vortex:parquet-zstd ratio decompress time/Arade	0	0	0.98
vortex:parquet-zstd ratio decompress time/Bimbo	0	0	0.94
vortex:parquet-zstd ratio decompress time/CMSprovider	0	0	0.98
vortex:parquet-zstd ratio decompress time/Euro2016	0	0	0.96
vortex:parquet-zstd ratio decompress time/Food	0	0	1.05
vortex:parquet-zstd ratio decompress time/HashTags	0	0	1.00
vortex:parquet-zstd ratio decompress time/TPC-H l_comment canonical	0	0	1.04
vortex:parquet-zstd ratio decompress time/TPC-H l_comment chunked	0	0	1.01
vortex:parquet-zstd ratio decompress time/taxi	0	0	0.97
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=1 rows=1000	1	1	0.92
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=50 rows=1000	1	1	1.04
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=1 rows=1000	1	1	1.00
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=50 rows=1000	1	1	1.01
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=1 rows=1000	3	3	0.98
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=50 rows=1000	3	3	0.95
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	0.99
vortex:parquet-zstd size/wide table cols=100 chunks=50 rows=1000	0	0	0.99
vortex:parquet-zstd size/wide table cols=1000 chunks=1 rows=1000	0	0	0.99
vortex:parquet-zstd size/wide table cols=1000 chunks=50 rows=1000	0	0	0.99
vortex:parquet-zstd size/wide table cols=10000 chunks=1 rows=1000	0	0	0.99
vortex:parquet-zstd size/wide table cols=10000 chunks=50 rows=1000	0	0	0.99