Push mask through scalar functions

[gatesn]

Per the null-sensitive property

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	56a16a8		1	Explore Profiling Data

---

Powered by Polar Signals Cloud

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -0.9%
Vortex (geomean): 0.986x ➖
Parquet (geomean): 0.996x ➖
Shifts: Parquet (control) -0.4% · Median polish -1.1%

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datafusion / vortex-file-compressed (0.988x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	50033874	49448704	1.01
tpch_q02/datafusion:vortex-file-compressed	32172865	33333570	0.97
tpch_q03/datafusion:vortex-file-compressed	26160972	26670597	0.98
tpch_q04/datafusion:vortex-file-compressed	17078233	18429366	0.93
tpch_q05/datafusion:vortex-file-compressed	51708899	53619596	0.96
tpch_q06/datafusion:vortex-file-compressed	10050945	9624595	1.04
tpch_q07/datafusion:vortex-file-compressed	62656625	63572635	0.99
tpch_q08/datafusion:vortex-file-compressed	45755344	44568466	1.03
tpch_q09/datafusion:vortex-file-compressed	53640305	55160909	0.97
tpch_q10/datafusion:vortex-file-compressed	43294270	43951328	0.99
tpch_q11/datafusion:vortex-file-compressed	17924647	17938609	1.00
tpch_q12/datafusion:vortex-file-compressed	21703790	22318152	0.97
tpch_q13/datafusion:vortex-file-compressed	28567615	26959662	1.06
tpch_q14/datafusion:vortex-file-compressed	15398617	15411941	1.00
tpch_q15/datafusion:vortex-file-compressed	23771852	23582442	1.01
tpch_q16/datafusion:vortex-file-compressed	23661438	24914722	0.95
tpch_q17/datafusion:vortex-file-compressed	66134702	62903659	1.05
tpch_q18/datafusion:vortex-file-compressed	76108220	78369828	0.97
tpch_q19/datafusion:vortex-file-compressed	22136656	24041448	0.92
tpch_q20/datafusion:vortex-file-compressed	32328119	32792628	0.99
tpch_q21/datafusion:vortex-file-compressed	72993189	74717243	0.98
tpch_q22/datafusion:vortex-file-compressed	16466479	16724007	0.98

datafusion / vortex-compact (0.991x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	56736205	58409870	0.97
tpch_q02/datafusion:vortex-compact	35907045	37455492	0.96
tpch_q03/datafusion:vortex-compact	31021342	30756364	1.01
tpch_q04/datafusion:vortex-compact	22827225	23089868	0.99
tpch_q05/datafusion:vortex-compact	57668661	55751818	1.03
tpch_q06/datafusion:vortex-compact	13393200	13262890	1.01
tpch_q07/datafusion:vortex-compact	68112951	69379725	0.98
tpch_q08/datafusion:vortex-compact	48703033	49289088	0.99
tpch_q09/datafusion:vortex-compact	60779592	61158978	0.99
tpch_q10/datafusion:vortex-compact	51676621	52953662	0.98
tpch_q11/datafusion:vortex-compact	19409471	19180173	1.01
tpch_q12/datafusion:vortex-compact	32973170	32600802	1.01
tpch_q13/datafusion:vortex-compact	38113005	35841405	1.06
tpch_q14/datafusion:vortex-compact	20465479	20577522	0.99
tpch_q15/datafusion:vortex-compact	32479114	33618394	0.97
tpch_q16/datafusion:vortex-compact	29069336	29442093	0.99
tpch_q17/datafusion:vortex-compact	68091898	69749150	0.98
tpch_q18/datafusion:vortex-compact	84100111	84998583	0.99
tpch_q19/datafusion:vortex-compact	31483783	32870757	0.96
tpch_q20/datafusion:vortex-compact	37117053	37635686	0.99
tpch_q21/datafusion:vortex-compact	85344255	87745766	0.97
tpch_q22/datafusion:vortex-compact	18256976	18597032	0.98

datafusion / parquet (0.992x ➖, 3↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet 🚨	132974947	93526477	1.42
tpch_q02/datafusion:parquet	68335091	69717421	0.98
tpch_q03/datafusion:parquet 🚀	69485133	81699874	0.85
tpch_q04/datafusion:parquet	47215652	48746317	0.97
tpch_q05/datafusion:parquet	105367502	103909353	1.01
tpch_q06/datafusion:parquet 🚀	33418475	45122896	0.74
tpch_q07/datafusion:parquet	115287964	110184588	1.05
tpch_q08/datafusion:parquet	102422202	100223902	1.02
tpch_q09/datafusion:parquet	128132960	135221999	0.95
tpch_q10/datafusion:parquet	118962994	118794841	1.00
tpch_q11/datafusion:parquet	47396364	48075973	0.99
tpch_q12/datafusion:parquet 🚨	95600116	80744655	1.18
tpch_q13/datafusion:parquet	201589076	207809208	0.97
tpch_q14/datafusion:parquet	44677672	49572821	0.90
tpch_q15/datafusion:parquet 🚀	63582938	71539168	0.89
tpch_q16/datafusion:parquet	49574403	49607610	1.00
tpch_q17/datafusion:parquet	148672168	139036789	1.07
tpch_q18/datafusion:parquet	163049989	173752558	0.94
tpch_q19/datafusion:parquet	92687318	93580327	0.99
tpch_q20/datafusion:parquet	77786181	77487720	1.00
tpch_q21/datafusion:parquet	151504994	144615120	1.05
tpch_q22/datafusion:parquet	34608093	34199340	1.01

datafusion / arrow (0.988x ➖, 1↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	52692140	56012613	0.94
tpch_q02/datafusion:arrow	21861436	22054258	0.99
tpch_q03/datafusion:arrow	32265231	32767360	0.98
tpch_q04/datafusion:arrow	26782200	27266653	0.98
tpch_q05/datafusion:arrow	74801567	81820858	0.91
tpch_q06/datafusion:arrow	19345131	21011776	0.92
tpch_q07/datafusion:arrow	108192021	113378071	0.95
tpch_q08/datafusion:arrow	43259379	44382542	0.97
tpch_q09/datafusion:arrow	69576047	68441484	1.02
tpch_q10/datafusion:arrow	53682617	50611399	1.06
tpch_q11/datafusion:arrow	12142626	11247754	1.08
tpch_q12/datafusion:arrow 🚨	61289174	54414922	1.13
tpch_q13/datafusion:arrow	49733951	47826382	1.04
tpch_q14/datafusion:arrow	22222784	22697139	0.98
tpch_q15/datafusion:arrow	43609771	43173102	1.01
tpch_q16/datafusion:arrow	20717549	20821422	1.00
tpch_q17/datafusion:arrow	68675015	70522221	0.97
tpch_q18/datafusion:arrow	141967406	143728740	0.99
tpch_q19/datafusion:arrow 🚀	37943272	44180975	0.86
tpch_q20/datafusion:arrow	39217490	41408645	0.95
tpch_q21/datafusion:arrow	153112190	152014899	1.01
tpch_q22/datafusion:arrow	20027431	19340913	1.04

duckdb / vortex-file-compressed (0.987x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	32658091	33370955	0.98
tpch_q02/duckdb:vortex-file-compressed	27469304	27059520	1.02
tpch_q03/duckdb:vortex-file-compressed	29258412	28210371	1.04
tpch_q04/duckdb:vortex-file-compressed	27736694	29418526	0.94
tpch_q05/duckdb:vortex-file-compressed	34321096	33951525	1.01
tpch_q06/duckdb:vortex-file-compressed	10842658	11067102	0.98
tpch_q07/duckdb:vortex-file-compressed	37263891	37530719	0.99
tpch_q08/duckdb:vortex-file-compressed	39194974	39540746	0.99
tpch_q09/duckdb:vortex-file-compressed	80149454	85317243	0.94
tpch_q10/duckdb:vortex-file-compressed	36293010	35591186	1.02
tpch_q11/duckdb:vortex-file-compressed	15198290	16504340	0.92
tpch_q12/duckdb:vortex-file-compressed	22341856	21892755	1.02
tpch_q13/duckdb:vortex-file-compressed	36599595	39005916	0.94
tpch_q14/duckdb:vortex-file-compressed	21382343	22211603	0.96
tpch_q15/duckdb:vortex-file-compressed	15983200	16123237	0.99
tpch_q16/duckdb:vortex-file-compressed	29208473	29467837	0.99
tpch_q17/duckdb:vortex-file-compressed	24693984	25152814	0.98
tpch_q18/duckdb:vortex-file-compressed	47733462	45199147	1.06
tpch_q19/duckdb:vortex-file-compressed	31576099	31663963	1.00
tpch_q20/duckdb:vortex-file-compressed	35035062	34801536	1.01
tpch_q21/duckdb:vortex-file-compressed	99734435	102256418	0.98
tpch_q22/duckdb:vortex-file-compressed	18039324	18621686	0.97

duckdb / vortex-compact (0.980x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	39028606	38835031	1.00
tpch_q02/duckdb:vortex-compact	37443752	37149924	1.01
tpch_q03/duckdb:vortex-compact	31516610	32791965	0.96
tpch_q04/duckdb:vortex-compact	33883627	35317555	0.96
tpch_q05/duckdb:vortex-compact	36983145	36410727	1.02
tpch_q06/duckdb:vortex-compact	13964290	14835943	0.94
tpch_q07/duckdb:vortex-compact	42085687	42835614	0.98
tpch_q08/duckdb:vortex-compact	45341464	45687856	0.99
tpch_q09/duckdb:vortex-compact	84395422	91141173	0.93
tpch_q10/duckdb:vortex-compact	40266072	40572951	0.99
tpch_q11/duckdb:vortex-compact	20331120	21622805	0.94
tpch_q12/duckdb:vortex-compact	36049509	35091869	1.03
tpch_q13/duckdb:vortex-compact	44123231	44254190	1.00
tpch_q14/duckdb:vortex-compact	29775666	30668923	0.97
tpch_q15/duckdb:vortex-compact	18886965	19896591	0.95
tpch_q16/duckdb:vortex-compact	36777012	37727822	0.97
tpch_q17/duckdb:vortex-compact	29878599	30268095	0.99
tpch_q18/duckdb:vortex-compact	49591494	50608186	0.98
tpch_q19/duckdb:vortex-compact	36325642	35968321	1.01
tpch_q20/duckdb:vortex-compact	43348817	43607384	0.99
tpch_q21/duckdb:vortex-compact	110158423	112278653	0.98
tpch_q22/duckdb:vortex-compact	20545754	20991189	0.98

duckdb / parquet (1.001x ➖, 3↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚨	108663813	83911522	1.29
tpch_q02/duckdb:parquet	38256076	39627892	0.97
tpch_q03/duckdb:parquet	69521231	69591500	1.00
tpch_q04/duckdb:parquet	47438938	46941818	1.01
tpch_q05/duckdb:parquet	67314339	67701216	0.99
tpch_q06/duckdb:parquet	20332694	20320252	1.00
tpch_q07/duckdb:parquet	76268758	69958800	1.09
tpch_q08/duckdb:parquet	81135436	81796513	0.99
tpch_q09/duckdb:parquet 🚀	133681525	153480159	0.87
tpch_q10/duckdb:parquet	137453009	127155841	1.08
tpch_q11/duckdb:parquet	23067330	22634479	1.02
tpch_q12/duckdb:parquet	44206223	45889369	0.96
tpch_q13/duckdb:parquet	260591336	264351404	0.99
tpch_q14/duckdb:parquet 🚀	48732188	58286232	0.84
tpch_q15/duckdb:parquet	31900569	31420390	1.02
tpch_q16/duckdb:parquet	54391419	54474759	1.00
tpch_q17/duckdb:parquet	60675871	58370166	1.04
tpch_q18/duckdb:parquet	119783410	125852819	0.95
tpch_q19/duckdb:parquet 🚀	67699085	85276223	0.79
tpch_q20/duckdb:parquet 🚨	80152881	62402080	1.28
tpch_q21/duckdb:parquet	173928741	178478994	0.97
tpch_q22/duckdb:parquet	52175177	52701240	0.99

duckdb / duckdb (0.992x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	15974798	15964793	1.00
tpch_q02/duckdb:duckdb	12093945	11790183	1.03
tpch_q03/duckdb:duckdb	18807011	19308266	0.97
tpch_q04/duckdb:duckdb	19299057	18312801	1.05
tpch_q05/duckdb:duckdb	19625787	19852583	0.99
tpch_q06/duckdb:duckdb	5313395	5209716	1.02
tpch_q07/duckdb:duckdb	22291164	22506300	0.99
tpch_q08/duckdb:duckdb	20618324	20604955	1.00
tpch_q09/duckdb:duckdb	50716484	54752343	0.93
tpch_q10/duckdb:duckdb	42952325	42446489	1.01
tpch_q11/duckdb:duckdb	5647254	5770205	0.98
tpch_q12/duckdb:duckdb	13206113	13669715	0.97
tpch_q13/duckdb:duckdb	38112058	36155292	1.05
tpch_q14/duckdb:duckdb	15854296	16812229	0.94
tpch_q15/duckdb:duckdb	11801440	11787078	1.00
tpch_q16/duckdb:duckdb	22316576	22858176	0.98
tpch_q17/duckdb:duckdb	13505259	13530262	1.00
tpch_q18/duckdb:duckdb	37404484	38522356	0.97
tpch_q19/duckdb:duckdb	25655331	26414282	0.97
tpch_q20/duckdb:duckdb	21889836	22547001	0.97
tpch_q21/duckdb:duckdb	56402193	56041622	1.01
tpch_q22/duckdb:duckdb	24024845	23813925	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-5.9%	+35.7%	-30.7%	+32.6%	✅ faster
1	datafusion:vortex-compact	-2.9%	+35.7%	-28.4%	+29.2%	✅ faster
1	datafusion:vortex-file-compressed	+1.2%	+35.7%	-25.4%	+30.8%	✅ faster
1	duckdb:duckdb	+0.1%	+35.7%	-26.3%	+29.8%	✅ faster
1	duckdb:vortex-compact	+0.5%	+35.7%	-25.9%	+28.9%	✅ faster
1	duckdb:vortex-file-compressed	-2.1%	+35.7%	-27.9%	+29.7%	✅ faster
2	datafusion:arrow	-0.9%	-2.7%	+1.9%	+28.8%	➖ noise
2	datafusion:vortex-compact	-4.1%	-2.7%	-1.4%	+28.8%	➖ noise
2	datafusion:vortex-file-compressed	-3.5%	-2.7%	-0.8%	+28.8%	➖ noise
2	duckdb:duckdb	+2.6%	-2.7%	+5.4%	+28.8%	➖ noise
2	duckdb:vortex-compact	+0.8%	-2.7%	+3.6%	+28.8%	➖ noise
2	duckdb:vortex-file-compressed	+1.5%	-2.7%	+4.4%	+28.8%	➖ noise
3	datafusion:arrow	-1.5%	-7.8%	+6.8%	+28.8%	➖ noise
3	datafusion:vortex-compact	+0.9%	-7.8%	+9.4%	+28.8%	➖ noise
3	datafusion:vortex-file-compressed	-1.9%	-7.8%	+6.4%	+28.8%	➖ noise
3	duckdb:duckdb	-2.6%	-7.8%	+5.7%	+28.8%	➖ noise
3	duckdb:vortex-compact	-3.9%	-7.8%	+4.3%	+28.8%	➖ noise
3	duckdb:vortex-file-compressed	+3.7%	-7.8%	+12.5%	+28.8%	➖ noise
4	datafusion:arrow	-1.8%	-1.1%	-0.7%	+28.8%	➖ noise
4	datafusion:vortex-compact	-1.1%	-1.1%	-0.1%	+28.8%	➖ noise
4	datafusion:vortex-file-compressed	-7.3%	-1.1%	-6.3%	+28.8%	➖ noise
4	duckdb:duckdb	+5.4%	-1.1%	+6.5%	+28.8%	➖ noise
4	duckdb:vortex-compact	-4.1%	-1.1%	-3.0%	+28.8%	➖ noise
4	duckdb:vortex-file-compressed	-5.7%	-1.1%	-4.7%	+28.8%	➖ noise
5	datafusion:arrow	-8.6%	+0.4%	-9.0%	+28.8%	➖ noise
5	datafusion:vortex-compact	+3.4%	+0.4%	+3.0%	+28.8%	➖ noise
5	datafusion:vortex-file-compressed	-3.6%	+0.4%	-4.0%	+28.8%	➖ noise
5	duckdb:duckdb	-1.1%	+0.4%	-1.5%	+28.8%	➖ noise
5	duckdb:vortex-compact	+1.6%	+0.4%	+1.2%	+28.8%	➖ noise
5	duckdb:vortex-file-compressed	+1.1%	+0.4%	+0.7%	+28.8%	➖ noise
6	datafusion:arrow	-7.9%	-13.9%	+7.0%	+28.8%	➖ noise
6	datafusion:vortex-compact	+1.0%	-13.9%	+17.3%	+28.8%	➖ noise
6	datafusion:vortex-file-compressed	+4.4%	-13.9%	+21.3%	+28.8%	➖ noise
6	duckdb:duckdb	+2.0%	-13.9%	+18.5%	+28.8%	➖ noise
6	duckdb:vortex-compact	-5.9%	-13.9%	+9.3%	+28.8%	➖ noise
6	duckdb:vortex-file-compressed	-2.0%	-13.9%	+13.8%	+28.8%	➖ noise
7	datafusion:arrow	-4.6%	+6.8%	-10.7%	+28.8%	➖ noise
7	datafusion:vortex-compact	-1.8%	+6.8%	-8.1%	+28.8%	➖ noise
7	datafusion:vortex-file-compressed	-1.4%	+6.8%	-7.7%	+28.8%	➖ noise
7	duckdb:duckdb	-1.0%	+6.8%	-7.3%	+28.8%	➖ noise
7	duckdb:vortex-compact	-1.8%	+6.8%	-8.0%	+28.8%	➖ noise
7	duckdb:vortex-file-compressed	-0.7%	+6.8%	-7.0%	+28.8%	➖ noise
8	datafusion:arrow	-2.5%	+0.7%	-3.2%	+28.8%	➖ noise
8	datafusion:vortex-compact	-1.2%	+0.7%	-1.9%	+28.8%	➖ noise
8	datafusion:vortex-file-compressed	+2.7%	+0.7%	+2.0%	+28.8%	➖ noise
8	duckdb:duckdb	+0.1%	+0.7%	-0.6%	+28.8%	➖ noise
8	duckdb:vortex-compact	-0.8%	+0.7%	-1.4%	+28.8%	➖ noise
8	duckdb:vortex-file-compressed	-0.9%	+0.7%	-1.5%	+28.8%	➖ noise
9	datafusion:arrow	+1.7%	-9.2%	+11.9%	+28.8%	➖ noise
9	datafusion:vortex-compact	-0.6%	-9.2%	+9.4%	+28.8%	➖ noise
9	datafusion:vortex-file-compressed	-2.8%	-9.2%	+7.0%	+28.8%	➖ noise
9	duckdb:duckdb	-7.4%	-9.2%	+2.0%	+28.8%	➖ noise
9	duckdb:vortex-compact	-7.4%	-9.2%	+1.9%	+28.8%	➖ noise
9	duckdb:vortex-file-compressed	-6.1%	-9.2%	+3.4%	+28.8%	➖ noise
10	datafusion:arrow	+6.1%	+4.0%	+1.9%	+28.8%	➖ noise
10	datafusion:vortex-compact	-2.4%	+4.0%	-6.2%	+28.8%	➖ noise
10	datafusion:vortex-file-compressed	-1.5%	+4.0%	-5.3%	+28.8%	➖ noise
10	duckdb:duckdb	+1.2%	+4.0%	-2.7%	+28.8%	➖ noise
10	duckdb:vortex-compact	-0.8%	+4.0%	-4.6%	+28.8%	➖ noise
10	duckdb:vortex-file-compressed	+2.0%	+4.0%	-2.0%	+28.8%	➖ noise
11	datafusion:arrow	+8.0%	+0.2%	+7.7%	+30.7%	➖ noise
11	datafusion:vortex-compact	+1.2%	+0.2%	+1.0%	+28.8%	➖ noise
11	datafusion:vortex-file-compressed	-0.1%	+0.2%	-0.3%	+28.8%	➖ noise
11	duckdb:duckdb	-2.1%	+0.2%	-2.4%	+28.8%	➖ noise
11	duckdb:vortex-compact	-6.0%	+0.2%	-6.2%	+28.8%	➖ noise
11	duckdb:vortex-file-compressed	-7.9%	+0.2%	-8.1%	+28.8%	➖ noise
12	datafusion:arrow	+12.6%	+6.8%	+5.5%	+28.8%	➖ noise
12	datafusion:vortex-compact	+1.1%	+6.8%	-5.3%	+28.8%	➖ noise
12	datafusion:vortex-file-compressed	-2.8%	+6.8%	-8.9%	+28.8%	➖ noise
12	duckdb:duckdb	-3.4%	+6.8%	-9.5%	+28.8%	➖ noise
12	duckdb:vortex-compact	+2.7%	+6.8%	-3.8%	+28.8%	➖ noise
12	duckdb:vortex-file-compressed	+2.1%	+6.8%	-4.4%	+28.8%	➖ noise
13	datafusion:arrow	+4.0%	-2.2%	+6.3%	+28.8%	➖ noise
13	datafusion:vortex-compact	+6.3%	-2.2%	+8.7%	+28.8%	➖ noise
13	datafusion:vortex-file-compressed	+6.0%	-2.2%	+8.4%	+28.8%	➖ noise
13	duckdb:duckdb	+5.4%	-2.2%	+7.8%	+28.8%	➖ noise
13	duckdb:vortex-compact	-0.3%	-2.2%	+2.0%	+28.8%	➖ noise
13	duckdb:vortex-file-compressed	-6.2%	-2.2%	-4.0%	+28.8%	➖ noise
14	datafusion:arrow	-2.1%	-13.2%	+12.8%	+28.8%	➖ noise
14	datafusion:vortex-compact	-0.5%	-13.2%	+14.6%	+28.8%	➖ noise
14	datafusion:vortex-file-compressed	-0.1%	-13.2%	+15.1%	+28.8%	➖ noise
14	duckdb:duckdb	-5.7%	-13.2%	+8.6%	+28.8%	➖ noise
14	duckdb:vortex-compact	-2.9%	-13.2%	+11.8%	+28.8%	➖ noise
14	duckdb:vortex-file-compressed	-3.7%	-13.2%	+10.9%	+28.8%	➖ noise
15	datafusion:arrow	+1.0%	-5.0%	+6.3%	+28.8%	➖ noise
15	datafusion:vortex-compact	-3.4%	-5.0%	+1.7%	+28.8%	➖ noise
15	datafusion:vortex-file-compressed	+0.8%	-5.0%	+6.1%	+28.8%	➖ noise
15	duckdb:duckdb	+0.1%	-5.0%	+5.4%	+28.8%	➖ noise
15	duckdb:vortex-compact	-5.1%	-5.0%	-0.1%	+28.8%	➖ noise
15	duckdb:vortex-file-compressed	-0.9%	-5.0%	+4.4%	+28.8%	➖ noise
16	datafusion:arrow	-0.5%	-0.1%	-0.4%	+28.8%	➖ noise
16	datafusion:vortex-compact	-1.3%	-0.1%	-1.2%	+28.8%	➖ noise
16	datafusion:vortex-file-compressed	-5.0%	-0.1%	-4.9%	+28.8%	➖ noise
16	duckdb:duckdb	-2.4%	-0.1%	-2.3%	+28.8%	➖ noise
16	duckdb:vortex-compact	-2.5%	-0.1%	-2.4%	+28.8%	➖ noise
16	duckdb:vortex-file-compressed	-0.9%	-0.1%	-0.8%	+28.8%	➖ noise
17	datafusion:arrow	-2.6%	+5.4%	-7.6%	+28.8%	➖ noise
17	datafusion:vortex-compact	-2.4%	+5.4%	-7.4%	+28.8%	➖ noise
17	datafusion:vortex-file-compressed	+5.1%	+5.4%	-0.3%	+28.8%	➖ noise
17	duckdb:duckdb	-0.2%	+5.4%	-5.3%	+28.8%	➖ noise
17	duckdb:vortex-compact	-1.3%	+5.4%	-6.4%	+28.8%	➖ noise
17	duckdb:vortex-file-compressed	-1.8%	+5.4%	-6.9%	+28.8%	➖ noise
18	datafusion:arrow	-1.2%	-5.5%	+4.5%	+28.8%	➖ noise
18	datafusion:vortex-compact	-1.1%	-5.5%	+4.7%	+28.8%	➖ noise
18	datafusion:vortex-file-compressed	-2.9%	-5.5%	+2.8%	+28.8%	➖ noise
18	duckdb:duckdb	-2.9%	-5.5%	+2.7%	+28.8%	➖ noise
18	duckdb:vortex-compact	-2.0%	-5.5%	+3.7%	+28.8%	➖ noise
18	duckdb:vortex-file-compressed	+5.6%	-5.5%	+11.7%	+28.8%	➖ noise
19	datafusion:arrow	-14.1%	-11.3%	-3.1%	+28.8%	➖ noise
19	datafusion:vortex-compact	-4.2%	-11.3%	+8.0%	+28.8%	➖ noise
19	datafusion:vortex-file-compressed	-7.9%	-11.3%	+3.8%	+28.8%	➖ noise
19	duckdb:duckdb	-2.9%	-11.3%	+9.5%	+28.8%	➖ noise
19	duckdb:vortex-compact	+1.0%	-11.3%	+13.9%	+28.8%	➖ noise
19	duckdb:vortex-file-compressed	-0.3%	-11.3%	+12.5%	+28.8%	➖ noise
20	datafusion:arrow	-5.3%	+13.6%	-16.6%	+28.8%	➖ noise
20	datafusion:vortex-compact	-1.4%	+13.6%	-13.1%	+28.8%	➖ noise
20	datafusion:vortex-file-compressed	-1.4%	+13.6%	-13.2%	+28.8%	➖ noise
20	duckdb:duckdb	-2.9%	+13.6%	-14.5%	+28.8%	➖ noise
20	duckdb:vortex-compact	-0.6%	+13.6%	-12.5%	+28.8%	➖ noise
20	duckdb:vortex-file-compressed	+0.7%	+13.6%	-11.3%	+28.8%	➖ noise
21	datafusion:arrow	+0.7%	+1.0%	-0.3%	+28.8%	➖ noise
21	datafusion:vortex-compact	-2.7%	+1.0%	-3.7%	+28.8%	➖ noise
21	datafusion:vortex-file-compressed	-2.3%	+1.0%	-3.3%	+28.8%	➖ noise
21	duckdb:duckdb	+0.6%	+1.0%	-0.4%	+28.8%	➖ noise
21	duckdb:vortex-compact	-1.9%	+1.0%	-2.9%	+28.8%	➖ noise
21	duckdb:vortex-file-compressed	-2.5%	+1.0%	-3.5%	+28.8%	➖ noise
22	datafusion:arrow	+3.5%	+0.1%	+3.5%	+28.8%	➖ noise
22	datafusion:vortex-compact	-1.8%	+0.1%	-1.9%	+28.8%	➖ noise
22	datafusion:vortex-file-compressed	-1.5%	+0.1%	-1.6%	+28.8%	➖ noise
22	duckdb:duckdb	+0.9%	+0.1%	+0.8%	+28.8%	➖ noise
22	duckdb:vortex-compact	-2.1%	+0.1%	-2.2%	+28.8%	➖ noise
22	duckdb:vortex-file-compressed	-3.1%	+0.1%	-3.2%	+28.8%	➖ noise

[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 1.052x ➖

---

datafusion / vortex-file-compressed (1.052x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	126693931	122774004	1.03
polarsignals_q01/datafusion:vortex-file-compressed	367826047	361067618	1.02
polarsignals_q02/datafusion:vortex-file-compressed	22847915	21938282	1.04
polarsignals_q03/datafusion:vortex-file-compressed	380202007	365133119	1.04
polarsignals_q04/datafusion:vortex-file-compressed	12070851	10989675	1.10
polarsignals_q05/datafusion:vortex-file-compressed 🚨	17439799	15318914	1.14
polarsignals_q06/datafusion:vortex-file-compressed	19720656	17999925	1.10
polarsignals_q07/datafusion:vortex-file-compressed	14648067	13569367	1.08
polarsignals_q08/datafusion:vortex-file-compressed	462929741	460792289	1.00
polarsignals_q09/datafusion:vortex-file-compressed	10744042	10928195	0.98

[github-actions]

File Sizes: TPC-H SF=1 on NVME

No file size changes detected.

[github-actions]

File Sizes: PolarSignals Profiling

No file size changes detected.

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +2.7%
Vortex (geomean): 1.118x ❌
Parquet (geomean): 1.089x ➖
Shifts: Parquet (control) +8.9% · Median polish +9.7%

---

datafusion / vortex-file-compressed (1.129x ❌, 0↑ 6↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚨	6338984	4596066	1.38
fineweb_q01/datafusion:vortex-file-compressed 🚨	28932763	25726704	1.12
fineweb_q02/datafusion:vortex-file-compressed	30786210	29227551	1.05
fineweb_q03/datafusion:vortex-file-compressed 🚨	94324741	75709399	1.25
fineweb_q04/datafusion:vortex-file-compressed 🚨	279813095	251580187	1.11
fineweb_q05/datafusion:vortex-file-compressed	233345184	227011388	1.03
fineweb_q06/datafusion:vortex-file-compressed 🚨	75275449	67246551	1.12
fineweb_q07/datafusion:vortex-file-compressed 🚨	76448198	67839684	1.13
fineweb_q08/datafusion:vortex-file-compressed	24678147	24365033	1.01

datafusion / vortex-compact (1.100x ❌, 0↑ 3↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	6558792	4855332	1.35
fineweb_q01/datafusion:vortex-compact	165470768	161048996	1.03
fineweb_q02/datafusion:vortex-compact	172972129	164272374	1.05
fineweb_q03/datafusion:vortex-compact	1547431544	1442211907	1.07
fineweb_q04/datafusion:vortex-compact	1722266643	1579401128	1.09
fineweb_q05/datafusion:vortex-compact 🚨	1383583372	1256531945	1.10
fineweb_q06/datafusion:vortex-compact 🚨	762497072	688980822	1.11
fineweb_q07/datafusion:vortex-compact	777782157	730617128	1.06
fineweb_q08/datafusion:vortex-compact	21666092	20316920	1.07

datafusion / parquet (1.098x ➖, 0↑ 5↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet 🚨	7188209	6494699	1.11
fineweb_q01/datafusion:parquet	279340176	269183357	1.04
fineweb_q02/datafusion:parquet	290027762	268128903	1.08
fineweb_q03/datafusion:parquet 🚨	315010184	265468866	1.19
fineweb_q04/datafusion:parquet 🚨	313047669	276926559	1.13
fineweb_q05/datafusion:parquet 🚨	300382717	272350490	1.10
fineweb_q06/datafusion:parquet	291197361	278321018	1.05
fineweb_q07/datafusion:parquet	288141585	266461901	1.08
fineweb_q08/datafusion:parquet 🚨	292326144	262037561	1.12

duckdb / vortex-file-compressed (1.112x ❌, 0↑ 4↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed 🚨	3607190	2959066	1.22
fineweb_q01/duckdb:vortex-file-compressed	27666243	25215574	1.10
fineweb_q02/duckdb:vortex-file-compressed	28028547	26183498	1.07
fineweb_q03/duckdb:vortex-file-compressed 🚨	179445809	144800105	1.24
fineweb_q04/duckdb:vortex-file-compressed	234638973	236382303	0.99
fineweb_q05/duckdb:vortex-file-compressed	227084805	214200437	1.06
fineweb_q06/duckdb:vortex-file-compressed 🚨	72438390	64053721	1.13
fineweb_q07/duckdb:vortex-file-compressed	74510396	72081206	1.03
fineweb_q08/duckdb:vortex-file-compressed 🚨	28725554	24175637	1.19

duckdb / vortex-compact (1.132x ❌, 0↑ 7↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	4734898	3868465	1.22
fineweb_q01/duckdb:vortex-compact 🚨	117763211	95008226	1.24
fineweb_q02/duckdb:vortex-compact 🚨	132271770	118992280	1.11
fineweb_q03/duckdb:vortex-compact 🚨	981931059	856800550	1.15
fineweb_q04/duckdb:vortex-compact 🚨	1007932621	896966918	1.12
fineweb_q05/duckdb:vortex-compact 🚨	913152357	814077143	1.12
fineweb_q06/duckdb:vortex-compact	493664827	469179524	1.05
fineweb_q07/duckdb:vortex-compact	500344874	478265633	1.05
fineweb_q08/duckdb:vortex-compact 🚨	23066637	20279546	1.14

duckdb / parquet (1.080x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet 🚨	39774784	34591348	1.15
fineweb_q01/duckdb:parquet	99788894	91798375	1.09
fineweb_q02/duckdb:parquet	101483383	94841528	1.07
fineweb_q03/duckdb:parquet	323659123	307485847	1.05
fineweb_q04/duckdb:parquet	468244655	439402057	1.07
fineweb_q05/duckdb:parquet	425536509	408744697	1.04
fineweb_q06/duckdb:parquet	213980004	198184492	1.08
fineweb_q07/duckdb:parquet	225762583	209570466	1.08
fineweb_q08/duckdb:parquet	61878931	56452857	1.10

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+35.1%	+12.8%	+19.7%	+48.6%	➖ noise
0	datafusion:vortex-file-compressed	+37.9%	+12.8%	+22.3%	+75.9%	➖ noise
0	duckdb:vortex-compact	+22.4%	+12.8%	+8.5%	+36.1%	➖ noise
0	duckdb:vortex-file-compressed	+21.9%	+12.8%	+8.1%	+52.7%	➖ noise
1	datafusion:vortex-compact	+2.7%	+6.2%	-3.3%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	+12.5%	+6.2%	+5.9%	+20.4%	➖ noise
1	duckdb:vortex-compact	+24.0%	+6.2%	+16.7%	+10.1%	🚨 regression
1	duckdb:vortex-file-compressed	+9.7%	+6.2%	+3.3%	+43.2%	➖ noise
2	datafusion:vortex-compact	+5.3%	+7.6%	-2.1%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	+5.3%	+7.6%	-2.1%	+19.3%	➖ noise
2	duckdb:vortex-compact	+11.2%	+7.6%	+3.3%	+13.2%	➖ noise
2	duckdb:vortex-file-compressed	+7.0%	+7.6%	-0.5%	+10.0%	➖ noise
3	datafusion:vortex-compact	+7.3%	+11.8%	-4.0%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	+24.6%	+11.8%	+11.5%	+27.8%	➖ noise
3	duckdb:vortex-compact	+14.6%	+11.8%	+2.5%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+23.9%	+11.8%	+10.9%	+28.7%	➖ noise
4	datafusion:vortex-compact	+9.0%	+9.8%	-0.6%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+11.2%	+9.8%	+1.3%	+10.0%	➖ noise
4	duckdb:vortex-compact	+12.4%	+9.8%	+2.4%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-0.7%	+9.8%	-9.6%	+10.0%	✅ faster
5	datafusion:vortex-compact	+10.1%	+7.2%	+2.8%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+2.8%	+7.2%	-4.1%	+10.0%	➖ noise
5	duckdb:vortex-compact	+12.2%	+7.2%	+4.7%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+6.0%	+7.2%	-1.1%	+10.0%	➖ noise
6	datafusion:vortex-compact	+10.7%	+6.3%	+4.1%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+11.9%	+6.3%	+5.3%	+12.4%	➖ noise
6	duckdb:vortex-compact	+5.2%	+6.3%	-1.0%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+13.1%	+6.3%	+6.4%	+16.3%	➖ noise
7	datafusion:vortex-compact	+6.5%	+7.9%	-1.4%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+12.7%	+7.9%	+4.4%	+16.4%	➖ noise
7	duckdb:vortex-compact	+4.6%	+7.9%	-3.1%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+3.4%	+7.9%	-4.2%	+12.3%	➖ noise
8	datafusion:vortex-compact	+6.6%	+10.6%	-3.6%	+28.4%	➖ noise
8	datafusion:vortex-file-compressed	+1.3%	+10.6%	-8.4%	+19.6%	➖ noise
8	duckdb:vortex-compact	+13.7%	+10.6%	+2.9%	+25.7%	➖ noise
8	duckdb:vortex-file-compressed	+18.8%	+10.6%	+7.5%	+16.4%	➖ noise

[github-actions]

File Sizes: FineWeb NVMe

No file size changes detected.

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.8%
Vortex (geomean): 1.001x ➖
Parquet (geomean): 0.994x ➖
Shifts: Parquet (control) -0.6% · Median polish +0.2%

---

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

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed	29156190	29238549	1.00
tpcds_q02/datafusion:vortex-file-compressed	51685321	53119467	0.97
tpcds_q03/datafusion:vortex-file-compressed	19807789	19909291	0.99
tpcds_q04/datafusion:vortex-file-compressed	287575127	290051858	0.99
tpcds_q05/datafusion:vortex-file-compressed	52585295	54157819	0.97
tpcds_q06/datafusion:vortex-file-compressed	50585786	49096503	1.03
tpcds_q07/datafusion:vortex-file-compressed	48083201	49789821	0.97
tpcds_q08/datafusion:vortex-file-compressed	35840128	35957820	1.00
tpcds_q09/datafusion:vortex-file-compressed	49294029	49257835	1.00
tpcds_q10/datafusion:vortex-file-compressed	44378402	43631927	1.02
tpcds_q11/datafusion:vortex-file-compressed	162371652	163085778	1.00
tpcds_q12/datafusion:vortex-file-compressed	23299762	23057044	1.01
tpcds_q13/datafusion:vortex-file-compressed	51144232	50631090	1.01
tpcds_q14/datafusion:vortex-file-compressed	195969524	202112727	0.97
tpcds_q15/datafusion:vortex-file-compressed	34019167	33937057	1.00
tpcds_q16/datafusion:vortex-file-compressed	28082257	27459373	1.02
tpcds_q17/datafusion:vortex-file-compressed	66750787	66447044	1.00
tpcds_q18/datafusion:vortex-file-compressed	77231358	77117282	1.00
tpcds_q19/datafusion:vortex-file-compressed	30612647	30217577	1.01
tpcds_q20/datafusion:vortex-file-compressed	25442624	25362521	1.00
tpcds_q21/datafusion:vortex-file-compressed	136697802	135239710	1.01
tpcds_q22/datafusion:vortex-file-compressed	56678018	55983705	1.01
tpcds_q23/datafusion:vortex-file-compressed	145107571	143062035	1.01
tpcds_q24/datafusion:vortex-file-compressed	111129886	110014559	1.01
tpcds_q25/datafusion:vortex-file-compressed	66021951	67233154	0.98
tpcds_q26/datafusion:vortex-file-compressed	35664475	35477517	1.01
tpcds_q27/datafusion:vortex-file-compressed	114887453	116925564	0.98
tpcds_q28/datafusion:vortex-file-compressed	43919254	42995322	1.02
tpcds_q29/datafusion:vortex-file-compressed	66470050	65625501	1.01
tpcds_q30/datafusion:vortex-file-compressed	30881092	29892190	1.03
tpcds_q31/datafusion:vortex-file-compressed	93203635	90964239	1.02
tpcds_q32/datafusion:vortex-file-compressed	21074894	20423440	1.03
tpcds_q33/datafusion:vortex-file-compressed	37828790	38179912	0.99
tpcds_q34/datafusion:vortex-file-compressed	30969889	30890446	1.00
tpcds_q35/datafusion:vortex-file-compressed	54484391	52384490	1.04
tpcds_q36/datafusion:vortex-file-compressed	73397958	74984039	0.98
tpcds_q37/datafusion:vortex-file-compressed	33375515	33860313	0.99
tpcds_q38/datafusion:vortex-file-compressed	53278550	51047837	1.04
tpcds_q39/datafusion:vortex-file-compressed	141841743	146447125	0.97
tpcds_q40/datafusion:vortex-file-compressed	50626638	51901993	0.98
tpcds_q41/datafusion:vortex-file-compressed	17884788	16813666	1.06
tpcds_q42/datafusion:vortex-file-compressed	18054655	17785587	1.02
tpcds_q43/datafusion:vortex-file-compressed	31475561	31887772	0.99
tpcds_q44/datafusion:vortex-file-compressed	41193637	42008652	0.98
tpcds_q45/datafusion:vortex-file-compressed	33714331	33336305	1.01
tpcds_q46/datafusion:vortex-file-compressed	45847189	46610993	0.98
tpcds_q47/datafusion:vortex-file-compressed	206849740	204198178	1.01
tpcds_q48/datafusion:vortex-file-compressed	40622867	42664972	0.95
tpcds_q49/datafusion:vortex-file-compressed	66733899	65925798	1.01
tpcds_q50/datafusion:vortex-file-compressed	44910968	44852759	1.00
tpcds_q51/datafusion:vortex-file-compressed	87373227	86669361	1.01
tpcds_q52/datafusion:vortex-file-compressed	19140920	19303960	0.99
tpcds_q53/datafusion:vortex-file-compressed	24680994	25487038	0.97
tpcds_q54/datafusion:vortex-file-compressed	41914079	42740917	0.98
tpcds_q55/datafusion:vortex-file-compressed	18314956	18207072	1.01
tpcds_q56/datafusion:vortex-file-compressed	40310367	39169837	1.03
tpcds_q57/datafusion:vortex-file-compressed	126117998	123684497	1.02
tpcds_q58/datafusion:vortex-file-compressed	68796965	69966069	0.98
tpcds_q59/datafusion:vortex-file-compressed	71562548	71566704	1.00
tpcds_q60/datafusion:vortex-file-compressed	40618349	39994439	1.02
tpcds_q61/datafusion:vortex-file-compressed	49946495	49154854	1.02
tpcds_q62/datafusion:vortex-file-compressed	30185718	31674361	0.95
tpcds_q63/datafusion:vortex-file-compressed	24661859	25156273	0.98
tpcds_q64/datafusion:vortex-file-compressed	462053255	466182707	0.99
tpcds_q65/datafusion:vortex-file-compressed	49357314	48227758	1.02
tpcds_q66/datafusion:vortex-file-compressed	90644498	92959071	0.98
tpcds_q67/datafusion:vortex-file-compressed	117709254	114693556	1.03
tpcds_q68/datafusion:vortex-file-compressed	45246677	45857137	0.99
tpcds_q69/datafusion:vortex-file-compressed	43014238	41672782	1.03
tpcds_q70/datafusion:vortex-file-compressed	109162420	116630035	0.94
tpcds_q71/datafusion:vortex-file-compressed	30377393	30133998	1.01
tpcds_q72/datafusion:vortex-file-compressed	2576308614	2550908439	1.01
tpcds_q73/datafusion:vortex-file-compressed	34228760	32592713	1.05
tpcds_q74/datafusion:vortex-file-compressed	115831226	115200437	1.01
tpcds_q75/datafusion:vortex-file-compressed	117868505	118175483	1.00
tpcds_q76/datafusion:vortex-file-compressed	31932202	33652086	0.95
tpcds_q77/datafusion:vortex-file-compressed	49656669	49727458	1.00
tpcds_q78/datafusion:vortex-file-compressed	122126778	122789995	0.99
tpcds_q79/datafusion:vortex-file-compressed	36376662	38022139	0.96
tpcds_q80/datafusion:vortex-file-compressed	113958557	112830290	1.01
tpcds_q81/datafusion:vortex-file-compressed	36450829	36153688	1.01
tpcds_q82/datafusion:vortex-file-compressed	34554407	34847643	0.99
tpcds_q83/datafusion:vortex-file-compressed	49836113	49210532	1.01
tpcds_q84/datafusion:vortex-file-compressed	15484509	14828745	1.04
tpcds_q85/datafusion:vortex-file-compressed	99432648	100079488	0.99
tpcds_q86/datafusion:vortex-file-compressed	18431710	18634682	0.99
tpcds_q87/datafusion:vortex-file-compressed	51218345	52810612	0.97
tpcds_q88/datafusion:vortex-file-compressed	72245336	74016319	0.98
tpcds_q89/datafusion:vortex-file-compressed	35276531	36063764	0.98
tpcds_q90/datafusion:vortex-file-compressed	17522646	17772246	0.99
tpcds_q91/datafusion:vortex-file-compressed	25768122	24742650	1.04
tpcds_q92/datafusion:vortex-file-compressed	18013236	17720825	1.02
tpcds_q93/datafusion:vortex-file-compressed	32704089	33516895	0.98
tpcds_q94/datafusion:vortex-file-compressed	24765297	24585660	1.01
tpcds_q95/datafusion:vortex-file-compressed	59873894	59551195	1.01
tpcds_q96/datafusion:vortex-file-compressed	15510830	15798715	0.98
tpcds_q97/datafusion:vortex-file-compressed	29394613	29159240	1.01
tpcds_q98/datafusion:vortex-file-compressed	30633939	32041651	0.96
tpcds_q99/datafusion:vortex-file-compressed	44054627	42973204	1.03

datafusion / vortex-compact (1.002x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact	35939250	35310601	1.02
tpcds_q02/datafusion:vortex-compact	59114548	59739154	0.99
tpcds_q03/datafusion:vortex-compact	25967253	25809986	1.01
tpcds_q04/datafusion:vortex-compact	331992747	327922194	1.01
tpcds_q05/datafusion:vortex-compact	66131043	65734554	1.01
tpcds_q06/datafusion:vortex-compact	59741842	57370142	1.04
tpcds_q07/datafusion:vortex-compact	67018656	66504206	1.01
tpcds_q08/datafusion:vortex-compact	44223131	44209093	1.00
tpcds_q09/datafusion:vortex-compact	71375989	69413338	1.03
tpcds_q10/datafusion:vortex-compact	65084198	62847433	1.04
tpcds_q11/datafusion:vortex-compact	190554719	189333735	1.01
tpcds_q12/datafusion:vortex-compact	26858861	26664461	1.01
tpcds_q13/datafusion:vortex-compact	110174546	119451043	0.92
tpcds_q14/datafusion:vortex-compact	253306170	251845158	1.01
tpcds_q15/datafusion:vortex-compact	38989385	37915267	1.03
tpcds_q16/datafusion:vortex-compact	39028881	38571503	1.01
tpcds_q17/datafusion:vortex-compact	92691076	92496417	1.00
tpcds_q18/datafusion:vortex-compact	89754859	87397087	1.03
tpcds_q19/datafusion:vortex-compact	44689315	43721799	1.02
tpcds_q20/datafusion:vortex-compact	29513637	29124174	1.01
tpcds_q21/datafusion:vortex-compact	138895022	141699565	0.98
tpcds_q22/datafusion:vortex-compact	65517041	65176375	1.01
tpcds_q23/datafusion:vortex-compact	184820164	179970029	1.03
tpcds_q24/datafusion:vortex-compact	142352401	140263139	1.01
tpcds_q25/datafusion:vortex-compact	96953998	94325500	1.03
tpcds_q26/datafusion:vortex-compact	45082988	47595924	0.95
tpcds_q27/datafusion:vortex-compact	161073524	158736978	1.01
tpcds_q28/datafusion:vortex-compact	83148373	84216898	0.99
tpcds_q29/datafusion:vortex-compact	92222383	93087012	0.99
tpcds_q30/datafusion:vortex-compact	34189779	33364052	1.02
tpcds_q31/datafusion:vortex-compact	130899787	128917231	1.02
tpcds_q32/datafusion:vortex-compact	27176089	26971379	1.01
tpcds_q33/datafusion:vortex-compact	53868194	54726177	0.98
tpcds_q34/datafusion:vortex-compact	51388570	50286908	1.02
tpcds_q35/datafusion:vortex-compact	68459275	66493673	1.03
tpcds_q36/datafusion:vortex-compact	98295226	97777961	1.01
tpcds_q37/datafusion:vortex-compact	46294348	46372840	1.00
tpcds_q38/datafusion:vortex-compact	67053847	67060714	1.00
tpcds_q39/datafusion:vortex-compact	151548373	144759573	1.05
tpcds_q40/datafusion:vortex-compact	58471947	57972400	1.01
tpcds_q41/datafusion:vortex-compact	19625941	19212994	1.02
tpcds_q42/datafusion:vortex-compact	23995890	23929636	1.00
tpcds_q43/datafusion:vortex-compact	39882610	38869701	1.03
tpcds_q44/datafusion:vortex-compact	72029397	72602727	0.99
tpcds_q45/datafusion:vortex-compact	38527976	39622428	0.97
tpcds_q46/datafusion:vortex-compact	70077002	71645497	0.98
tpcds_q47/datafusion:vortex-compact	229528346	226475240	1.01
tpcds_q48/datafusion:vortex-compact	80279857	85675956	0.94
tpcds_q49/datafusion:vortex-compact	89795871	90382369	0.99
tpcds_q50/datafusion:vortex-compact	63989826	65179869	0.98
tpcds_q51/datafusion:vortex-compact	98474710	99005436	0.99
tpcds_q52/datafusion:vortex-compact	24449172	23762157	1.03
tpcds_q53/datafusion:vortex-compact	35848947	35844199	1.00
tpcds_q54/datafusion:vortex-compact	60999782	60003803	1.02
tpcds_q55/datafusion:vortex-compact	24620214	24772779	0.99
tpcds_q56/datafusion:vortex-compact	56644687	55969263	1.01
tpcds_q57/datafusion:vortex-compact	139417658	136098077	1.02
tpcds_q58/datafusion:vortex-compact	77308019	79636674	0.97
tpcds_q59/datafusion:vortex-compact	83233171	84534048	0.98
tpcds_q60/datafusion:vortex-compact	57204038	56200028	1.02
tpcds_q61/datafusion:vortex-compact	77421464	75384482	1.03
tpcds_q62/datafusion:vortex-compact	32769458	34512460	0.95
tpcds_q63/datafusion:vortex-compact	35110469	35539356	0.99
tpcds_q64/datafusion:vortex-compact	541222008	542301779	1.00
tpcds_q65/datafusion:vortex-compact	69648575	67700475	1.03
tpcds_q66/datafusion:vortex-compact	97307171	92620455	1.05
tpcds_q67/datafusion:vortex-compact	126838664	123396640	1.03
tpcds_q68/datafusion:vortex-compact	71530086	72823200	0.98
tpcds_q69/datafusion:vortex-compact	63094699	61122936	1.03
tpcds_q70/datafusion:vortex-compact	120984207	123738653	0.98
tpcds_q71/datafusion:vortex-compact	46153954	46819633	0.99
tpcds_q72/datafusion:vortex-compact	2587056833	2603188417	0.99
tpcds_q73/datafusion:vortex-compact	52615212	52594952	1.00
tpcds_q74/datafusion:vortex-compact	136693516	134076160	1.02
tpcds_q75/datafusion:vortex-compact	164384931	160239051	1.03
tpcds_q76/datafusion:vortex-compact	51365527	50741240	1.01
tpcds_q77/datafusion:vortex-compact	68719203	65461514	1.05
tpcds_q78/datafusion:vortex-compact	150595828	149059082	1.01
tpcds_q79/datafusion:vortex-compact	61677575	60489266	1.02
tpcds_q80/datafusion:vortex-compact	131410221	135342651	0.97
tpcds_q81/datafusion:vortex-compact	41638660	44463133	0.94
tpcds_q82/datafusion:vortex-compact	47933479	49975300	0.96
tpcds_q83/datafusion:vortex-compact	57248040	57590677	0.99
tpcds_q84/datafusion:vortex-compact	18927789	18300012	1.03
tpcds_q85/datafusion:vortex-compact	121215567	129383222	0.94
tpcds_q86/datafusion:vortex-compact	21731410	22532222	0.96
tpcds_q87/datafusion:vortex-compact	69166468	68915923	1.00
tpcds_q88/datafusion:vortex-compact	121141011	124234464	0.98
tpcds_q89/datafusion:vortex-compact	44890196	43614739	1.03
tpcds_q90/datafusion:vortex-compact	23609645	23595226	1.00
tpcds_q91/datafusion:vortex-compact	41098660	38873443	1.06
tpcds_q92/datafusion:vortex-compact	25870631	25056086	1.03
tpcds_q93/datafusion:vortex-compact	46121382	45374073	1.02
tpcds_q94/datafusion:vortex-compact	29911582	30922645	0.97
tpcds_q95/datafusion:vortex-compact	70426531	70406330	1.00
tpcds_q96/datafusion:vortex-compact	23839737	23745498	1.00
tpcds_q97/datafusion:vortex-compact	42228918	43284233	0.98
tpcds_q98/datafusion:vortex-compact	37183625	38084009	0.98
tpcds_q99/datafusion:vortex-compact	45023108	48103799	0.94

datafusion / parquet (0.992x ➖, 1↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	37581277	37771811	0.99
tpcds_q02/datafusion:parquet	46038933	47823607	0.96
tpcds_q03/datafusion:parquet	14724862	14654624	1.00
tpcds_q04/datafusion:parquet	312073337	316331684	0.99
tpcds_q05/datafusion:parquet	51882658	51539154	1.01
tpcds_q06/datafusion:parquet	63516540	65280832	0.97
tpcds_q07/datafusion:parquet	86211361	86993818	0.99
tpcds_q08/datafusion:parquet	32184268	31901999	1.01
tpcds_q09/datafusion:parquet	56878249	55687583	1.02
tpcds_q10/datafusion:parquet	81513202	83346813	0.98
tpcds_q11/datafusion:parquet	178604518	180967089	0.99
tpcds_q12/datafusion:parquet	21984812	23619126	0.93
tpcds_q13/datafusion:parquet	84949390	85767506	0.99
tpcds_q14/datafusion:parquet	190607450	200286657	0.95
tpcds_q15/datafusion:parquet	26483802	25241185	1.05
tpcds_q16/datafusion:parquet	27395353	28089595	0.98
tpcds_q17/datafusion:parquet	67828302	69605776	0.97
tpcds_q18/datafusion:parquet	129781819	130464336	0.99
tpcds_q19/datafusion:parquet	27627926	27130060	1.02
tpcds_q20/datafusion:parquet	20929931	21329683	0.98
tpcds_q21/datafusion:parquet	21627508	22678398	0.95
tpcds_q22/datafusion:parquet	150804156	155582750	0.97
tpcds_q23/datafusion:parquet	164547880	160264030	1.03
tpcds_q24/datafusion:parquet	104430241	104952806	1.00
tpcds_q25/datafusion:parquet	69710597	72404619	0.96
tpcds_q26/datafusion:parquet	76994935	75706299	1.02
tpcds_q27/datafusion:parquet	161614762	162632186	0.99
tpcds_q28/datafusion:parquet	47574987	48340129	0.98
tpcds_q29/datafusion:parquet	73310364	75004394	0.98
tpcds_q30/datafusion:parquet	43861118	44198660	0.99
tpcds_q31/datafusion:parquet	76241855	75737292	1.01
tpcds_q32/datafusion:parquet	22618094	22378030	1.01
tpcds_q33/datafusion:parquet	36738469	35649651	1.03
tpcds_q34/datafusion:parquet	27061873	27473540	0.99
tpcds_q35/datafusion:parquet	86117381	83503355	1.03
tpcds_q36/datafusion:parquet	64889704	63884592	1.02
tpcds_q37/datafusion:parquet	23887080	23148505	1.03
tpcds_q38/datafusion:parquet	50088669	50748816	0.99
tpcds_q39/datafusion:parquet	81987721	82236226	1.00
tpcds_q40/datafusion:parquet	27279267	29286770	0.93
tpcds_q41/datafusion:parquet	15539565	16744900	0.93
tpcds_q42/datafusion:parquet	13516014	13637008	0.99
tpcds_q43/datafusion:parquet	18790138	18898279	0.99
tpcds_q44/datafusion:parquet	41640296	41751961	1.00
tpcds_q45/datafusion:parquet	32590288	32349719	1.01
tpcds_q46/datafusion:parquet	38640356	39188299	0.99
tpcds_q47/datafusion:parquet	134852963	134320795	1.00
tpcds_q48/datafusion:parquet	78725248	77685424	1.01
tpcds_q49/datafusion:parquet	64196922	66431993	0.97
tpcds_q50/datafusion:parquet	48252283	48739776	0.99
tpcds_q51/datafusion:parquet	86318447	87838127	0.98
tpcds_q52/datafusion:parquet	13637141	14615718	0.93
tpcds_q53/datafusion:parquet	22235647	20788162	1.07
tpcds_q54/datafusion:parquet	43046034	43788589	0.98
tpcds_q55/datafusion:parquet	13711419	14724015	0.93
tpcds_q56/datafusion:parquet	36518103	35338180	1.03
tpcds_q57/datafusion:parquet	110712129	110928542	1.00
tpcds_q58/datafusion:parquet	56505051	56339080	1.00
tpcds_q59/datafusion:parquet	58702014	59012639	0.99
tpcds_q60/datafusion:parquet	34440878	35744506	0.96
tpcds_q61/datafusion:parquet	50182584	49998469	1.00
tpcds_q62/datafusion:parquet 🚀	25811371	29134050	0.89
tpcds_q63/datafusion:parquet	21585474	21343239	1.01
tpcds_q64/datafusion:parquet	551087346	549598930	1.00
tpcds_q65/datafusion:parquet	44431397	45748654	0.97
tpcds_q66/datafusion:parquet	77590816	74224597	1.05
tpcds_q67/datafusion:parquet	146463209	147422216	0.99
tpcds_q68/datafusion:parquet	39424238	40884601	0.96
tpcds_q69/datafusion:parquet	78577361	76850988	1.02
tpcds_q70/datafusion:parquet	94773831	94986364	1.00
tpcds_q71/datafusion:parquet	25670730	26588104	0.97
tpcds_q72/datafusion:parquet	638402155	634554496	1.01
tpcds_q73/datafusion:parquet	26914760	26246152	1.03
tpcds_q74/datafusion:parquet	102315217	102497331	1.00
tpcds_q75/datafusion:parquet	114628793	115929212	0.99
tpcds_q76/datafusion:parquet	34864148	34702082	1.00
tpcds_q77/datafusion:parquet	47640598	48308824	0.99
tpcds_q78/datafusion:parquet	119323385	120372038	0.99
tpcds_q79/datafusion:parquet	30963645	30662403	1.01
tpcds_q80/datafusion:parquet	93101631	92469478	1.01
tpcds_q81/datafusion:parquet	40108796	39949639	1.00
tpcds_q82/datafusion:parquet	22785568	22999409	0.99
tpcds_q83/datafusion:parquet	47857929	47618793	1.01
tpcds_q84/datafusion:parquet	46648940	47341362	0.99
tpcds_q85/datafusion:parquet	170675003	170200074	1.00
tpcds_q86/datafusion:parquet	16861502	17954634	0.94
tpcds_q87/datafusion:parquet	48766397	51131531	0.95
tpcds_q88/datafusion:parquet	68720227	69974281	0.98
tpcds_q89/datafusion:parquet	23725029	23943750	0.99
tpcds_q90/datafusion:parquet	18749645	18048877	1.04
tpcds_q91/datafusion:parquet	70892857	69036694	1.03
tpcds_q92/datafusion:parquet	22107183	21277066	1.04
tpcds_q93/datafusion:parquet	33954521	34621343	0.98
tpcds_q94/datafusion:parquet	24000459	24094764	1.00
tpcds_q95/datafusion:parquet	66352648	66929486	0.99
tpcds_q96/datafusion:parquet	15327586	14623153	1.05
tpcds_q97/datafusion:parquet	32898255	33850983	0.97
tpcds_q98/datafusion:parquet	25267442	25439866	0.99
tpcds_q99/datafusion:parquet	27956048	27814678	1.01

duckdb / vortex-file-compressed (1.000x ➖, 2↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	25160856	25696456	0.98
tpcds_q02/duckdb:vortex-file-compressed	80450850	84721202	0.95
tpcds_q03/duckdb:vortex-file-compressed	25112351	23983449	1.05
tpcds_q04/duckdb:vortex-file-compressed	102346122	101997171	1.00
tpcds_q05/duckdb:vortex-file-compressed	93446719	90602263	1.03
tpcds_q06/duckdb:vortex-file-compressed	33872300	34618691	0.98
tpcds_q07/duckdb:vortex-file-compressed	22284077	22758344	0.98
tpcds_q08/duckdb:vortex-file-compressed	27262466	27242495	1.00
tpcds_q09/duckdb:vortex-file-compressed	33266233	33734152	0.99
tpcds_q10/duckdb:vortex-file-compressed	39906425	41243150	0.97
tpcds_q11/duckdb:vortex-file-compressed	58122334	61400430	0.95
tpcds_q12/duckdb:vortex-file-compressed	14398786	14161149	1.02
tpcds_q13/duckdb:vortex-file-compressed	42575746	42152255	1.01
tpcds_q14/duckdb:vortex-file-compressed	201439037	187870536	1.07
tpcds_q15/duckdb:vortex-file-compressed	40409015	41081461	0.98
tpcds_q16/duckdb:vortex-file-compressed	28728249	30569371	0.94
tpcds_q17/duckdb:vortex-file-compressed	35927959	36921677	0.97
tpcds_q18/duckdb:vortex-file-compressed	44773558	44622649	1.00
tpcds_q19/duckdb:vortex-file-compressed	31685766	31262718	1.01
tpcds_q20/duckdb:vortex-file-compressed	15464530	15526210	1.00
tpcds_q21/duckdb:vortex-file-compressed	19104580	19797491	0.97
tpcds_q22/duckdb:vortex-file-compressed	106981886	108949381	0.98
tpcds_q23/duckdb:vortex-file-compressed	147348154	149940494	0.98
tpcds_q24/duckdb:vortex-file-compressed	53879071	53243416	1.01
tpcds_q25/duckdb:vortex-file-compressed	35830308	36690413	0.98
tpcds_q26/duckdb:vortex-file-compressed	39394775	40064614	0.98
tpcds_q27/duckdb:vortex-file-compressed	84742188	86455274	0.98
tpcds_q28/duckdb:vortex-file-compressed	34068211	34336044	0.99
tpcds_q29/duckdb:vortex-file-compressed	35194142	35476603	0.99
tpcds_q30/duckdb:vortex-file-compressed	29636600	28993527	1.02
tpcds_q31/duckdb:vortex-file-compressed	27828387	28150779	0.99
tpcds_q32/duckdb:vortex-file-compressed	16458503	17228391	0.96
tpcds_q33/duckdb:vortex-file-compressed	65256346	65085743	1.00
tpcds_q34/duckdb:vortex-file-compressed	18934303	18181568	1.04
tpcds_q35/duckdb:vortex-file-compressed	67439276	71001220	0.95
tpcds_q36/duckdb:vortex-file-compressed	28200893	27995997	1.01
tpcds_q37/duckdb:vortex-file-compressed	21561060	21999337	0.98
tpcds_q38/duckdb:vortex-file-compressed	38910885	39392685	0.99
tpcds_q39/duckdb:vortex-file-compressed	44672300	43775013	1.02
tpcds_q40/duckdb:vortex-file-compressed	23241003	24563991	0.95
tpcds_q41/duckdb:vortex-file-compressed	12712282	12454161	1.02
tpcds_q42/duckdb:vortex-file-compressed	12148120	11908416	1.02
tpcds_q43/duckdb:vortex-file-compressed	31733568	31393409	1.01
tpcds_q44/duckdb:vortex-file-compressed	25023738	24638370	1.02
tpcds_q45/duckdb:vortex-file-compressed	27381029	27391807	1.00
tpcds_q46/duckdb:vortex-file-compressed	48219768	46139990	1.05
tpcds_q47/duckdb:vortex-file-compressed	50257907	49613494	1.01
tpcds_q48/duckdb:vortex-file-compressed	39278615	37649028	1.04
tpcds_q49/duckdb:vortex-file-compressed 🚨	30488013	27633618	1.10
tpcds_q50/duckdb:vortex-file-compressed	34021906	33272617	1.02
tpcds_q51/duckdb:vortex-file-compressed	100797100	98150662	1.03
tpcds_q52/duckdb:vortex-file-compressed	12547713	12171954	1.03
tpcds_q53/duckdb:vortex-file-compressed	16880458	16707200	1.01
tpcds_q54/duckdb:vortex-file-compressed	46903016	47739407	0.98
tpcds_q55/duckdb:vortex-file-compressed	11464642	11773386	0.97
tpcds_q56/duckdb:vortex-file-compressed	64661879	64928129	1.00
tpcds_q57/duckdb:vortex-file-compressed	46389515	44505811	1.04
tpcds_q58/duckdb:vortex-file-compressed	32057419	33970167	0.94
tpcds_q59/duckdb:vortex-file-compressed	82987023	80921400	1.03
tpcds_q60/duckdb:vortex-file-compressed	62875363	66441328	0.95
tpcds_q61/duckdb:vortex-file-compressed	35897564	36853389	0.97
tpcds_q62/duckdb:vortex-file-compressed 🚀	17201949	19276875	0.89
tpcds_q63/duckdb:vortex-file-compressed	17803973	17474121	1.02
tpcds_q64/duckdb:vortex-file-compressed	78906033	78071742	1.01
tpcds_q65/duckdb:vortex-file-compressed	24354862	23732668	1.03
tpcds_q66/duckdb:vortex-file-compressed	55205329	60252317	0.92
tpcds_q67/duckdb:vortex-file-compressed	143037415	145477195	0.98
tpcds_q68/duckdb:vortex-file-compressed	40002783	39703001	1.01
tpcds_q69/duckdb:vortex-file-compressed	44005104	41978811	1.05
tpcds_q70/duckdb:vortex-file-compressed	28420833	28355138	1.00
tpcds_q71/duckdb:vortex-file-compressed	21693379	21282735	1.02
tpcds_q72/duckdb:vortex-file-compressed	176551715	176835426	1.00
tpcds_q73/duckdb:vortex-file-compressed	19599786	20139571	0.97
tpcds_q74/duckdb:vortex-file-compressed	49381969	48163157	1.03
tpcds_q75/duckdb:vortex-file-compressed	61896321	60680050	1.02
tpcds_q76/duckdb:vortex-file-compressed 🚀	62202201	71633321	0.87
tpcds_q77/duckdb:vortex-file-compressed	62762698	65951874	0.95
tpcds_q78/duckdb:vortex-file-compressed	81619677	78628219	1.04
tpcds_q79/duckdb:vortex-file-compressed	36011665	36678372	0.98
tpcds_q80/duckdb:vortex-file-compressed	87989196	87457627	1.01
tpcds_q81/duckdb:vortex-file-compressed	33901851	33585543	1.01
tpcds_q82/duckdb:vortex-file-compressed	23564207	22573537	1.04
tpcds_q83/duckdb:vortex-file-compressed	26293516	26800332	0.98
tpcds_q84/duckdb:vortex-file-compressed	17626047	17536247	1.01
tpcds_q85/duckdb:vortex-file-compressed	47085043	45374581	1.04
tpcds_q86/duckdb:vortex-file-compressed	17398127	17414757	1.00
tpcds_q87/duckdb:vortex-file-compressed	44545100	41861092	1.06
tpcds_q88/duckdb:vortex-file-compressed	40974852	39629688	1.03
tpcds_q89/duckdb:vortex-file-compressed	18542687	18152298	1.02
tpcds_q90/duckdb:vortex-file-compressed	13350491	13551549	0.99
tpcds_q91/duckdb:vortex-file-compressed	28338403	27689532	1.02
tpcds_q92/duckdb:vortex-file-compressed	15617173	14357985	1.09
tpcds_q93/duckdb:vortex-file-compressed	29083314	29049861	1.00
tpcds_q94/duckdb:vortex-file-compressed	21232115	20880020	1.02
tpcds_q95/duckdb:vortex-file-compressed	151456827	149651078	1.01
tpcds_q96/duckdb:vortex-file-compressed	17611414	16619245	1.06
tpcds_q97/duckdb:vortex-file-compressed	40399836	37647423	1.07
tpcds_q98/duckdb:vortex-file-compressed	17500363	18532625	0.94
tpcds_q99/duckdb:vortex-file-compressed	31998179	32101431	1.00

duckdb / vortex-compact (1.002x ➖, 1↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	32188483	34116456	0.94
tpcds_q02/duckdb:vortex-compact	118690995	121474273	0.98
tpcds_q03/duckdb:vortex-compact	50388374	49552599	1.02
tpcds_q04/duckdb:vortex-compact	119204034	122170297	0.98
tpcds_q05/duckdb:vortex-compact	162613817	162083192	1.00
tpcds_q06/duckdb:vortex-compact	40670379	40559536	1.00
tpcds_q07/duckdb:vortex-compact	39464272	38622770	1.02
tpcds_q08/duckdb:vortex-compact	35554747	36488066	0.97
tpcds_q09/duckdb:vortex-compact	57459443	58059741	0.99
tpcds_q10/duckdb:vortex-compact	53707597	57065576	0.94
tpcds_q11/duckdb:vortex-compact	75378444	74705343	1.01
tpcds_q12/duckdb:vortex-compact	18952574	20111035	0.94
tpcds_q13/duckdb:vortex-compact	69181139	68434461	1.01
tpcds_q14/duckdb:vortex-compact	284324760	286389756	0.99
tpcds_q15/duckdb:vortex-compact	45702772	44816153	1.02
tpcds_q16/duckdb:vortex-compact	32956196	34962923	0.94
tpcds_q17/duckdb:vortex-compact	50721261	49366957	1.03
tpcds_q18/duckdb:vortex-compact	58985690	57717720	1.02
tpcds_q19/duckdb:vortex-compact	42997550	42343534	1.02
tpcds_q20/duckdb:vortex-compact	21264395	21258024	1.00
tpcds_q21/duckdb:vortex-compact	27354092	27332068	1.00
tpcds_q22/duckdb:vortex-compact	121599751	119275577	1.02
tpcds_q23/duckdb:vortex-compact	167764073	169489886	0.99
tpcds_q24/duckdb:vortex-compact	75159539	73399353	1.02
tpcds_q25/duckdb:vortex-compact	52871120	51713678	1.02
tpcds_q26/duckdb:vortex-compact	50640767	53132109	0.95
tpcds_q27/duckdb:vortex-compact	143306899	141316442	1.01
tpcds_q28/duckdb:vortex-compact	85530859	85628169	1.00
tpcds_q29/duckdb:vortex-compact	52486649	49396127	1.06
tpcds_q30/duckdb:vortex-compact	34657721	32643781	1.06
tpcds_q31/duckdb:vortex-compact	36032011	36464485	0.99
tpcds_q32/duckdb:vortex-compact	23589055	24174594	0.98
tpcds_q33/duckdb:vortex-compact	143545913	134647475	1.07
tpcds_q34/duckdb:vortex-compact	30651523	30933069	0.99
tpcds_q35/duckdb:vortex-compact	76064862	79694559	0.95
tpcds_q36/duckdb:vortex-compact	35682424	35613467	1.00
tpcds_q37/duckdb:vortex-compact	31590082	31609439	1.00
tpcds_q38/duckdb:vortex-compact	47744916	43477432	1.10
tpcds_q39/duckdb:vortex-compact 🚀	52451899	63180628	0.83
tpcds_q40/duckdb:vortex-compact	29470739	28631173	1.03
tpcds_q41/duckdb:vortex-compact	15867615	15575603	1.02
tpcds_q42/duckdb:vortex-compact	17186921	16442424	1.05
tpcds_q43/duckdb:vortex-compact	39102795	39565410	0.99
tpcds_q44/duckdb:vortex-compact	34941114	35496225	0.98
tpcds_q45/duckdb:vortex-compact	34220799	31977639	1.07
tpcds_q46/duckdb:vortex-compact	62326160	64683275	0.96
tpcds_q47/duckdb:vortex-compact	59165341	56713767	1.04
tpcds_q48/duckdb:vortex-compact	58573405	56880793	1.03
tpcds_q49/duckdb:vortex-compact	45419145	46194296	0.98
tpcds_q50/duckdb:vortex-compact	57616392	56038207	1.03
tpcds_q51/duckdb:vortex-compact	105176502	105554997	1.00
tpcds_q52/duckdb:vortex-compact	16911966	16781051	1.01
tpcds_q53/duckdb:vortex-compact	25097085	23582606	1.06
tpcds_q54/duckdb:vortex-compact	80495258	79778522	1.01
tpcds_q55/duckdb:vortex-compact	17239805	17075436	1.01
tpcds_q56/duckdb:vortex-compact	139888579	139409617	1.00
tpcds_q57/duckdb:vortex-compact	49088262	47673900	1.03
tpcds_q58/duckdb:vortex-compact	49627384	46768033	1.06
tpcds_q59/duckdb:vortex-compact	103362302	101990921	1.01
tpcds_q60/duckdb:vortex-compact	140006305	140401553	1.00
tpcds_q61/duckdb:vortex-compact	56555331	57012235	0.99
tpcds_q62/duckdb:vortex-compact	20623855	19791918	1.04
tpcds_q63/duckdb:vortex-compact	25479550	24663150	1.03
tpcds_q64/duckdb:vortex-compact	104937317	108580123	0.97
tpcds_q65/duckdb:vortex-compact	30719325	30273087	1.01
tpcds_q66/duckdb:vortex-compact	94367840	91076063	1.04
tpcds_q67/duckdb:vortex-compact	155066980	152170132	1.02
tpcds_q68/duckdb:vortex-compact	57966369	57751223	1.00
tpcds_q69/duckdb:vortex-compact	54180351	53866794	1.01
tpcds_q70/duckdb:vortex-compact	34754989	36073137	0.96
tpcds_q71/duckdb:vortex-compact	27314237	27268115	1.00
tpcds_q72/duckdb:vortex-compact	196189738	195839676	1.00
tpcds_q73/duckdb:vortex-compact	30092345	29069767	1.04
tpcds_q74/duckdb:vortex-compact	55421791	56165621	0.99
tpcds_q75/duckdb:vortex-compact	66887170	70451089	0.95
tpcds_q76/duckdb:vortex-compact	136115314	144034332	0.95
tpcds_q77/duckdb:vortex-compact	128453342	132476967	0.97
tpcds_q78/duckdb:vortex-compact	89057676	89702535	0.99
tpcds_q79/duckdb:vortex-compact	64930279	65958890	0.98
tpcds_q80/duckdb:vortex-compact	167181974	161450470	1.04
tpcds_q81/duckdb:vortex-compact	38999079	40150187	0.97
tpcds_q82/duckdb:vortex-compact	31609969	31916595	0.99
tpcds_q83/duckdb:vortex-compact	45431535	44801910	1.01
tpcds_q84/duckdb:vortex-compact	21166021	21463235	0.99
tpcds_q85/duckdb:vortex-compact	59125430	59093908	1.00
tpcds_q86/duckdb:vortex-compact	19722131	19667859	1.00
tpcds_q87/duckdb:vortex-compact	51848789	52917203	0.98
tpcds_q88/duckdb:vortex-compact	44810018	41750245	1.07
tpcds_q89/duckdb:vortex-compact	25765971	25717080	1.00
tpcds_q90/duckdb:vortex-compact	15236369	15459581	0.99
tpcds_q91/duckdb:vortex-compact	45911775	46879156	0.98
tpcds_q92/duckdb:vortex-compact	21427276	21662184	0.99
tpcds_q93/duckdb:vortex-compact	35640643	34252797	1.04
tpcds_q94/duckdb:vortex-compact	24333518	24253718	1.00
tpcds_q95/duckdb:vortex-compact	161736629	157139272	1.03
tpcds_q96/duckdb:vortex-compact	18060285	19692849	0.92
tpcds_q97/duckdb:vortex-compact	41983178	40875014	1.03
tpcds_q98/duckdb:vortex-compact	23840252	24597104	0.97
tpcds_q99/duckdb:vortex-compact 🚨	39682729	35311124	1.12

duckdb / parquet (0.995x ➖, 2↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	43447064	44120471	0.98
tpcds_q02/duckdb:parquet	63135676	60509967	1.04
tpcds_q03/duckdb:parquet	11929212	11610522	1.03
tpcds_q04/duckdb:parquet	124074762	127491653	0.97
tpcds_q05/duckdb:parquet	72834934	74555000	0.98
tpcds_q06/duckdb:parquet	28502749	28102591	1.01
tpcds_q07/duckdb:parquet	23041987	23141401	1.00
tpcds_q08/duckdb:parquet	27623044	27264747	1.01
tpcds_q09/duckdb:parquet	39175043	39985898	0.98
tpcds_q10/duckdb:parquet	33789704	34657481	0.97
tpcds_q11/duckdb:parquet	88068058	86537189	1.02
tpcds_q12/duckdb:parquet	14322089	14427719	0.99
tpcds_q13/duckdb:parquet	34197326	33790755	1.01
tpcds_q14/duckdb:parquet	156427711	161516820	0.97
tpcds_q15/duckdb:parquet	29141025	30633537	0.95
tpcds_q16/duckdb:parquet	20965046	20666793	1.01
tpcds_q17/duckdb:parquet	36768558	38709220	0.95
tpcds_q18/duckdb:parquet	45465480	47458688	0.96
tpcds_q19/duckdb:parquet	28869782	29354719	0.98
tpcds_q20/duckdb:parquet	15357028	15332796	1.00
tpcds_q21/duckdb:parquet 🚀	10909075	12254014	0.89
tpcds_q22/duckdb:parquet	67413350	65351971	1.03
tpcds_q23/duckdb:parquet	116229083	113554993	1.02
tpcds_q24/duckdb:parquet	43745054	44535622	0.98
tpcds_q25/duckdb:parquet	32635821	32213447	1.01
tpcds_q26/duckdb:parquet	33434219	35490343	0.94
tpcds_q27/duckdb:parquet	88808979	88143857	1.01
tpcds_q28/duckdb:parquet	36610958	37096219	0.99
tpcds_q29/duckdb:parquet	35247536	35176475	1.00
tpcds_q30/duckdb:parquet	41375023	38277063	1.08
tpcds_q31/duckdb:parquet	24072704	22057438	1.09
tpcds_q32/duckdb:parquet	11277047	11669977	0.97
tpcds_q33/duckdb:parquet	71635055	70730183	1.01
tpcds_q34/duckdb:parquet	20711384	20772255	1.00
tpcds_q35/duckdb:parquet	57876577	57777476	1.00
tpcds_q36/duckdb:parquet	20685602	20169184	1.03
tpcds_q37/duckdb:parquet	12984079	13189678	0.98
tpcds_q38/duckdb:parquet	32496652	32421365	1.00
tpcds_q39/duckdb:parquet	32259857	32619825	0.99
tpcds_q40/duckdb:parquet	17704305	18626463	0.95
tpcds_q41/duckdb:parquet	7228264	7423813	0.97
tpcds_q42/duckdb:parquet	10072071	10089432	1.00
tpcds_q43/duckdb:parquet	15302331	15296698	1.00
tpcds_q44/duckdb:parquet	21238591	21795978	0.97
tpcds_q45/duckdb:parquet	26004411	27429111	0.95
tpcds_q46/duckdb:parquet	44273040	44386877	1.00
tpcds_q47/duckdb:parquet	44964054	45835813	0.98
tpcds_q48/duckdb:parquet	29815659	30315048	0.98
tpcds_q49/duckdb:parquet	24590097	25167208	0.98
tpcds_q50/duckdb:parquet	23962915	24613416	0.97
tpcds_q51/duckdb:parquet 🚨	116982851	94133443	1.24
tpcds_q52/duckdb:parquet	10326032	10396313	0.99
tpcds_q53/duckdb:parquet	16020754	16288336	0.98
tpcds_q54/duckdb:parquet	39644280	41633956	0.95
tpcds_q55/duckdb:parquet	10302442	10715629	0.96
tpcds_q56/duckdb:parquet	67965919	66465468	1.02
tpcds_q57/duckdb:parquet	35397330	35314359	1.00
tpcds_q58/duckdb:parquet	21629893	20953941	1.03
tpcds_q59/duckdb:parquet	34599423	36587936	0.95
tpcds_q60/duckdb:parquet	71759618	70897324	1.01
tpcds_q61/duckdb:parquet	28837498	28406416	1.02
tpcds_q62/duckdb:parquet	12226665	12586953	0.97
tpcds_q63/duckdb:parquet	15262847	15261339	1.00
tpcds_q64/duckdb:parquet	73499844	75618506	0.97
tpcds_q65/duckdb:parquet	19708266	19783152	1.00
tpcds_q66/duckdb:parquet	53024798	56208624	0.94
tpcds_q67/duckdb:parquet	133171714	133668810	1.00
tpcds_q68/duckdb:parquet	37868716	37706851	1.00
tpcds_q69/duckdb:parquet	38199092	38128055	1.00
tpcds_q70/duckdb:parquet	19413444	19244408	1.01
tpcds_q71/duckdb:parquet	18756982	19266303	0.97
tpcds_q72/duckdb:parquet	161424063	164220661	0.98
tpcds_q73/duckdb:parquet	17429575	19136743	0.91
tpcds_q74/duckdb:parquet	49469969	49543654	1.00
tpcds_q75/duckdb:parquet	52417815	53947007	0.97
tpcds_q76/duckdb:parquet	71398063	70136633	1.02
tpcds_q77/duckdb:parquet	62896267	64751259	0.97
tpcds_q78/duckdb:parquet	73961521	74262061	1.00
tpcds_q79/duckdb:parquet	27251022	27205523	1.00
tpcds_q80/duckdb:parquet	83652179	81769687	1.02
tpcds_q81/duckdb:parquet	46926501	46963123	1.00
tpcds_q82/duckdb:parquet	15807436	16433764	0.96
tpcds_q83/duckdb:parquet	15969017	16148251	0.99
tpcds_q84/duckdb:parquet	20263705	19648493	1.03
tpcds_q85/duckdb:parquet	39847718	39686015	1.00
tpcds_q86/duckdb:parquet	12060653	12384930	0.97
tpcds_q87/duckdb:parquet	36189844	35616611	1.02
tpcds_q88/duckdb:parquet	28777244	28843487	1.00
tpcds_q89/duckdb:parquet	17024120	16907995	1.01
tpcds_q90/duckdb:parquet 🚀	7003748	8044342	0.87
tpcds_q91/duckdb:parquet	22308264	23121249	0.96
tpcds_q92/duckdb:parquet	11416717	10961684	1.04
tpcds_q93/duckdb:parquet	31021790	30152754	1.03
tpcds_q94/duckdb:parquet	16199333	16218025	1.00
tpcds_q95/duckdb:parquet 🚨	139884719	119063195	1.17
tpcds_q96/duckdb:parquet	9109311	9242458	0.99
tpcds_q97/duckdb:parquet	36036254	33901351	1.06
tpcds_q98/duckdb:parquet	17758819	17975601	0.99
tpcds_q99/duckdb:parquet	19830914	19585237	1.01

duckdb / duckdb (1.004x ➖, 1↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb	19835592	20477695	0.97
tpcds_q02/duckdb:duckdb	18513402	18591432	1.00
tpcds_q03/duckdb:duckdb	8586311	7960878	1.08
tpcds_q04/duckdb:duckdb	161222747	161906396	1.00
tpcds_q05/duckdb:duckdb	16834720	18083954	0.93
tpcds_q06/duckdb:duckdb	21682560	22730346	0.95
tpcds_q07/duckdb:duckdb	38360754	38216264	1.00
tpcds_q08/duckdb:duckdb	119760473	118934347	1.01
tpcds_q09/duckdb:duckdb	19542772	19371192	1.01
tpcds_q10/duckdb:duckdb	22932234	23553884	0.97
tpcds_q11/duckdb:duckdb	139280307	138323014	1.01
tpcds_q12/duckdb:duckdb	11408118	10936531	1.04
tpcds_q13/duckdb:duckdb	23599956	23420844	1.01
tpcds_q14/duckdb:duckdb	91184003	92884260	0.98
tpcds_q15/duckdb:duckdb	24180817	22887236	1.06
tpcds_q16/duckdb:duckdb	17419113	17541665	0.99
tpcds_q17/duckdb:duckdb	21540924	21525521	1.00
tpcds_q18/duckdb:duckdb	42837517	43637333	0.98
tpcds_q19/duckdb:duckdb	16464157	16631438	0.99
tpcds_q20/duckdb:duckdb	11657335	11650208	1.00
tpcds_q21/duckdb:duckdb	6801568	6729631	1.01
tpcds_q22/duckdb:duckdb	59943312	61597239	0.97
tpcds_q23/duckdb:duckdb	77302090	72929225	1.06
tpcds_q24/duckdb:duckdb	22250228	22024653	1.01
tpcds_q25/duckdb:duckdb	17248060	17147686	1.01
tpcds_q26/duckdb:duckdb	25833413	25500992	1.01
tpcds_q27/duckdb:duckdb	36613024	37666169	0.97
tpcds_q28/duckdb:duckdb	21017495	20852782	1.01
tpcds_q29/duckdb:duckdb	20321793	20041504	1.01
tpcds_q30/duckdb:duckdb	28862650	28889893	1.00
tpcds_q31/duckdb:duckdb	19053240	19552762	0.97
tpcds_q32/duckdb:duckdb	7258090	6944825	1.05
tpcds_q33/duckdb:duckdb	13125103	12597219	1.04
tpcds_q34/duckdb:duckdb	14265582	14443540	0.99
tpcds_q35/duckdb:duckdb	34923779	33838282	1.03
tpcds_q36/duckdb:duckdb	69227159	68265080	1.01
tpcds_q37/duckdb:duckdb	7793312	7699236	1.01
tpcds_q38/duckdb:duckdb	29804464	30345004	0.98
tpcds_q39/duckdb:duckdb	26626228	24869645	1.07
tpcds_q40/duckdb:duckdb	12561911	13320945	0.94
tpcds_q41/duckdb:duckdb 🚀	8028474	9059460	0.89
tpcds_q42/duckdb:duckdb	5993672	6473888	0.93
tpcds_q43/duckdb:duckdb	11276690	11438724	0.99
tpcds_q44/duckdb:duckdb	13524799	13202553	1.02
tpcds_q45/duckdb:duckdb	17628176	17676592	1.00
tpcds_q46/duckdb:duckdb	35086637	35232215	1.00
tpcds_q47/duckdb:duckdb	40485221	41013289	0.99
tpcds_q48/duckdb:duckdb	21382002	21459257	1.00
tpcds_q49/duckdb:duckdb	16662388	15402265	1.08
tpcds_q50/duckdb:duckdb	13899060	13440700	1.03
tpcds_q51/duckdb:duckdb	91530238	90402224	1.01
tpcds_q52/duckdb:duckdb	7404025	6970472	1.06
tpcds_q53/duckdb:duckdb	11424898	11295724	1.01
tpcds_q54/duckdb:duckdb	16661728	16918995	0.98
tpcds_q55/duckdb:duckdb	6543391	6873064	0.95
tpcds_q56/duckdb:duckdb	12964552	13157774	0.99
tpcds_q57/duckdb:duckdb	31690408	32177979	0.98
tpcds_q58/duckdb:duckdb	11852210	12125325	0.98
tpcds_q59/duckdb:duckdb	34083873	34045754	1.00
tpcds_q60/duckdb:duckdb	14787983	14120425	1.05
tpcds_q61/duckdb:duckdb	14546243	14171812	1.03
tpcds_q62/duckdb:duckdb	8858865	8873204	1.00
tpcds_q63/duckdb:duckdb	11005233	10757007	1.02
tpcds_q64/duckdb:duckdb	51918316	53146811	0.98
tpcds_q65/duckdb:duckdb	34364136	33740788	1.02
tpcds_q66/duckdb:duckdb	23877600	24823465	0.96
tpcds_q67/duckdb:duckdb	130195740	129474289	1.01
tpcds_q68/duckdb:duckdb	24903682	24416410	1.02
tpcds_q69/duckdb:duckdb	23669224	23300304	1.02
tpcds_q70/duckdb:duckdb	13967576	13926480	1.00
tpcds_q71/duckdb:duckdb	12955423	12141126	1.07
tpcds_q72/duckdb:duckdb	42271718	42420142	1.00
tpcds_q73/duckdb:duckdb	10219318	10452344	0.98
tpcds_q74/duckdb:duckdb	96815083	96690850	1.00
tpcds_q75/duckdb:duckdb	41939593	41024431	1.02
tpcds_q76/duckdb:duckdb	11947363	11543141	1.04
tpcds_q77/duckdb:duckdb	11783302	11474131	1.03
tpcds_q78/duckdb:duckdb	63420476	62077985	1.02
tpcds_q79/duckdb:duckdb	17117829	17411391	0.98
tpcds_q80/duckdb:duckdb	28134582	27857020	1.01
tpcds_q81/duckdb:duckdb	36542134	36007194	1.01
tpcds_q82/duckdb:duckdb	8404156	8122838	1.03
tpcds_q83/duckdb:duckdb	8987314	8833747	1.02
tpcds_q84/duckdb:duckdb	12937528	14284881	0.91
tpcds_q85/duckdb:duckdb	23506320	22952014	1.02
tpcds_q86/duckdb:duckdb 🚨	10946026	9931868	1.10
tpcds_q87/duckdb:duckdb	33658225	34243452	0.98
tpcds_q88/duckdb:duckdb	23814953	23762422	1.00
tpcds_q89/duckdb:duckdb	12913984	13145847	0.98
tpcds_q90/duckdb:duckdb	5535892	5352452	1.03
tpcds_q91/duckdb:duckdb	13608322	12715213	1.07
tpcds_q92/duckdb:duckdb	8670890	9025875	0.96
tpcds_q93/duckdb:duckdb	22105837	21677695	1.02
tpcds_q94/duckdb:duckdb	12889060	12926321	1.00
tpcds_q95/duckdb:duckdb	123387953	124680390	0.99
tpcds_q96/duckdb:duckdb	4450693	4280555	1.04
tpcds_q97/duckdb:duckdb	30128027	29936567	1.01
tpcds_q98/duckdb:duckdb	13210847	12567853	1.05
tpcds_q99/duckdb:duckdb	16000344	16228716	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+1.8%	-1.0%	+2.8%	+11.4%	➖ noise
1	datafusion:vortex-file-compressed	-0.3%	-1.0%	+0.7%	+10.1%	➖ noise
1	duckdb:duckdb	-3.1%	-1.0%	-2.1%	+14.0%	➖ noise
1	duckdb:vortex-compact	-5.7%	-1.0%	-4.7%	+15.1%	➖ noise
1	duckdb:vortex-file-compressed	-2.1%	-1.0%	-1.1%	+10.0%	➖ noise
2	datafusion:vortex-compact	-1.0%	+0.2%	-1.3%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-2.7%	+0.2%	-2.9%	+10.5%	➖ noise
2	duckdb:duckdb	-0.4%	+0.2%	-0.6%	+13.1%	➖ noise
2	duckdb:vortex-compact	-2.3%	+0.2%	-2.5%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-5.0%	+0.2%	-5.3%	+13.0%	➖ noise
3	datafusion:vortex-compact	+0.6%	+1.6%	-1.0%	+11.0%	➖ noise
3	datafusion:vortex-file-compressed	-0.5%	+1.6%	-2.1%	+11.5%	➖ noise
3	duckdb:duckdb	+7.9%	+1.6%	+6.2%	+22.5%	➖ noise
3	duckdb:vortex-compact	+1.7%	+1.6%	+0.1%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+4.7%	+1.6%	+3.1%	+12.4%	➖ noise
4	datafusion:vortex-compact	+1.2%	-2.0%	+3.3%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-0.9%	-2.0%	+1.2%	+10.0%	➖ noise
4	duckdb:duckdb	-0.4%	-2.0%	+1.6%	+10.0%	➖ noise
4	duckdb:vortex-compact	-2.4%	-2.0%	-0.4%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+0.3%	-2.0%	+2.4%	+10.0%	➖ noise
5	datafusion:vortex-compact	+0.6%	-0.8%	+1.4%	+10.8%	➖ noise
5	datafusion:vortex-file-compressed	-2.9%	-0.8%	-2.1%	+11.0%	➖ noise
5	duckdb:duckdb	-6.9%	-0.8%	-6.1%	+17.9%	➖ noise
5	duckdb:vortex-compact	+0.3%	-0.8%	+1.2%	+13.7%	➖ noise
5	duckdb:vortex-file-compressed	+3.1%	-0.8%	+4.0%	+14.0%	➖ noise
6	datafusion:vortex-compact	+4.1%	-0.7%	+4.8%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+3.0%	-0.7%	+3.7%	+10.0%	➖ noise
6	duckdb:duckdb	-4.6%	-0.7%	-4.0%	+14.1%	➖ noise
6	duckdb:vortex-compact	+0.3%	-0.7%	+0.9%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-2.2%	-0.7%	-1.5%	+10.0%	➖ noise
7	datafusion:vortex-compact	+0.8%	-0.7%	+1.4%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-3.4%	-0.7%	-2.8%	+10.0%	➖ noise
7	duckdb:duckdb	+0.4%	-0.7%	+1.0%	+17.5%	➖ noise
7	duckdb:vortex-compact	+2.2%	-0.7%	+2.9%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-2.1%	-0.7%	-1.4%	+10.0%	➖ noise
8	datafusion:vortex-compact	+0.0%	+1.1%	-1.1%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	-0.3%	+1.1%	-1.4%	+10.0%	➖ noise
8	duckdb:duckdb	+0.7%	+1.1%	-0.4%	+10.0%	➖ noise
8	duckdb:vortex-compact	-2.6%	+1.1%	-3.6%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+0.1%	+1.1%	-1.0%	+10.0%	➖ noise
9	datafusion:vortex-compact	+2.8%	+0.0%	+2.8%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+0.1%	+0.0%	+0.0%	+10.0%	➖ noise
9	duckdb:duckdb	+0.9%	+0.0%	+0.9%	+10.0%	➖ noise
9	duckdb:vortex-compact	-1.0%	+0.0%	-1.1%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-1.4%	+0.0%	-1.4%	+10.4%	➖ noise
10	datafusion:vortex-compact	+3.6%	-2.4%	+6.1%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	+1.7%	-2.4%	+4.2%	+10.0%	➖ noise
10	duckdb:duckdb	-2.6%	-2.4%	-0.3%	+10.0%	➖ noise
10	duckdb:vortex-compact	-5.9%	-2.4%	-3.6%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-3.2%	-2.4%	-0.9%	+10.0%	➖ noise
11	datafusion:vortex-compact	+0.6%	+0.2%	+0.4%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	-0.4%	+0.2%	-0.7%	+10.0%	➖ noise
11	duckdb:duckdb	+0.7%	+0.2%	+0.5%	+10.0%	➖ noise
11	duckdb:vortex-compact	+0.9%	+0.2%	+0.7%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	-5.3%	+0.2%	-5.5%	+10.0%	➖ noise
12	datafusion:vortex-compact	+0.7%	-3.9%	+4.8%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	+1.1%	-3.9%	+5.1%	+10.0%	➖ noise
12	duckdb:duckdb	+4.3%	-3.9%	+8.5%	+12.3%	➖ noise
12	duckdb:vortex-compact	-5.8%	-3.9%	-2.0%	+15.0%	➖ noise
12	duckdb:vortex-file-compressed	+1.7%	-3.9%	+5.8%	+17.4%	➖ noise
13	datafusion:vortex-compact	-7.8%	+0.1%	-7.9%	+11.2%	➖ noise
13	datafusion:vortex-file-compressed	+1.0%	+0.1%	+0.9%	+10.0%	➖ noise
13	duckdb:duckdb	+0.8%	+0.1%	+0.6%	+10.0%	➖ noise
13	duckdb:vortex-compact	+1.1%	+0.1%	+1.0%	+11.9%	➖ noise
13	duckdb:vortex-file-compressed	+1.0%	+0.1%	+0.9%	+10.0%	➖ noise
14	datafusion:vortex-compact	+0.6%	-4.0%	+4.8%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-3.0%	-4.0%	+1.0%	+10.0%	➖ noise
14	duckdb:duckdb	-1.8%	-4.0%	+2.3%	+10.0%	➖ noise
14	duckdb:vortex-compact	-0.7%	-4.0%	+3.4%	+13.9%	➖ noise
14	duckdb:vortex-file-compressed	+7.2%	-4.0%	+11.7%	+10.0%	🚨 regression
15	datafusion:vortex-compact	+2.8%	-0.1%	+2.9%	+11.6%	➖ noise
15	datafusion:vortex-file-compressed	+0.2%	-0.1%	+0.3%	+10.0%	➖ noise
15	duckdb:duckdb	+5.7%	-0.1%	+5.8%	+12.9%	➖ noise
15	duckdb:vortex-compact	+2.0%	-0.1%	+2.1%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-1.6%	-0.1%	-1.5%	+14.7%	➖ noise
16	datafusion:vortex-compact	+1.2%	-0.5%	+1.7%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	+2.3%	-0.5%	+2.8%	+10.0%	➖ noise
16	duckdb:duckdb	-0.7%	-0.5%	-0.2%	+12.1%	➖ noise
16	duckdb:vortex-compact	-5.7%	-0.5%	-5.2%	+14.1%	➖ noise
16	duckdb:vortex-file-compressed	-6.0%	-0.5%	-5.5%	+10.0%	➖ noise
17	datafusion:vortex-compact	+0.2%	-3.8%	+4.2%	+10.3%	➖ noise
17	datafusion:vortex-file-compressed	+0.5%	-3.8%	+4.4%	+10.0%	➖ noise
17	duckdb:duckdb	+0.1%	-3.8%	+4.0%	+10.2%	➖ noise
17	duckdb:vortex-compact	+2.7%	-3.8%	+6.8%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-2.7%	-3.8%	+1.1%	+10.0%	➖ noise
18	datafusion:vortex-compact	+2.7%	-2.4%	+5.2%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	+0.1%	-2.4%	+2.6%	+10.0%	➖ noise
18	duckdb:duckdb	-1.8%	-2.4%	+0.6%	+10.0%	➖ noise
18	duckdb:vortex-compact	+2.2%	-2.4%	+4.7%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	+0.3%	-2.4%	+2.8%	+10.0%	➖ noise
19	datafusion:vortex-compact	+2.2%	+0.1%	+2.1%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	+1.3%	+0.1%	+1.2%	+10.0%	➖ noise
19	duckdb:duckdb	-1.0%	+0.1%	-1.1%	+11.9%	➖ noise
19	duckdb:vortex-compact	+1.5%	+0.1%	+1.5%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	+1.4%	+0.1%	+1.3%	+11.4%	➖ noise
20	datafusion:vortex-compact	+1.3%	-0.9%	+2.2%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	+0.3%	-0.9%	+1.2%	+10.0%	➖ noise
20	duckdb:duckdb	+0.1%	-0.9%	+0.9%	+11.3%	➖ noise
20	duckdb:vortex-compact	+0.0%	-0.9%	+0.9%	+12.0%	➖ noise
20	duckdb:vortex-file-compressed	-0.4%	-0.9%	+0.5%	+10.6%	➖ noise
21	datafusion:vortex-compact	-2.0%	-7.9%	+6.4%	+11.3%	➖ noise
21	datafusion:vortex-file-compressed	+1.1%	-7.9%	+9.7%	+11.0%	➖ noise
21	duckdb:duckdb	+1.1%	-7.9%	+9.7%	+25.9%	➖ noise
21	duckdb:vortex-compact	+0.1%	-7.9%	+8.6%	+16.0%	➖ noise
21	duckdb:vortex-file-compressed	-3.5%	-7.9%	+4.7%	+18.8%	➖ noise
22	datafusion:vortex-compact	+0.5%	-0.0%	+0.5%	+12.4%	➖ noise
22	datafusion:vortex-file-compressed	+1.2%	-0.0%	+1.2%	+13.2%	➖ noise
22	duckdb:duckdb	-2.7%	-0.0%	-2.7%	+13.4%	➖ noise
22	duckdb:vortex-compact	+1.9%	-0.0%	+2.0%	+13.2%	➖ noise
22	duckdb:vortex-file-compressed	-1.8%	-0.0%	-1.8%	+10.9%	➖ noise
23	datafusion:vortex-compact	+2.7%	+2.5%	+0.2%	+10.0%	➖ noise
23	datafusion:vortex-file-compressed	+1.4%	+2.5%	-1.1%	+10.0%	➖ noise
23	duckdb:duckdb	+6.0%	+2.5%	+3.4%	+12.4%	➖ noise
23	duckdb:vortex-compact	-1.0%	+2.5%	-3.4%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	-1.7%	+2.5%	-4.1%	+13.1%	➖ noise
24	datafusion:vortex-compact	+1.5%	-1.1%	+2.7%	+10.0%	➖ noise
24	datafusion:vortex-file-compressed	+1.0%	-1.1%	+2.2%	+10.0%	➖ noise
24	duckdb:duckdb	+1.0%	-1.1%	+2.2%	+10.9%	➖ noise
24	duckdb:vortex-compact	+2.4%	-1.1%	+3.6%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+1.2%	-1.1%	+2.4%	+12.5%	➖ noise
25	datafusion:vortex-compact	+2.8%	-1.2%	+4.1%	+10.0%	➖ noise
25	datafusion:vortex-file-compressed	-1.8%	-1.2%	-0.6%	+10.0%	➖ noise
25	duckdb:duckdb	+0.6%	-1.2%	+1.8%	+10.0%	➖ noise
25	duckdb:vortex-compact	+2.2%	-1.2%	+3.5%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	-2.3%	-1.2%	-1.1%	+10.0%	➖ noise
26	datafusion:vortex-compact	-5.3%	-2.1%	-3.2%	+10.0%	➖ noise
26	datafusion:vortex-file-compressed	+0.5%	-2.1%	+2.7%	+10.7%	➖ noise
26	duckdb:duckdb	+1.3%	-2.1%	+3.5%	+11.6%	➖ noise
26	duckdb:vortex-compact	-4.7%	-2.1%	-2.6%	+13.5%	➖ noise
26	duckdb:vortex-file-compressed	-1.7%	-2.1%	+0.5%	+14.6%	➖ noise
27	datafusion:vortex-compact	+1.5%	+0.1%	+1.4%	+10.0%	➖ noise
27	datafusion:vortex-file-compressed	-1.7%	+0.1%	-1.8%	+10.0%	➖ noise
27	duckdb:duckdb	-2.8%	+0.1%	-2.9%	+14.9%	➖ noise
27	duckdb:vortex-compact	+1.4%	+0.1%	+1.3%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	-2.0%	+0.1%	-2.0%	+10.0%	➖ noise
28	datafusion:vortex-compact	-1.3%	-1.4%	+0.2%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	+2.1%	-1.4%	+3.6%	+10.0%	➖ noise
28	duckdb:duckdb	+0.8%	-1.4%	+2.3%	+10.0%	➖ noise
28	duckdb:vortex-compact	-0.1%	-1.4%	+1.4%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	-0.8%	-1.4%	+0.7%	+10.0%	➖ noise
29	datafusion:vortex-compact	-0.9%	-1.0%	+0.1%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	+1.3%	-1.0%	+2.3%	+10.0%	➖ noise
29	duckdb:duckdb	+1.4%	-1.0%	+2.5%	+10.5%	➖ noise
29	duckdb:vortex-compact	+6.3%	-1.0%	+7.4%	+13.5%	➖ noise
29	duckdb:vortex-file-compressed	-0.8%	-1.0%	+0.2%	+12.8%	➖ noise
30	datafusion:vortex-compact	+2.5%	+3.6%	-1.1%	+10.0%	➖ noise
30	datafusion:vortex-file-compressed	+3.3%	+3.6%	-0.3%	+11.0%	➖ noise
30	duckdb:duckdb	-0.1%	+3.6%	-3.5%	+10.1%	➖ noise
30	duckdb:vortex-compact	+6.2%	+3.6%	+2.5%	+10.4%	➖ noise
30	duckdb:vortex-file-compressed	+2.2%	+3.6%	-1.3%	+11.9%	➖ noise
31	datafusion:vortex-compact	+1.5%	+4.8%	-3.1%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	+2.5%	+4.8%	-2.2%	+10.0%	➖ noise
31	duckdb:duckdb	-2.6%	+4.8%	-7.0%	+19.5%	➖ noise
31	duckdb:vortex-compact	-1.2%	+4.8%	-5.7%	+15.2%	➖ noise
31	duckdb:vortex-file-compressed	-1.1%	+4.8%	-5.7%	+11.1%	➖ noise
32	datafusion:vortex-compact	+0.8%	-1.2%	+2.0%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	+3.2%	-1.2%	+4.4%	+10.0%	➖ noise
32	duckdb:duckdb	+4.5%	-1.2%	+5.8%	+11.1%	➖ noise
32	duckdb:vortex-compact	-2.4%	-1.2%	-1.3%	+11.9%	➖ noise
32	duckdb:vortex-file-compressed	-4.5%	-1.2%	-3.3%	+14.1%	➖ noise
33	datafusion:vortex-compact	-1.6%	+2.2%	-3.7%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	-0.9%	+2.2%	-3.0%	+10.0%	➖ noise
33	duckdb:duckdb	+4.2%	+2.2%	+2.0%	+11.5%	➖ noise
33	duckdb:vortex-compact	+6.6%	+2.2%	+4.4%	+11.0%	➖ noise
33	duckdb:vortex-file-compressed	+0.3%	+2.2%	-1.9%	+11.5%	➖ noise
34	datafusion:vortex-compact	+2.2%	-0.9%	+3.1%	+10.0%	➖ noise
34	datafusion:vortex-file-compressed	+0.3%	-0.9%	+1.2%	+10.0%	➖ noise
34	duckdb:duckdb	-1.2%	-0.9%	-0.3%	+11.2%	➖ noise
34	duckdb:vortex-compact	-0.9%	-0.9%	-0.0%	+10.0%	➖ noise
34	duckdb:vortex-file-compressed	+4.1%	-0.9%	+5.1%	+12.7%	➖ noise
35	datafusion:vortex-compact	+3.0%	+1.6%	+1.3%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	+4.0%	+1.6%	+2.3%	+10.0%	➖ noise
35	duckdb:duckdb	+3.2%	+1.6%	+1.5%	+17.6%	➖ noise
35	duckdb:vortex-compact	-4.6%	+1.6%	-6.1%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	-5.0%	+1.6%	-6.5%	+10.2%	➖ noise
36	datafusion:vortex-compact	+0.5%	+2.1%	-1.5%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	-2.1%	+2.1%	-4.1%	+10.0%	➖ noise
36	duckdb:duckdb	+1.4%	+2.1%	-0.6%	+11.5%	➖ noise
36	duckdb:vortex-compact	+0.2%	+2.1%	-1.8%	+10.0%	➖ noise
36	duckdb:vortex-file-compressed	+0.7%	+2.1%	-1.3%	+14.5%	➖ noise
37	datafusion:vortex-compact	-0.2%	+0.8%	-0.9%	+11.9%	➖ noise
37	datafusion:vortex-file-compressed	-1.4%	+0.8%	-2.2%	+10.0%	➖ noise
37	duckdb:duckdb	+1.2%	+0.8%	+0.4%	+15.1%	➖ noise
37	duckdb:vortex-compact	-0.1%	+0.8%	-0.8%	+12.4%	➖ noise
37	duckdb:vortex-file-compressed	-2.0%	+0.8%	-2.8%	+12.9%	➖ noise
38	datafusion:vortex-compact	-0.0%	-0.5%	+0.5%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	+4.4%	-0.5%	+4.9%	+10.0%	➖ noise
38	duckdb:duckdb	-1.8%	-0.5%	-1.3%	+10.0%	➖ noise
38	duckdb:vortex-compact	+9.8%	-0.5%	+10.4%	+15.3%	➖ noise
38	duckdb:vortex-file-compressed	-1.2%	-0.5%	-0.7%	+10.0%	➖ noise
39	datafusion:vortex-compact	+4.7%	-0.7%	+5.4%	+17.1%	➖ noise
39	datafusion:vortex-file-compressed	-3.1%	-0.7%	-2.5%	+16.4%	➖ noise
39	duckdb:duckdb	+7.1%	-0.7%	+7.8%	+20.1%	➖ noise
39	duckdb:vortex-compact	-17.0%	-0.7%	-16.4%	+25.1%	➖ noise
39	duckdb:vortex-file-compressed	+2.0%	-0.7%	+2.8%	+20.0%	➖ noise
40	datafusion:vortex-compact	+0.9%	-5.9%	+7.2%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	-2.5%	-5.9%	+3.7%	+10.0%	➖ noise
40	duckdb:duckdb	-5.7%	-5.9%	+0.2%	+16.0%	➖ noise
40	duckdb:vortex-compact	+2.9%	-5.9%	+9.4%	+11.8%	➖ noise
40	duckdb:vortex-file-compressed	-5.4%	-5.9%	+0.6%	+16.4%	➖ noise
41	datafusion:vortex-compact	+2.1%	-4.9%	+7.5%	+15.4%	➖ noise
41	datafusion:vortex-file-compressed	+6.4%	-4.9%	+11.9%	+13.7%	➖ noise
41	duckdb:duckdb	-11.4%	-4.9%	-6.8%	+11.4%	➖ noise
41	duckdb:vortex-compact	+1.9%	-4.9%	+7.2%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	+2.1%	-4.9%	+7.4%	+10.0%	➖ noise
42	datafusion:vortex-compact	+0.3%	-0.5%	+0.8%	+10.0%	➖ noise
42	datafusion:vortex-file-compressed	+1.5%	-0.5%	+2.1%	+14.3%	➖ noise
42	duckdb:duckdb	-7.4%	-0.5%	-6.9%	+15.0%	➖ noise
42	duckdb:vortex-compact	+4.5%	-0.5%	+5.1%	+10.0%	➖ noise
42	duckdb:vortex-file-compressed	+2.0%	-0.5%	+2.6%	+14.3%	➖ noise
43	datafusion:vortex-compact	+2.6%	-0.3%	+2.9%	+10.0%	➖ noise
43	datafusion:vortex-file-compressed	-1.3%	-0.3%	-1.0%	+10.0%	➖ noise
43	duckdb:duckdb	-1.4%	-0.3%	-1.2%	+10.0%	➖ noise
43	duckdb:vortex-compact	-1.2%	-0.3%	-0.9%	+10.0%	➖ noise
43	duckdb:vortex-file-compressed	+1.1%	-0.3%	+1.4%	+32.1%	➖ noise
44	datafusion:vortex-compact	-0.8%	-1.4%	+0.6%	+10.0%	➖ noise
44	datafusion:vortex-file-compressed	-1.9%	-1.4%	-0.5%	+10.0%	➖ noise
44	duckdb:duckdb	+2.4%	-1.4%	+3.9%	+11.3%	➖ noise
44	duckdb:vortex-compact	-1.6%	-1.4%	-0.1%	+10.0%	➖ noise
44	duckdb:vortex-file-compressed	+1.6%	-1.4%	+3.0%	+14.0%	➖ noise
45	datafusion:vortex-compact	-2.8%	-2.3%	-0.5%	+10.0%	➖ noise
45	datafusion:vortex-file-compressed	+1.1%	-2.3%	+3.5%	+10.0%	➖ noise
45	duckdb:duckdb	-0.3%	-2.3%	+2.0%	+11.3%	➖ noise
45	duckdb:vortex-compact	+7.0%	-2.3%	+9.5%	+12.2%	➖ noise
45	duckdb:vortex-file-compressed	-0.0%	-2.3%	+2.3%	+11.9%	➖ noise
46	datafusion:vortex-compact	-2.2%	-0.8%	-1.4%	+10.0%	➖ noise
46	datafusion:vortex-file-compressed	-1.6%	-0.8%	-0.8%	+13.9%	➖ noise
46	duckdb:duckdb	-0.4%	-0.8%	+0.4%	+10.0%	➖ noise
46	duckdb:vortex-compact	-3.6%	-0.8%	-2.8%	+10.0%	➖ noise
46	duckdb:vortex-file-compressed	+4.5%	-0.8%	+5.4%	+10.0%	➖ noise
47	datafusion:vortex-compact	+1.3%	-0.8%	+2.1%	+10.0%	➖ noise
47	datafusion:vortex-file-compressed	+1.3%	-0.8%	+2.1%	+10.0%	➖ noise
47	duckdb:duckdb	-1.3%	-0.8%	-0.5%	+10.1%	➖ noise
47	duckdb:vortex-compact	+4.3%	-0.8%	+5.1%	+11.4%	➖ noise
47	duckdb:vortex-file-compressed	+1.3%	-0.8%	+2.1%	+10.0%	➖ noise
48	datafusion:vortex-compact	-6.3%	-0.2%	-6.1%	+10.0%	➖ noise
48	datafusion:vortex-file-compressed	-4.8%	-0.2%	-4.6%	+10.0%	➖ noise
48	duckdb:duckdb	-0.4%	-0.2%	-0.2%	+10.0%	➖ noise
48	duckdb:vortex-compact	+3.0%	-0.2%	+3.1%	+16.9%	➖ noise
48	duckdb:vortex-file-compressed	+4.3%	-0.2%	+4.5%	+10.0%	➖ noise
49	datafusion:vortex-compact	-0.6%	-2.8%	+2.2%	+10.0%	➖ noise
49	datafusion:vortex-file-compressed	+1.2%	-2.8%	+4.2%	+10.0%	➖ noise
49	duckdb:duckdb	+8.2%	-2.8%	+11.3%	+13.1%	➖ noise
49	duckdb:vortex-compact	-1.7%	-2.8%	+1.2%	+13.2%	➖ noise
49	duckdb:vortex-file-compressed	+10.3%	-2.8%	+13.5%	+16.1%	➖ noise
50	datafusion:vortex-compact	-1.8%	-1.8%	-0.0%	+10.0%	➖ noise
50	datafusion:vortex-file-compressed	+0.1%	-1.8%	+2.0%	+10.0%	➖ noise
50	duckdb:duckdb	+3.4%	-1.8%	+5.3%	+13.2%	➖ noise
50	duckdb:vortex-compact	+2.8%	-1.8%	+4.7%	+10.0%	➖ noise
50	duckdb:vortex-file-compressed	+2.3%	-1.8%	+4.2%	+18.0%	➖ noise
51	datafusion:vortex-compact	-0.5%	+10.5%	-10.0%	+10.8%	✅ faster
51	datafusion:vortex-file-compressed	+0.8%	+10.5%	-8.8%	+10.8%	➖ noise
51	duckdb:duckdb	+1.2%	+10.5%	-8.4%	+11.7%	➖ noise
51	duckdb:vortex-compact	-0.4%	+10.5%	-9.8%	+10.4%	✅ faster
51	duckdb:vortex-file-compressed	+2.7%	+10.5%	-7.1%	+17.8%	➖ noise
52	datafusion:vortex-compact	+2.9%	-3.7%	+6.9%	+15.8%	➖ noise
52	datafusion:vortex-file-compressed	-0.8%	-3.7%	+3.0%	+13.7%	➖ noise
52	duckdb:duckdb	+6.2%	-3.7%	+10.3%	+17.7%	➖ noise
52	duckdb:vortex-compact	+0.8%	-3.7%	+4.7%	+16.4%	➖ noise
52	duckdb:vortex-file-compressed	+3.1%	-3.7%	+7.1%	+20.5%	➖ noise
53	datafusion:vortex-compact	+0.0%	+2.6%	-2.5%	+10.0%	➖ noise
53	datafusion:vortex-file-compressed	-3.2%	+2.6%	-5.6%	+10.0%	➖ noise
53	duckdb:duckdb	+1.1%	+2.6%	-1.4%	+11.2%	➖ noise
53	duckdb:vortex-compact	+6.4%	+2.6%	+3.8%	+10.0%	➖ noise
53	duckdb:vortex-file-compressed	+1.0%	+2.6%	-1.5%	+10.0%	➖ noise
54	datafusion:vortex-compact	+1.7%	-3.2%	+5.1%	+10.0%	➖ noise
54	datafusion:vortex-file-compressed	-1.9%	-3.2%	+1.4%	+10.0%	➖ noise
54	duckdb:duckdb	-1.5%	-3.2%	+1.8%	+11.5%	➖ noise
54	duckdb:vortex-compact	+0.9%	-3.2%	+4.3%	+10.0%	➖ noise
54	duckdb:vortex-file-compressed	-1.8%	-3.2%	+1.5%	+11.2%	➖ noise
55	datafusion:vortex-compact	-0.6%	-5.4%	+5.0%	+10.5%	➖ noise
55	datafusion:vortex-file-compressed	+0.6%	-5.4%	+6.3%	+15.4%	➖ noise
55	duckdb:duckdb	-4.8%	-5.4%	+0.6%	+16.4%	➖ noise
55	duckdb:vortex-compact	+1.0%	-5.4%	+6.7%	+10.0%	➖ noise
55	duckdb:vortex-file-compressed	-2.6%	-5.4%	+2.9%	+26.7%	➖ noise
56	datafusion:vortex-compact	+1.2%	+2.8%	-1.5%	+10.0%	➖ noise
56	datafusion:vortex-file-compressed	+2.9%	+2.8%	+0.1%	+10.0%	➖ noise
56	duckdb:duckdb	-1.5%	+2.8%	-4.1%	+14.6%	➖ noise
56	duckdb:vortex-compact	+0.3%	+2.8%	-2.4%	+10.0%	➖ noise
56	duckdb:vortex-file-compressed	-0.4%	+2.8%	-3.1%	+10.0%	➖ noise
57	datafusion:vortex-compact	+2.4%	+0.0%	+2.4%	+10.0%	➖ noise
57	datafusion:vortex-file-compressed	+2.0%	+0.0%	+1.9%	+10.0%	➖ noise
57	duckdb:duckdb	-1.5%	+0.0%	-1.5%	+19.1%	➖ noise
57	duckdb:vortex-compact	+3.0%	+0.0%	+2.9%	+16.4%	➖ noise
57	duckdb:vortex-file-compressed	+4.2%	+0.0%	+4.2%	+10.7%	➖ noise
58	datafusion:vortex-compact	-2.9%	+1.7%	-4.6%	+10.0%	➖ noise
58	datafusion:vortex-file-compressed	-1.7%	+1.7%	-3.4%	+10.0%	➖ noise
58	duckdb:duckdb	-2.3%	+1.7%	-3.9%	+13.2%	➖ noise
58	duckdb:vortex-compact	+6.1%	+1.7%	+4.3%	+17.2%	➖ noise
58	duckdb:vortex-file-compressed	-5.6%	+1.7%	-7.3%	+16.2%	➖ noise
59	datafusion:vortex-compact	-1.5%	-3.0%	+1.5%	+10.0%	➖ noise
59	datafusion:vortex-file-compressed	-0.0%	-3.0%	+3.1%	+10.0%	➖ noise
59	duckdb:duckdb	+0.1%	-3.0%	+3.2%	+10.0%	➖ noise
59	duckdb:vortex-compact	+1.3%	-3.0%	+4.5%	+10.0%	➖ noise
59	duckdb:vortex-file-compressed	+2.6%	-3.0%	+5.7%	+10.0%	➖ noise
60	datafusion:vortex-compact	+1.8%	-1.2%	+3.1%	+10.0%	➖ noise
60	datafusion:vortex-file-compressed	+1.6%	-1.2%	+2.8%	+10.0%	➖ noise
60	duckdb:duckdb	+4.7%	-1.2%	+6.0%	+10.0%	➖ noise
60	duckdb:vortex-compact	-0.3%	-1.2%	+1.0%	+10.0%	➖ noise
60	duckdb:vortex-file-compressed	-5.4%	-1.2%	-4.2%	+10.7%	➖ noise
61	datafusion:vortex-compact	+2.7%	+0.9%	+1.7%	+10.0%	➖ noise
61	datafusion:vortex-file-compressed	+1.6%	+0.9%	+0.7%	+10.0%	➖ noise
61	duckdb:duckdb	+2.6%	+0.9%	+1.7%	+10.0%	➖ noise
61	duckdb:vortex-compact	-0.8%	+0.9%	-1.7%	+10.0%	➖ noise
61	duckdb:vortex-file-compressed	-2.6%	+0.9%	-3.5%	+13.8%	➖ noise
62	datafusion:vortex-compact	-5.1%	-7.2%	+2.4%	+11.7%	➖ noise
62	datafusion:vortex-file-compressed	-4.7%	-7.2%	+2.7%	+13.0%	➖ noise
62	duckdb:duckdb	-0.2%	-7.2%	+7.6%	+12.9%	➖ noise
62	duckdb:vortex-compact	+4.2%	-7.2%	+12.3%	+15.9%	➖ noise
62	duckdb:vortex-file-compressed	-10.8%	-7.2%	-3.8%	+21.9%	➖ noise
63	datafusion:vortex-compact	-1.2%	+0.6%	-1.8%	+10.0%	➖ noise
63	datafusion:vortex-file-compressed	-2.0%	+0.6%	-2.5%	+10.0%	➖ noise
63	duckdb:duckdb	+2.3%	+0.6%	+1.7%	+10.3%	➖ noise
63	duckdb:vortex-compact	+3.3%	+0.6%	+2.7%	+10.0%	➖ noise
63	duckdb:vortex-file-compressed	+1.9%	+0.6%	+1.3%	+10.0%	➖ noise
64	datafusion:vortex-compact	-0.2%	-1.3%	+1.1%	+10.0%	➖ noise
64	datafusion:vortex-file-compressed	-0.9%	-1.3%	+0.4%	+10.0%	➖ noise
64	duckdb:duckdb	-2.3%	-1.3%	-1.0%	+10.0%	➖ noise
64	duckdb:vortex-compact	-3.4%	-1.3%	-2.1%	+10.0%	➖ noise
64	duckdb:vortex-file-compressed	+1.1%	-1.3%	+2.4%	+10.0%	➖ noise
65	datafusion:vortex-compact	+2.9%	-1.6%	+4.6%	+11.2%	➖ noise
65	datafusion:vortex-file-compressed	+2.3%	-1.6%	+4.0%	+11.2%	➖ noise
65	duckdb:duckdb	+1.8%	-1.6%	+3.5%	+16.9%	➖ noise
65	duckdb:vortex-compact	+1.5%	-1.6%	+3.2%	+10.0%	➖ noise
65	duckdb:vortex-file-compressed	+2.6%	-1.6%	+4.3%	+13.0%	➖ noise
66	datafusion:vortex-compact	+5.1%	-0.7%	+5.8%	+12.9%	➖ noise
66	datafusion:vortex-file-compressed	-2.5%	-0.7%	-1.8%	+11.6%	➖ noise
66	duckdb:duckdb	-3.8%	-0.7%	-3.1%	+14.9%	➖ noise
66	duckdb:vortex-compact	+3.6%	-0.7%	+4.3%	+13.9%	➖ noise
66	duckdb:vortex-file-compressed	-8.4%	-0.7%	-7.7%	+18.9%	➖ noise
67	datafusion:vortex-compact	+2.8%	-0.5%	+3.3%	+10.0%	➖ noise
67	datafusion:vortex-file-compressed	+2.6%	-0.5%	+3.2%	+10.0%	➖ noise
67	duckdb:duckdb	+0.6%	-0.5%	+1.1%	+10.0%	➖ noise
67	duckdb:vortex-compact	+1.9%	-0.5%	+2.4%	+10.0%	➖ noise
67	duckdb:vortex-file-compressed	-1.7%	-0.5%	-1.2%	+10.0%	➖ noise
68	datafusion:vortex-compact	-1.8%	-1.6%	-0.2%	+10.0%	➖ noise
68	datafusion:vortex-file-compressed	-1.3%	-1.6%	+0.3%	+10.0%	➖ noise
68	duckdb:duckdb	+2.0%	-1.6%	+3.6%	+10.0%	➖ noise
68	duckdb:vortex-compact	+0.4%	-1.6%	+2.0%	+10.0%	➖ noise
68	duckdb:vortex-file-compressed	+0.8%	-1.6%	+2.4%	+10.0%	➖ noise
69	datafusion:vortex-compact	+3.2%	+1.2%	+2.0%	+10.0%	➖ noise
69	datafusion:vortex-file-compressed	+3.2%	+1.2%	+2.0%	+10.0%	➖ noise
69	duckdb:duckdb	+1.6%	+1.2%	+0.4%	+10.0%	➖ noise
69	duckdb:vortex-compact	+0.6%	+1.2%	-0.6%	+10.0%	➖ noise
69	duckdb:vortex-file-compressed	+4.8%	+1.2%	+3.6%	+10.0%	➖ noise
70	datafusion:vortex-compact	-2.2%	+0.3%	-2.5%	+10.0%	➖ noise
70	datafusion:vortex-file-compressed	-6.4%	+0.3%	-6.7%	+10.0%	➖ noise
70	duckdb:duckdb	+0.3%	+0.3%	-0.0%	+12.6%	➖ noise
70	duckdb:vortex-compact	-3.7%	+0.3%	-4.0%	+13.4%	➖ noise
70	duckdb:vortex-file-compressed	+0.2%	+0.3%	-0.1%	+10.0%	➖ noise
71	datafusion:vortex-compact	-1.4%	-3.0%	+1.7%	+10.0%	➖ noise
71	datafusion:vortex-file-compressed	+0.8%	-3.0%	+4.0%	+10.0%	➖ noise
71	duckdb:duckdb	+6.7%	-3.0%	+10.1%	+12.4%	➖ noise
71	duckdb:vortex-compact	+0.2%	-3.0%	+3.3%	+14.1%	➖ noise
71	duckdb:vortex-file-compressed	+1.9%	-3.0%	+5.1%	+13.4%	➖ noise
72	datafusion:vortex-compact	-0.6%	-0.6%	-0.1%	+10.0%	➖ noise
72	datafusion:vortex-file-compressed	+1.0%	-0.6%	+1.6%	+10.0%	➖ noise
72	duckdb:duckdb	-0.3%	-0.6%	+0.2%	+14.6%	➖ noise
72	duckdb:vortex-compact	+0.2%	-0.6%	+0.7%	+10.0%	➖ noise
72	duckdb:vortex-file-compressed	-0.2%	-0.6%	+0.4%	+10.0%	➖ noise
73	datafusion:vortex-compact	+0.0%	-3.4%	+3.5%	+21.2%	➖ noise
73	datafusion:vortex-file-compressed	+5.0%	-3.4%	+8.7%	+27.0%	➖ noise
73	duckdb:duckdb	-2.2%	-3.4%	+1.2%	+12.2%	➖ noise
73	duckdb:vortex-compact	+3.5%	-3.4%	+7.1%	+12.0%	➖ noise
73	duckdb:vortex-file-compressed	-2.7%	-3.4%	+0.7%	+10.0%	➖ noise
74	datafusion:vortex-compact	+2.0%	-0.2%	+2.1%	+10.0%	➖ noise
74	datafusion:vortex-file-compressed	+0.5%	-0.2%	+0.7%	+10.0%	➖ noise
74	duckdb:duckdb	+0.1%	-0.2%	+0.3%	+10.0%	➖ noise
74	duckdb:vortex-compact	-1.3%	-0.2%	-1.2%	+10.0%	➖ noise
74	duckdb:vortex-file-compressed	+2.5%	-0.2%	+2.7%	+10.0%	➖ noise
75	datafusion:vortex-compact	+2.6%	-2.0%	+4.7%	+10.0%	➖ noise
75	datafusion:vortex-file-compressed	-0.3%	-2.0%	+1.8%	+10.0%	➖ noise
75	duckdb:duckdb	+2.2%	-2.0%	+4.3%	+10.0%	➖ noise
75	duckdb:vortex-compact	-5.1%	-2.0%	-3.1%	+10.0%	➖ noise
75	duckdb:vortex-file-compressed	+2.0%	-2.0%	+4.1%	+10.0%	➖ noise
76	datafusion:vortex-compact	+1.2%	+1.1%	+0.1%	+10.0%	➖ noise
76	datafusion:vortex-file-compressed	-5.1%	+1.1%	-6.2%	+10.0%	➖ noise
76	duckdb:duckdb	+3.5%	+1.1%	+2.3%	+15.4%	➖ noise
76	duckdb:vortex-compact	-5.5%	+1.1%	-6.6%	+10.7%	➖ noise
76	duckdb:vortex-file-compressed	-13.2%	+1.1%	-14.1%	+11.8%	✅ faster
77	datafusion:vortex-compact	+5.0%	-2.1%	+7.3%	+10.1%	➖ noise
77	datafusion:vortex-file-compressed	-0.1%	-2.1%	+2.0%	+10.0%	➖ noise
77	duckdb:duckdb	+2.7%	-2.1%	+4.9%	+11.2%	➖ noise
77	duckdb:vortex-compact	-3.0%	-2.1%	-0.9%	+10.0%	➖ noise
77	duckdb:vortex-file-compressed	-4.8%	-2.1%	-2.8%	+10.0%	➖ noise
78	datafusion:vortex-compact	+1.0%	-0.6%	+1.7%	+10.0%	➖ noise
78	datafusion:vortex-file-compressed	-0.5%	-0.6%	+0.1%	+10.0%	➖ noise
78	duckdb:duckdb	+2.2%	-0.6%	+2.8%	+10.0%	➖ noise
78	duckdb:vortex-compact	-0.7%	-0.6%	-0.1%	+10.0%	➖ noise
78	duckdb:vortex-file-compressed	+3.8%	-0.6%	+4.5%	+10.0%	➖ noise
79	datafusion:vortex-compact	+2.0%	+0.6%	+1.4%	+10.6%	➖ noise
79	datafusion:vortex-file-compressed	-4.3%	+0.6%	-4.9%	+11.9%	➖ noise
79	duckdb:duckdb	-1.7%	+0.6%	-2.2%	+12.5%	➖ noise
79	duckdb:vortex-compact	-1.6%	+0.6%	-2.1%	+10.3%	➖ noise
79	duckdb:vortex-file-compressed	-1.8%	+0.6%	-2.4%	+12.5%	➖ noise
80	datafusion:vortex-compact	-2.9%	+1.5%	-4.3%	+10.0%	➖ noise
80	datafusion:vortex-file-compressed	+1.0%	+1.5%	-0.5%	+10.0%	➖ noise
80	duckdb:duckdb	+1.0%	+1.5%	-0.5%	+16.6%	➖ noise
80	duckdb:vortex-compact	+3.6%	+1.5%	+2.0%	+10.0%	➖ noise
80	duckdb:vortex-file-compressed	+0.6%	+1.5%	-0.9%	+10.3%	➖ noise
81	datafusion:vortex-compact	-6.4%	+0.2%	-6.5%	+11.5%	➖ noise
81	datafusion:vortex-file-compressed	+0.8%	+0.2%	+0.7%	+16.9%	➖ noise
81	duckdb:duckdb	+1.5%	+0.2%	+1.3%	+10.0%	➖ noise
81	duckdb:vortex-compact	-2.9%	+0.2%	-3.0%	+10.0%	➖ noise
81	duckdb:vortex-file-compressed	+0.9%	+0.2%	+0.8%	+10.0%	➖ noise
82	datafusion:vortex-compact	-4.1%	-2.4%	-1.7%	+10.0%	➖ noise
82	datafusion:vortex-file-compressed	-0.8%	-2.4%	+1.6%	+10.0%	➖ noise
82	duckdb:duckdb	+3.5%	-2.4%	+6.0%	+13.5%	➖ noise
82	duckdb:vortex-compact	-1.0%	-2.4%	+1.5%	+10.0%	➖ noise
82	duckdb:vortex-file-compressed	+4.4%	-2.4%	+6.9%	+13.4%	➖ noise
83	datafusion:vortex-compact	-0.6%	-0.3%	-0.3%	+10.0%	➖ noise
83	datafusion:vortex-file-compressed	+1.3%	-0.3%	+1.6%	+10.0%	➖ noise
83	duckdb:duckdb	+1.7%	-0.3%	+2.1%	+10.0%	➖ noise
83	duckdb:vortex-compact	+1.4%	-0.3%	+1.7%	+10.5%	➖ noise
83	duckdb:vortex-file-compressed	-1.9%	-0.3%	-1.6%	+13.7%	➖ noise
84	datafusion:vortex-compact	+3.4%	+0.8%	+2.6%	+11.0%	➖ noise
84	datafusion:vortex-file-compressed	+4.4%	+0.8%	+3.6%	+10.3%	➖ noise
84	duckdb:duckdb	-9.4%	+0.8%	-10.2%	+12.6%	➖ noise
84	duckdb:vortex-compact	-1.4%	+0.8%	-2.2%	+11.5%	➖ noise
84	duckdb:vortex-file-compressed	+0.5%	+0.8%	-0.3%	+10.0%	➖ noise
85	datafusion:vortex-compact	-6.3%	+0.3%	-6.6%	+10.0%	➖ noise
85	datafusion:vortex-file-compressed	-0.6%	+0.3%	-1.0%	+10.0%	➖ noise
85	duckdb:duckdb	+2.4%	+0.3%	+2.1%	+12.8%	➖ noise
85	duckdb:vortex-compact	+0.1%	+0.3%	-0.3%	+10.0%	➖ noise
85	duckdb:vortex-file-compressed	+3.8%	+0.3%	+3.4%	+10.0%	➖ noise
86	datafusion:vortex-compact	-3.6%	-4.4%	+0.9%	+10.0%	➖ noise
86	datafusion:vortex-file-compressed	-1.1%	-4.4%	+3.4%	+10.0%	➖ noise
86	duckdb:duckdb	+10.2%	-4.4%	+15.2%	+14.3%	🚨 regression
86	duckdb:vortex-compact	+0.3%	-4.4%	+4.9%	+15.2%	➖ noise
86	duckdb:vortex-file-compressed	-0.1%	-4.4%	+4.5%	+15.5%	➖ noise
87	datafusion:vortex-compact	+0.4%	-1.6%	+2.0%	+10.0%	➖ noise
87	datafusion:vortex-file-compressed	-3.0%	-1.6%	-1.5%	+10.0%	➖ noise
87	duckdb:duckdb	-1.7%	-1.6%	-0.2%	+18.5%	➖ noise
87	duckdb:vortex-compact	-2.0%	-1.6%	-0.5%	+10.0%	➖ noise
87	duckdb:vortex-file-compressed	+6.4%	-1.6%	+8.1%	+12.1%	➖ noise
88	datafusion:vortex-compact	-2.5%	-1.0%	-1.5%	+10.0%	➖ noise
88	datafusion:vortex-file-compressed	-2.4%	-1.0%	-1.4%	+10.0%	➖ noise
88	duckdb:duckdb	+0.2%	-1.0%	+1.2%	+10.0%	➖ noise
88	duckdb:vortex-compact	+7.3%	-1.0%	+8.4%	+10.0%	➖ noise
88	duckdb:vortex-file-compressed	+3.4%	-1.0%	+4.5%	+10.0%	➖ noise
89	datafusion:vortex-compact	+2.9%	-0.1%	+3.0%	+10.0%	➖ noise
89	datafusion:vortex-file-compressed	-2.2%	-0.1%	-2.1%	+10.0%	➖ noise
89	duckdb:duckdb	-1.8%	-0.1%	-1.6%	+13.0%	➖ noise
89	duckdb:vortex-compact	+0.2%	-0.1%	+0.3%	+10.1%	➖ noise
89	duckdb:vortex-file-compressed	+2.2%	-0.1%	+2.3%	+11.4%	➖ noise
90	datafusion:vortex-compact	+0.1%	-4.9%	+5.2%	+11.2%	➖ noise
90	datafusion:vortex-file-compressed	-1.4%	-4.9%	+3.7%	+27.0%	➖ noise
90	duckdb:duckdb	+3.4%	-4.9%	+8.8%	+12.4%	➖ noise
90	duckdb:vortex-compact	-1.4%	-4.9%	+3.6%	+11.3%	➖ noise
90	duckdb:vortex-file-compressed	-1.5%	-4.9%	+3.6%	+14.6%	➖ noise
91	datafusion:vortex-compact	+5.7%	-0.5%	+6.2%	+10.0%	➖ noise
91	datafusion:vortex-file-compressed	+4.1%	-0.5%	+4.6%	+10.0%	➖ noise
91	duckdb:duckdb	+7.0%	-0.5%	+7.5%	+23.7%	➖ noise
91	duckdb:vortex-compact	-2.1%	-0.5%	-1.6%	+11.3%	➖ noise
91	duckdb:vortex-file-compressed	+2.3%	-0.5%	+2.8%	+10.0%	➖ noise
92	datafusion:vortex-compact	+3.3%	+4.0%	-0.7%	+10.0%	➖ noise
92	datafusion:vortex-file-compressed	+1.7%	+4.0%	-2.3%	+10.0%	➖ noise
92	duckdb:duckdb	-3.9%	+4.0%	-7.7%	+11.1%	➖ noise
92	duckdb:vortex-compact	-1.1%	+4.0%	-4.9%	+20.2%	➖ noise
92	duckdb:vortex-file-compressed	+8.8%	+4.0%	+4.6%	+11.4%	➖ noise
93	datafusion:vortex-compact	+1.6%	+0.4%	+1.2%	+10.0%	➖ noise
93	datafusion:vortex-file-compressed	-2.4%	+0.4%	-2.9%	+11.7%	➖ noise
93	duckdb:duckdb	+2.0%	+0.4%	+1.5%	+14.6%	➖ noise
93	duckdb:vortex-compact	+4.1%	+0.4%	+3.6%	+12.5%	➖ noise
93	duckdb:vortex-file-compressed	+0.1%	+0.4%	-0.3%	+12.0%	➖ noise
94	datafusion:vortex-compact	-3.3%	-0.3%	-3.0%	+10.0%	➖ noise
94	datafusion:vortex-file-compressed	+0.7%	-0.3%	+1.0%	+10.0%	➖ noise
94	duckdb:duckdb	-0.3%	-0.3%	-0.0%	+10.0%	➖ noise
94	duckdb:vortex-compact	+0.3%	-0.3%	+0.6%	+10.0%	➖ noise
94	duckdb:vortex-file-compressed	+1.7%	-0.3%	+1.9%	+10.0%	➖ noise
95	datafusion:vortex-compact	+0.0%	+7.9%	-7.3%	+10.0%	➖ noise
95	datafusion:vortex-file-compressed	+0.5%	+7.9%	-6.8%	+10.2%	➖ noise
95	duckdb:duckdb	-1.0%	+7.9%	-8.3%	+19.5%	➖ noise
95	duckdb:vortex-compact	+2.9%	+7.9%	-4.6%	+15.4%	➖ noise
95	duckdb:vortex-file-compressed	+1.2%	+7.9%	-6.2%	+17.8%	➖ noise
96	datafusion:vortex-compact	+0.4%	+1.6%	-1.2%	+11.0%	➖ noise
96	datafusion:vortex-file-compressed	-1.8%	+1.6%	-3.4%	+16.9%	➖ noise
96	duckdb:duckdb	+4.0%	+1.6%	+2.3%	+16.9%	➖ noise
96	duckdb:vortex-compact	-8.3%	+1.6%	-9.8%	+24.3%	➖ noise
96	duckdb:vortex-file-compressed	+6.0%	+1.6%	+4.3%	+20.5%	➖ noise
97	datafusion:vortex-compact	-2.4%	+1.6%	-4.0%	+23.5%	➖ noise
97	datafusion:vortex-file-compressed	+0.8%	+1.6%	-0.8%	+10.0%	➖ noise
97	duckdb:duckdb	+0.6%	+1.6%	-1.0%	+10.0%	➖ noise
97	duckdb:vortex-compact	+2.7%	+1.6%	+1.1%	+10.0%	➖ noise
97	duckdb:vortex-file-compressed	+7.3%	+1.6%	+5.6%	+11.7%	➖ noise
98	datafusion:vortex-compact	-2.4%	-0.9%	-1.4%	+10.0%	➖ noise
98	datafusion:vortex-file-compressed	-4.4%	-0.9%	-3.5%	+10.4%	➖ noise
98	duckdb:duckdb	+5.1%	-0.9%	+6.1%	+14.2%	➖ noise
98	duckdb:vortex-compact	-3.1%	-0.9%	-2.2%	+10.2%	➖ noise
98	duckdb:vortex-file-compressed	-5.6%	-0.9%	-4.7%	+13.0%	➖ noise
99	datafusion:vortex-compact	-6.4%	+0.9%	-7.2%	+14.8%	➖ noise
99	datafusion:vortex-file-compressed	+2.5%	+0.9%	+1.6%	+15.4%	➖ noise
99	duckdb:duckdb	-1.4%	+0.9%	-2.3%	+25.2%	➖ noise
99	duckdb:vortex-compact	+12.4%	+0.9%	+11.4%	+40.5%	➖ noise
99	duckdb:vortex-file-compressed	-0.3%	+0.9%	-1.2%	+22.4%	➖ noise

[github-actions]

File Sizes: TPC-DS SF=1 on NVME

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Verdict: No clear signal (medium confidence)
Attributed Vortex impact: +7.4%
Vortex (geomean): 1.108x ❌
Parquet (geomean): 1.005x ➖
Shifts: Parquet (control) +0.5% · Median polish +6.1%

---

datafusion / vortex-file-compressed (1.019x ➖, 0↑ 4↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	409761553	406728148	1.01
tpch_q02/datafusion:vortex-file-compressed	116767652	120773996	0.97
tpch_q03/datafusion:vortex-file-compressed	202194846	212604222	0.95
tpch_q04/datafusion:vortex-file-compressed	100024707	102318577	0.98
tpch_q05/datafusion:vortex-file-compressed	389210956	394777133	0.99
tpch_q06/datafusion:vortex-file-compressed	41967847	41506256	1.01
tpch_q07/datafusion:vortex-file-compressed	579660937	575622983	1.01
tpch_q08/datafusion:vortex-file-compressed	382551742	379146531	1.01
tpch_q09/datafusion:vortex-file-compressed	666989685	677584664	0.98
tpch_q10/datafusion:vortex-file-compressed	256523788	246420664	1.04
tpch_q11/datafusion:vortex-file-compressed 🚨	97567115	86313972	1.13
tpch_q12/datafusion:vortex-file-compressed	111949481	109367907	1.02
tpch_q13/datafusion:vortex-file-compressed	222386111	226595185	0.98
tpch_q14/datafusion:vortex-file-compressed	57972072	59283154	0.98
tpch_q15/datafusion:vortex-file-compressed	108043390	111798493	0.97
tpch_q16/datafusion:vortex-file-compressed	79977356	80387652	0.99
tpch_q17/datafusion:vortex-file-compressed	681949456	681108062	1.00
tpch_q18/datafusion:vortex-file-compressed	933662387	920110490	1.01
tpch_q19/datafusion:vortex-file-compressed	94380578	95159268	0.99
tpch_q20/datafusion:vortex-file-compressed 🚨	195492222	177143255	1.10
tpch_q21/datafusion:vortex-file-compressed 🚨	831773435	702468352	1.18
tpch_q22/datafusion:vortex-file-compressed 🚨	70974545	61731808	1.15

datafusion / vortex-compact (1.125x ❌, 0↑ 15↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	495384133	462012396	1.07
tpch_q02/datafusion:vortex-compact	137837439	126226297	1.09
tpch_q03/datafusion:vortex-compact 🚨	260816338	228026766	1.14
tpch_q04/datafusion:vortex-compact 🚨	142515127	123086340	1.16
tpch_q05/datafusion:vortex-compact 🚨	484801569	410569204	1.18
tpch_q06/datafusion:vortex-compact 🚨	74194008	64017498	1.16
tpch_q07/datafusion:vortex-compact 🚨	712576142	609708719	1.17
tpch_q08/datafusion:vortex-compact 🚨	447186114	403677069	1.11
tpch_q09/datafusion:vortex-compact 🚨	799158200	702254570	1.14
tpch_q10/datafusion:vortex-compact 🚨	317667276	278504343	1.14
tpch_q11/datafusion:vortex-compact 🚨	104308976	92751905	1.12
tpch_q12/datafusion:vortex-compact	183066507	168691513	1.09
tpch_q13/datafusion:vortex-compact	299006746	279142756	1.07
tpch_q14/datafusion:vortex-compact	82296452	75747521	1.09
tpch_q15/datafusion:vortex-compact 🚨	191589075	168078245	1.14
tpch_q16/datafusion:vortex-compact 🚨	95859952	85079037	1.13
tpch_q17/datafusion:vortex-compact 🚨	794787093	675971114	1.18
tpch_q18/datafusion:vortex-compact 🚨	1082774103	925080694	1.17
tpch_q19/datafusion:vortex-compact	147391170	137147892	1.07
tpch_q20/datafusion:vortex-compact 🚨	232506365	203909098	1.14
tpch_q21/datafusion:vortex-compact 🚨	815246307	734477585	1.11
tpch_q22/datafusion:vortex-compact	80861445	74464139	1.09

datafusion / parquet (0.981x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	431074404	427050369	1.01
tpch_q02/datafusion:parquet	185902855	191612256	0.97
tpch_q03/datafusion:parquet	299057922	306020521	0.98
tpch_q04/datafusion:parquet	133803436	136490734	0.98
tpch_q05/datafusion:parquet	447237824	465114998	0.96
tpch_q06/datafusion:parquet	119833942	116437430	1.03
tpch_q07/datafusion:parquet	634621466	664358651	0.96
tpch_q08/datafusion:parquet	485453601	498388482	0.97
tpch_q09/datafusion:parquet	768528614	800478751	0.96
tpch_q10/datafusion:parquet	503350781	521258004	0.97
tpch_q11/datafusion:parquet	132499409	137094150	0.97
tpch_q12/datafusion:parquet	203273417	207411846	0.98
tpch_q13/datafusion:parquet	340425557	346338802	0.98
tpch_q14/datafusion:parquet	165767016	164355611	1.01
tpch_q15/datafusion:parquet	249718798	251147309	0.99
tpch_q16/datafusion:parquet	138271931	145641131	0.95
tpch_q17/datafusion:parquet	703578148	716469001	0.98
tpch_q18/datafusion:parquet	891157292	920963037	0.97
tpch_q19/datafusion:parquet	286367972	274658314	1.04
tpch_q20/datafusion:parquet	310147161	321359029	0.97
tpch_q21/datafusion:parquet	737394234	763913771	0.97
tpch_q22/datafusion:parquet	221280430	222899602	0.99

datafusion / arrow (0.968x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	621378982	619395079	1.00
tpch_q02/datafusion:arrow	166644134	166020492	1.00
tpch_q03/datafusion:arrow	453406930	475985740	0.95
tpch_q04/datafusion:arrow	348087704	372667771	0.93
tpch_q05/datafusion:arrow	923834593	961824250	0.96
tpch_q06/datafusion:arrow	279824662	280337208	1.00
tpch_q07/datafusion:arrow	1189233204	1178365559	1.01
tpch_q08/datafusion:arrow	1095623726	1167801334	0.94
tpch_q09/datafusion:arrow	1326319427	1369168427	0.97
tpch_q10/datafusion:arrow	607951225	623137952	0.98
tpch_q11/datafusion:arrow	148963365	155496082	0.96
tpch_q12/datafusion:arrow	668946199	674326358	0.99
tpch_q13/datafusion:arrow	515364830	542822439	0.95
tpch_q14/datafusion:arrow	305637372	323139894	0.95
tpch_q15/datafusion:arrow	666812689	709997915	0.94
tpch_q16/datafusion:arrow	107987052	109946751	0.98
tpch_q17/datafusion:arrow	1336308825	1375652610	0.97
tpch_q18/datafusion:arrow	1816203166	1910810856	0.95
tpch_q19/datafusion:arrow	500361055	512120109	0.98
tpch_q20/datafusion:arrow	505099993	513206905	0.98
tpch_q21/datafusion:arrow	2797701719	2941233828	0.95
tpch_q22/datafusion:arrow	143126458	149970351	0.95

duckdb / vortex-file-compressed (1.156x ❌, 0↑ 19↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed 🚨	201251004	179251227	1.12
tpch_q02/duckdb:vortex-file-compressed 🚨	61234681	54066264	1.13
tpch_q03/duckdb:vortex-file-compressed 🚨	163730734	128198151	1.28
tpch_q04/duckdb:vortex-file-compressed 🚨	193374504	149556375	1.29
tpch_q05/duckdb:vortex-file-compressed 🚨	167512712	132321216	1.27
tpch_q06/duckdb:vortex-file-compressed 🚨	59660899	48988648	1.22
tpch_q07/duckdb:vortex-file-compressed 🚨	181790589	151364922	1.20
tpch_q08/duckdb:vortex-file-compressed 🚨	230043069	192211289	1.20
tpch_q09/duckdb:vortex-file-compressed 🚨	395928383	348424498	1.14
tpch_q10/duckdb:vortex-file-compressed 🚨	186995176	159749584	1.17
tpch_q11/duckdb:vortex-file-compressed 🚨	41267982	36437025	1.13
tpch_q12/duckdb:vortex-file-compressed 🚨	103314548	92415859	1.12
tpch_q13/duckdb:vortex-file-compressed 🚨	291782123	258689457	1.13
tpch_q14/duckdb:vortex-file-compressed 🚨	85896114	72887904	1.18
tpch_q15/duckdb:vortex-file-compressed 🚨	117162622	100893344	1.16
tpch_q16/duckdb:vortex-file-compressed	90913945	82936284	1.10
tpch_q17/duckdb:vortex-file-compressed 🚨	123304290	107110904	1.15
tpch_q18/duckdb:vortex-file-compressed 🚨	330611565	287232429	1.15
tpch_q19/duckdb:vortex-file-compressed 🚨	102464001	92557298	1.11
tpch_q20/duckdb:vortex-file-compressed	186144375	171308809	1.09
tpch_q21/duckdb:vortex-file-compressed 🚨	634688949	573771483	1.11
tpch_q22/duckdb:vortex-file-compressed	82245824	79062761	1.04

duckdb / vortex-compact (1.138x ❌, 0↑ 19↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	248510931	230334123	1.08
tpch_q02/duckdb:vortex-compact	63510898	61508408	1.03
tpch_q03/duckdb:vortex-compact 🚨	161700322	144048164	1.12
tpch_q04/duckdb:vortex-compact 🚨	207650701	178518093	1.16
tpch_q05/duckdb:vortex-compact 🚨	172238361	154657481	1.11
tpch_q06/duckdb:vortex-compact 🚨	99233281	84255030	1.18
tpch_q07/duckdb:vortex-compact 🚨	241031673	205105351	1.18
tpch_q08/duckdb:vortex-compact 🚨	246864683	198630110	1.24
tpch_q09/duckdb:vortex-compact 🚨	432100186	370482189	1.17
tpch_q10/duckdb:vortex-compact 🚨	225894807	192082828	1.18
tpch_q11/duckdb:vortex-compact 🚨	50650167	42935846	1.18
tpch_q12/duckdb:vortex-compact 🚨	234735347	203914308	1.15
tpch_q13/duckdb:vortex-compact 🚨	351487029	309996075	1.13
tpch_q14/duckdb:vortex-compact 🚨	121045678	107268629	1.13
tpch_q15/duckdb:vortex-compact 🚨	136744195	121956516	1.12
tpch_q16/duckdb:vortex-compact 🚨	98671411	89018590	1.11
tpch_q17/duckdb:vortex-compact 🚨	142194136	121224493	1.17
tpch_q18/duckdb:vortex-compact 🚨	349957930	304376783	1.15
tpch_q19/duckdb:vortex-compact	127674472	117744579	1.08
tpch_q20/duckdb:vortex-compact 🚨	241573243	213365578	1.13
tpch_q21/duckdb:vortex-compact 🚨	741635483	654050424	1.13
tpch_q22/duckdb:vortex-compact 🚨	101499099	92045810	1.10

duckdb / parquet (1.031x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	266284657	260968026	1.02
tpch_q02/duckdb:parquet	109553853	106284992	1.03
tpch_q03/duckdb:parquet	225765678	217309797	1.04
tpch_q04/duckdb:parquet	149628827	139050179	1.08
tpch_q05/duckdb:parquet	230432988	226907977	1.02
tpch_q06/duckdb:parquet	68974324	68448296	1.01
tpch_q07/duckdb:parquet	191852941	185619004	1.03
tpch_q08/duckdb:parquet	281131275	262102392	1.07
tpch_q09/duckdb:parquet	502310121	467061834	1.08
tpch_q10/duckdb:parquet	621923932	619217882	1.00
tpch_q11/duckdb:parquet	46694027	48019751	0.97
tpch_q12/duckdb:parquet	126753595	129554590	0.98
tpch_q13/duckdb:parquet	436223643	459999114	0.95
tpch_q14/duckdb:parquet	180108461	179332878	1.00
tpch_q15/duckdb:parquet	103858907	98837500	1.05
tpch_q16/duckdb:parquet	172192495	166966842	1.03
tpch_q17/duckdb:parquet	184478017	181509397	1.02
tpch_q18/duckdb:parquet	361132308	358196726	1.01
tpch_q19/duckdb:parquet	299003537	289046224	1.03
tpch_q20/duckdb:parquet	250654552	232513858	1.08
tpch_q21/duckdb:parquet 🚨	666210829	584138460	1.14
tpch_q22/duckdb:parquet	307720664	291244889	1.06

duckdb / duckdb (1.089x ➖, 0↑ 8↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	126597462	117700275	1.08
tpch_q02/duckdb:duckdb	49380689	45974111	1.07
tpch_q03/duckdb:duckdb 🚨	109608969	99166453	1.11
tpch_q04/duckdb:duckdb 🚨	156102202	135220883	1.15
tpch_q05/duckdb:duckdb 🚨	125224062	113301169	1.11
tpch_q06/duckdb:duckdb	37908803	39531378	0.96
tpch_q07/duckdb:duckdb	93176301	87610132	1.06
tpch_q08/duckdb:duckdb	123275870	112297754	1.10
tpch_q09/duckdb:duckdb 🚨	313282758	283067443	1.11
tpch_q10/duckdb:duckdb	226791283	206445674	1.10
tpch_q11/duckdb:duckdb 🚨	18589136	16071456	1.16
tpch_q12/duckdb:duckdb	91609501	84676122	1.08
tpch_q13/duckdb:duckdb 🚨	283213314	255959806	1.11
tpch_q14/duckdb:duckdb	78053732	72418588	1.08
tpch_q15/duckdb:duckdb	85692301	80488238	1.06
tpch_q16/duckdb:duckdb 🚨	83041113	74143009	1.12
tpch_q17/duckdb:duckdb	92981866	85565439	1.09
tpch_q18/duckdb:duckdb 🚨	242224856	218779205	1.11
tpch_q19/duckdb:duckdb	126167524	117053002	1.08
tpch_q20/duckdb:duckdb	120715707	113049911	1.07
tpch_q21/duckdb:duckdb	353410408	323874805	1.09
tpch_q22/duckdb:duckdb	71889380	65998873	1.09

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	+0.3%	+1.5%	-1.2%	+13.1%	➖ noise
1	datafusion:vortex-compact	+7.2%	+1.5%	+5.7%	+13.1%	➖ noise
1	datafusion:vortex-file-compressed	+0.7%	+1.5%	-0.7%	+13.4%	➖ noise
1	duckdb:duckdb	+7.6%	+1.5%	+6.0%	+11.5%	➖ noise
1	duckdb:vortex-compact	+7.9%	+1.5%	+6.3%	+12.6%	➖ noise
1	duckdb:vortex-file-compressed	+12.3%	+1.5%	+10.6%	+12.0%	➖ noise
2	datafusion:arrow	+0.4%	+0.0%	+0.4%	+10.0%	➖ noise
2	datafusion:vortex-compact	+9.2%	+0.0%	+9.2%	+11.3%	➖ noise
2	datafusion:vortex-file-compressed	-3.3%	+0.0%	-3.3%	+10.0%	➖ noise
2	duckdb:duckdb	+7.4%	+0.0%	+7.4%	+10.0%	➖ noise
2	duckdb:vortex-compact	+3.3%	+0.0%	+3.3%	+12.4%	➖ noise
2	duckdb:vortex-file-compressed	+13.3%	+0.0%	+13.3%	+10.0%	🚨 regression
3	datafusion:arrow	-4.7%	+0.8%	-5.5%	+10.0%	➖ noise
3	datafusion:vortex-compact	+14.4%	+0.8%	+13.5%	+10.0%	🚨 regression
3	datafusion:vortex-file-compressed	-4.9%	+0.8%	-5.6%	+10.0%	➖ noise
3	duckdb:duckdb	+10.5%	+0.8%	+9.7%	+10.0%	➖ noise
3	duckdb:vortex-compact	+12.3%	+0.8%	+11.4%	+10.0%	🚨 regression
3	duckdb:vortex-file-compressed	+27.7%	+0.8%	+26.8%	+10.0%	🚨 regression
4	datafusion:arrow	-6.6%	+2.7%	-9.1%	+10.0%	➖ noise
4	datafusion:vortex-compact	+15.8%	+2.7%	+12.7%	+10.0%	🚨 regression
4	datafusion:vortex-file-compressed	-2.2%	+2.7%	-4.8%	+10.0%	➖ noise
4	duckdb:duckdb	+15.4%	+2.7%	+12.4%	+10.0%	🚨 regression
4	duckdb:vortex-compact	+16.3%	+2.7%	+13.3%	+10.0%	🚨 regression
4	duckdb:vortex-file-compressed	+29.3%	+2.7%	+25.9%	+10.0%	🚨 regression
5	datafusion:arrow	-3.9%	-1.2%	-2.8%	+10.0%	➖ noise
5	datafusion:vortex-compact	+18.1%	-1.2%	+19.5%	+10.0%	🚨 regression
5	datafusion:vortex-file-compressed	-1.4%	-1.2%	-0.2%	+10.0%	➖ noise
5	duckdb:duckdb	+10.5%	-1.2%	+11.8%	+10.0%	🚨 regression
5	duckdb:vortex-compact	+11.4%	-1.2%	+12.7%	+10.0%	🚨 regression
5	duckdb:vortex-file-compressed	+26.6%	-1.2%	+28.1%	+10.0%	🚨 regression
6	datafusion:arrow	-0.2%	+1.8%	-2.0%	+10.0%	➖ noise
6	datafusion:vortex-compact	+15.9%	+1.8%	+13.8%	+10.0%	🚨 regression
6	datafusion:vortex-file-compressed	+1.1%	+1.8%	-0.7%	+10.0%	➖ noise
6	duckdb:duckdb	-4.1%	+1.8%	-5.8%	+17.1%	➖ noise
6	duckdb:vortex-compact	+17.8%	+1.8%	+15.7%	+10.0%	🚨 regression
6	duckdb:vortex-file-compressed	+21.8%	+1.8%	+19.6%	+15.6%	🚨 regression
7	datafusion:arrow	+0.9%	-0.6%	+1.6%	+10.0%	➖ noise
7	datafusion:vortex-compact	+16.9%	-0.6%	+17.6%	+10.0%	🚨 regression
7	datafusion:vortex-file-compressed	+0.7%	-0.6%	+1.3%	+10.0%	➖ noise
7	duckdb:duckdb	+6.4%	-0.6%	+7.0%	+10.0%	➖ noise
7	duckdb:vortex-compact	+17.5%	-0.6%	+18.3%	+10.0%	🚨 regression
7	duckdb:vortex-file-compressed	+20.1%	-0.6%	+20.9%	+10.0%	🚨 regression
8	datafusion:arrow	-6.2%	+2.2%	-8.2%	+10.0%	➖ noise
8	datafusion:vortex-compact	+10.8%	+2.2%	+8.4%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+0.9%	+2.2%	-1.3%	+10.0%	➖ noise
8	duckdb:duckdb	+9.8%	+2.2%	+7.4%	+10.0%	➖ noise
8	duckdb:vortex-compact	+24.3%	+2.2%	+21.6%	+10.0%	🚨 regression
8	duckdb:vortex-file-compressed	+19.7%	+2.2%	+17.1%	+10.0%	🚨 regression
9	datafusion:arrow	-3.1%	+1.6%	-4.7%	+10.0%	➖ noise
9	datafusion:vortex-compact	+13.8%	+1.6%	+12.0%	+10.0%	🚨 regression
9	datafusion:vortex-file-compressed	-1.6%	+1.6%	-3.1%	+10.0%	➖ noise
9	duckdb:duckdb	+10.7%	+1.6%	+8.9%	+10.0%	➖ noise
9	duckdb:vortex-compact	+16.6%	+1.6%	+14.8%	+10.0%	🚨 regression
9	duckdb:vortex-file-compressed	+13.6%	+1.6%	+11.8%	+10.0%	🚨 regression
10	datafusion:arrow	-2.4%	-1.5%	-0.9%	+10.0%	➖ noise
10	datafusion:vortex-compact	+14.1%	-1.5%	+15.8%	+10.0%	🚨 regression
10	datafusion:vortex-file-compressed	+4.1%	-1.5%	+5.7%	+10.0%	➖ noise
10	duckdb:duckdb	+9.9%	-1.5%	+11.5%	+10.0%	🚨 regression
10	duckdb:vortex-compact	+17.6%	-1.5%	+19.4%	+10.0%	🚨 regression
10	duckdb:vortex-file-compressed	+17.1%	-1.5%	+18.9%	+10.0%	🚨 regression
11	datafusion:arrow	-4.2%	-3.1%	-1.2%	+12.4%	➖ noise
11	datafusion:vortex-compact	+12.5%	-3.1%	+16.0%	+12.4%	🚨 regression
11	datafusion:vortex-file-compressed	+13.0%	-3.1%	+16.6%	+12.8%	🚨 regression
11	duckdb:duckdb	+15.7%	-3.1%	+19.3%	+19.1%	🚨 regression
11	duckdb:vortex-compact	+18.0%	-3.1%	+21.7%	+15.5%	🚨 regression
11	duckdb:vortex-file-compressed	+13.3%	-3.1%	+16.8%	+15.6%	🚨 regression
12	datafusion:arrow	-0.8%	-2.1%	+1.3%	+54.7%	➖ noise
12	datafusion:vortex-compact	+8.5%	-2.1%	+10.8%	+10.0%	🚨 regression
12	datafusion:vortex-file-compressed	+2.4%	-2.1%	+4.5%	+10.0%	➖ noise
12	duckdb:duckdb	+8.2%	-2.1%	+10.5%	+10.0%	🚨 regression
12	duckdb:vortex-compact	+15.1%	-2.1%	+17.6%	+10.0%	🚨 regression
12	duckdb:vortex-file-compressed	+11.8%	-2.1%	+14.2%	+10.0%	🚨 regression
13	datafusion:arrow	-5.1%	-3.5%	-1.7%	+10.0%	➖ noise
13	datafusion:vortex-compact	+7.1%	-3.5%	+10.9%	+10.0%	🚨 regression
13	datafusion:vortex-file-compressed	-1.9%	-3.5%	+1.7%	+10.0%	➖ noise
13	duckdb:duckdb	+10.6%	-3.5%	+14.6%	+10.0%	🚨 regression
13	duckdb:vortex-compact	+13.4%	-3.5%	+17.4%	+10.0%	🚨 regression
13	duckdb:vortex-file-compressed	+12.8%	-3.5%	+16.8%	+10.0%	🚨 regression
14	datafusion:arrow	-5.4%	+0.6%	-6.0%	+10.0%	➖ noise
14	datafusion:vortex-compact	+8.6%	+0.6%	+7.9%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-2.2%	+0.6%	-2.8%	+12.7%	➖ noise
14	duckdb:duckdb	+7.8%	+0.6%	+7.1%	+10.0%	➖ noise
14	duckdb:vortex-compact	+12.8%	+0.6%	+12.1%	+10.0%	🚨 regression
14	duckdb:vortex-file-compressed	+17.8%	+0.6%	+17.1%	+10.0%	🚨 regression
15	datafusion:arrow	-6.1%	+2.2%	-8.1%	+10.0%	➖ noise
15	datafusion:vortex-compact	+14.0%	+2.2%	+11.5%	+10.0%	🚨 regression
15	datafusion:vortex-file-compressed	-3.4%	+2.2%	-5.5%	+10.0%	➖ noise
15	duckdb:duckdb	+6.5%	+2.2%	+4.2%	+10.0%	➖ noise
15	duckdb:vortex-compact	+12.1%	+2.2%	+9.7%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+16.1%	+2.2%	+13.6%	+10.0%	🚨 regression
16	datafusion:arrow	-1.8%	-1.0%	-0.7%	+10.3%	➖ noise
16	datafusion:vortex-compact	+12.7%	-1.0%	+13.9%	+10.4%	🚨 regression
16	datafusion:vortex-file-compressed	-0.5%	-1.0%	+0.5%	+10.0%	➖ noise
16	duckdb:duckdb	+12.0%	-1.0%	+13.2%	+10.0%	🚨 regression
16	duckdb:vortex-compact	+10.8%	-1.0%	+12.0%	+11.1%	🚨 regression
16	duckdb:vortex-file-compressed	+9.6%	-1.0%	+10.8%	+10.5%	🚨 regression
17	datafusion:arrow	-2.9%	-0.1%	-2.8%	+10.0%	➖ noise
17	datafusion:vortex-compact	+17.6%	-0.1%	+17.7%	+10.0%	🚨 regression
17	datafusion:vortex-file-compressed	+0.1%	-0.1%	+0.2%	+10.0%	➖ noise
17	duckdb:duckdb	+8.7%	-0.1%	+8.8%	+10.1%	➖ noise
17	duckdb:vortex-compact	+17.3%	-0.1%	+17.4%	+10.0%	🚨 regression
17	duckdb:vortex-file-compressed	+15.1%	-0.1%	+15.2%	+10.0%	🚨 regression
18	datafusion:arrow	-5.0%	-1.2%	-3.8%	+10.0%	➖ noise
18	datafusion:vortex-compact	+17.0%	-1.2%	+18.5%	+10.0%	🚨 regression
18	datafusion:vortex-file-compressed	+1.5%	-1.2%	+2.7%	+10.0%	➖ noise
18	duckdb:duckdb	+10.7%	-1.2%	+12.1%	+10.0%	🚨 regression
18	duckdb:vortex-compact	+15.0%	-1.2%	+16.4%	+10.0%	🚨 regression
18	duckdb:vortex-file-compressed	+15.1%	-1.2%	+16.5%	+10.0%	🚨 regression
19	datafusion:arrow	-2.3%	+3.9%	-5.9%	+10.0%	➖ noise
19	datafusion:vortex-compact	+7.5%	+3.9%	+3.5%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-0.8%	+3.9%	-4.5%	+10.0%	➖ noise
19	duckdb:duckdb	+7.8%	+3.9%	+3.8%	+10.0%	➖ noise
19	duckdb:vortex-compact	+8.4%	+3.9%	+4.4%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	+10.7%	+3.9%	+6.6%	+10.0%	➖ noise
20	datafusion:arrow	-1.6%	+2.0%	-3.5%	+10.0%	➖ noise
20	datafusion:vortex-compact	+14.0%	+2.0%	+11.8%	+10.0%	🚨 regression
20	datafusion:vortex-file-compressed	+10.4%	+2.0%	+8.2%	+10.0%	➖ noise
20	duckdb:duckdb	+6.8%	+2.0%	+4.7%	+10.0%	➖ noise
20	duckdb:vortex-compact	+13.2%	+2.0%	+11.0%	+10.0%	🚨 regression
20	duckdb:vortex-file-compressed	+8.7%	+2.0%	+6.5%	+10.0%	➖ noise
21	datafusion:arrow	-4.9%	+4.9%	-9.3%	+10.0%	✅ faster
21	datafusion:vortex-compact	+11.0%	+4.9%	+5.8%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	+18.4%	+4.9%	+12.9%	+10.0%	🚨 regression
21	duckdb:duckdb	+9.1%	+4.9%	+4.0%	+10.0%	➖ noise
21	duckdb:vortex-compact	+13.4%	+4.9%	+8.1%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	+10.6%	+4.9%	+5.4%	+10.0%	➖ noise
22	datafusion:arrow	-4.6%	+2.4%	-6.8%	+10.0%	➖ noise
22	datafusion:vortex-compact	+8.6%	+2.4%	+6.0%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	+15.0%	+2.4%	+12.3%	+10.0%	🚨 regression
22	duckdb:duckdb	+8.9%	+2.4%	+6.4%	+13.9%	➖ noise
22	duckdb:vortex-compact	+10.3%	+2.4%	+7.7%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	+4.0%	+2.4%	+1.6%	+10.0%	➖ noise

[github-actions]

File Sizes: TPC-H SF=10 on NVME

No file size changes detected.

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -6.9%
Vortex (geomean): 0.915x ➖
Parquet (geomean): 0.983x ➖
Shifts: Parquet (control) -1.7% · Median polish -2.6%

---

duckdb / vortex-file-compressed (0.938x ➖, 1↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	10931632	11274656	0.97
statpopgen_q01/duckdb:vortex-file-compressed 🚀	19096391	27947430	0.68
statpopgen_q02/duckdb:vortex-file-compressed	1297576736	1341013794	0.97
statpopgen_q03/duckdb:vortex-file-compressed	3078168030	3115847793	0.99
statpopgen_q04/duckdb:vortex-file-compressed	3131883253	3158402386	0.99
statpopgen_q05/duckdb:vortex-file-compressed	1404513556	1444882844	0.97
statpopgen_q06/duckdb:vortex-file-compressed	2068421658	2111454729	0.98
statpopgen_q07/duckdb:vortex-file-compressed	218217563	233617955	0.93
statpopgen_q08/duckdb:vortex-file-compressed	237651251	240459530	0.99
statpopgen_q09/duckdb:vortex-file-compressed	2873840775	3025086931	0.95
statpopgen_q10/duckdb:vortex-file-compressed	4572136515	4853293979	0.94

duckdb / vortex-compact (0.893x ✅, 1↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	10701202	11315662	0.95
statpopgen_q01/duckdb:vortex-compact 🚀	71448799	171929414	0.42
statpopgen_q02/duckdb:vortex-compact	1800358116	1855980153	0.97
statpopgen_q03/duckdb:vortex-compact	3483398766	3585762317	0.97
statpopgen_q04/duckdb:vortex-compact	3532588407	3656451435	0.97
statpopgen_q05/duckdb:vortex-compact	1851589217	1896499978	0.98
statpopgen_q06/duckdb:vortex-compact	2650352646	2730473643	0.97
statpopgen_q07/duckdb:vortex-compact	907994335	943806885	0.96
statpopgen_q08/duckdb:vortex-compact	943394431	979167196	0.96
statpopgen_q09/duckdb:vortex-compact	3317782907	3508237135	0.95
statpopgen_q10/duckdb:vortex-compact	5379450252	5561526951	0.97

duckdb / parquet (0.983x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	315698674	324714908	0.97
statpopgen_q01/duckdb:parquet	403806536	411359962	0.98
statpopgen_q02/duckdb:parquet	1010004079	997784105	1.01
statpopgen_q03/duckdb:parquet	1514770764	1539424061	0.98
statpopgen_q04/duckdb:parquet	1517781196	1553925733	0.98
statpopgen_q05/duckdb:parquet	1017636486	1014977504	1.00
statpopgen_q06/duckdb:parquet	1480177012	1518828606	0.97
statpopgen_q07/duckdb:parquet	1880549528	1941973861	0.97
statpopgen_q08/duckdb:parquet	1901574552	1936131751	0.98
statpopgen_q09/duckdb:parquet	1386424391	1393507137	0.99
statpopgen_q10/duckdb:parquet	2662864943	2763496683	0.96

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	-5.4%	-2.8%	-2.7%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-3.0%	-2.8%	-0.3%	+10.0%	➖ noise
1	duckdb:vortex-compact	-58.4%	-1.8%	-57.7%	+72.7%	✅ faster
1	duckdb:vortex-file-compressed	-31.7%	-1.8%	-30.4%	+202.5%	➖ noise
2	duckdb:vortex-compact	-3.0%	+1.2%	-4.2%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-3.2%	+1.2%	-4.4%	+10.0%	➖ noise
3	duckdb:vortex-compact	-2.9%	-1.6%	-1.3%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-1.2%	-1.6%	+0.4%	+10.0%	➖ noise
4	duckdb:vortex-compact	-3.4%	-2.3%	-1.1%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-0.8%	-2.3%	+1.5%	+10.0%	➖ noise
5	duckdb:vortex-compact	-2.4%	+0.3%	-2.6%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-2.8%	+0.3%	-3.0%	+10.0%	➖ noise
6	duckdb:vortex-compact	-2.9%	-2.5%	-0.4%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-2.0%	-2.5%	+0.5%	+10.0%	➖ noise
7	duckdb:vortex-compact	-3.8%	-3.2%	-0.7%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-6.6%	-3.2%	-3.5%	+10.0%	➖ noise
8	duckdb:vortex-compact	-3.7%	-1.8%	-1.9%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-1.2%	-1.8%	+0.6%	+10.0%	➖ noise
9	duckdb:vortex-compact	-5.4%	-0.5%	-4.9%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-5.0%	-0.5%	-4.5%	+10.0%	➖ noise
10	duckdb:vortex-compact	-3.3%	-3.6%	+0.4%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-5.8%	-3.6%	-2.2%	+10.0%	➖ noise

[github-actions]

File Sizes: Statistical and Population Genetics

No file size changes detected.

[github-actions]

Benchmarks: Clickbench on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.7%
Vortex (geomean): 1.002x ➖
Parquet (geomean): 1.004x ➖
Shifts: Parquet (control) +0.4% · Median polish +0.5%

---

datafusion / vortex-file-compressed (1.013x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed	1911261	1882746	1.02
clickbench_q01/datafusion:vortex-file-compressed 🚨	19132756	13772947	1.39
clickbench_q02/datafusion:vortex-file-compressed	35435886	34575246	1.02
clickbench_q03/datafusion:vortex-file-compressed	38081527	38160445	1.00
clickbench_q04/datafusion:vortex-file-compressed	304610681	302609952	1.01
clickbench_q05/datafusion:vortex-file-compressed	314540084	310212428	1.01
clickbench_q06/datafusion:vortex-file-compressed	1864443	1881583	0.99
clickbench_q07/datafusion:vortex-file-compressed	17146406	18052888	0.95
clickbench_q08/datafusion:vortex-file-compressed	384091506	380923525	1.01
clickbench_q09/datafusion:vortex-file-compressed	552646212	551890876	1.00
clickbench_q10/datafusion:vortex-file-compressed	70393097	71853024	0.98
clickbench_q11/datafusion:vortex-file-compressed	83862607	79847366	1.05
clickbench_q12/datafusion:vortex-file-compressed	271736557	270890647	1.00
clickbench_q13/datafusion:vortex-file-compressed	402454406	402448716	1.00
clickbench_q14/datafusion:vortex-file-compressed	255981251	251604747	1.02
clickbench_q15/datafusion:vortex-file-compressed	355889627	358684748	0.99
clickbench_q16/datafusion:vortex-file-compressed	688872912	689877723	1.00
clickbench_q17/datafusion:vortex-file-compressed	689555166	684719571	1.01
clickbench_q18/datafusion:vortex-file-compressed	1391661233	1327578667	1.05
clickbench_q19/datafusion:vortex-file-compressed	22694335	23882271	0.95
clickbench_q20/datafusion:vortex-file-compressed	355420270	355261092	1.00
clickbench_q21/datafusion:vortex-file-compressed	405089771	399124590	1.01
clickbench_q22/datafusion:vortex-file-compressed	483989989	480759449	1.01
clickbench_q23/datafusion:vortex-file-compressed	698138808	670651295	1.04
clickbench_q24/datafusion:vortex-file-compressed	45329052	45376544	1.00
clickbench_q25/datafusion:vortex-file-compressed	68428156	71652449	0.96
clickbench_q26/datafusion:vortex-file-compressed	47391261	46851433	1.01
clickbench_q27/datafusion:vortex-file-compressed	793713754	801332616	0.99
clickbench_q28/datafusion:vortex-file-compressed	6661522585	6906346871	0.96
clickbench_q29/datafusion:vortex-file-compressed	252514324	239420531	1.05
clickbench_q30/datafusion:vortex-file-compressed	223581429	224506320	1.00
clickbench_q31/datafusion:vortex-file-compressed	268570539	263948895	1.02
clickbench_q32/datafusion:vortex-file-compressed	1225300800	1131841649	1.08
clickbench_q33/datafusion:vortex-file-compressed	1411749776	1383238194	1.02
clickbench_q34/datafusion:vortex-file-compressed	1415595016	1376242384	1.03
clickbench_q35/datafusion:vortex-file-compressed	516638318	504646516	1.02
clickbench_q36/datafusion:vortex-file-compressed	77164968	80463384	0.96
clickbench_q37/datafusion:vortex-file-compressed	38611556	39977674	0.97
clickbench_q38/datafusion:vortex-file-compressed	22538661	22663764	0.99
clickbench_q39/datafusion:vortex-file-compressed	149653127	145481316	1.03
clickbench_q40/datafusion:vortex-file-compressed	18750001	17312691	1.08
clickbench_q41/datafusion:vortex-file-compressed	16418268	17606521	0.93
clickbench_q42/datafusion:vortex-file-compressed	18225673	17889036	1.02

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

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet	1792828	1772198	1.01
clickbench_q01/datafusion:parquet	20784110	19706107	1.05
clickbench_q02/datafusion:parquet	54594789	55350651	0.99
clickbench_q03/datafusion:parquet	43141677	43395991	0.99
clickbench_q04/datafusion:parquet	322709774	340613409	0.95
clickbench_q05/datafusion:parquet	367143531	373202188	0.98
clickbench_q06/datafusion:parquet	1754436	1725579	1.02
clickbench_q07/datafusion:parquet	24660129	25924556	0.95
clickbench_q08/datafusion:parquet	406447096	402491717	1.01
clickbench_q09/datafusion:parquet	637182086	631017531	1.01
clickbench_q10/datafusion:parquet	110763102	108308008	1.02
clickbench_q11/datafusion:parquet	135615686	135247110	1.00
clickbench_q12/datafusion:parquet	355987508	354960083	1.00
clickbench_q13/datafusion:parquet	502346727	502253484	1.00
clickbench_q14/datafusion:parquet	356881690	355315161	1.00
clickbench_q15/datafusion:parquet	372472244	372218926	1.00
clickbench_q16/datafusion:parquet	726450789	680921744	1.07
clickbench_q17/datafusion:parquet	686718294	671720226	1.02
clickbench_q18/datafusion:parquet	1389654323	1410776691	0.99
clickbench_q19/datafusion:parquet	32883501	33193691	0.99
clickbench_q20/datafusion:parquet	595927510	594348195	1.00
clickbench_q21/datafusion:parquet	669035625	644940311	1.04
clickbench_q22/datafusion:parquet	933833151	951063506	0.98
clickbench_q23/datafusion:parquet	3611875271	3547511373	1.02
clickbench_q24/datafusion:parquet	86085266	87977393	0.98
clickbench_q25/datafusion:parquet	136216965	137690318	0.99
clickbench_q26/datafusion:parquet	85070568	84409008	1.01
clickbench_q27/datafusion:parquet	1038075431	1027824292	1.01
clickbench_q28/datafusion:parquet	6701846310	6313511948	1.06
clickbench_q29/datafusion:parquet	248579366	247075554	1.01
clickbench_q30/datafusion:parquet	362935163	355111329	1.02
clickbench_q31/datafusion:parquet	391583164	386563394	1.01
clickbench_q32/datafusion:parquet	1176244801	1255166795	0.94
clickbench_q33/datafusion:parquet	1510619274	1508080005	1.00
clickbench_q34/datafusion:parquet	1513024355	1518014309	1.00
clickbench_q35/datafusion:parquet	527726119	523732002	1.01
clickbench_q36/datafusion:parquet	142238800	142180180	1.00
clickbench_q37/datafusion:parquet	61943707	60216655	1.03
clickbench_q38/datafusion:parquet	92198812	89780727	1.03
clickbench_q39/datafusion:parquet	276391519	267488266	1.03
clickbench_q40/datafusion:parquet	33181299	35285033	0.94
clickbench_q41/datafusion:parquet	31762109	29705026	1.07
clickbench_q42/datafusion:parquet	31251166	31320047	1.00

duckdb / vortex-file-compressed (0.991x ➖, 1↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed	5903492	6026359	0.98
clickbench_q01/duckdb:vortex-file-compressed	13525928	14446733	0.94
clickbench_q02/duckdb:vortex-file-compressed	26099323	25651808	1.02
clickbench_q03/duckdb:vortex-file-compressed	29016570	29335706	0.99
clickbench_q04/duckdb:vortex-file-compressed	181855823	182284305	1.00
clickbench_q05/duckdb:vortex-file-compressed	198701355	194381309	1.02
clickbench_q06/duckdb:vortex-file-compressed	18461905	17501823	1.05
clickbench_q07/duckdb:vortex-file-compressed	14821302	15455836	0.96
clickbench_q08/duckdb:vortex-file-compressed	267246921	264954879	1.01
clickbench_q09/duckdb:vortex-file-compressed	352939567	344729609	1.02
clickbench_q10/duckdb:vortex-file-compressed	72584114	70877479	1.02
clickbench_q11/duckdb:vortex-file-compressed	82757715	80002803	1.03
clickbench_q12/duckdb:vortex-file-compressed	222046656	219157862	1.01
clickbench_q13/duckdb:vortex-file-compressed	434623561	428949685	1.01
clickbench_q14/duckdb:vortex-file-compressed	248503083	239105446	1.04
clickbench_q15/duckdb:vortex-file-compressed	219358846	219557674	1.00
clickbench_q16/duckdb:vortex-file-compressed	714515105	727363891	0.98
clickbench_q17/duckdb:vortex-file-compressed	547130849	605331912	0.90
clickbench_q18/duckdb:vortex-file-compressed	1175248062	1231305870	0.95
clickbench_q19/duckdb:vortex-file-compressed	20618513	21279678	0.97
clickbench_q20/duckdb:vortex-file-compressed	380333802	371840205	1.02
clickbench_q21/duckdb:vortex-file-compressed	409415421	402468197	1.02
clickbench_q22/duckdb:vortex-file-compressed	536786910	549557406	0.98
clickbench_q23/duckdb:vortex-file-compressed 🚀	1143007263	1704839924	0.67
clickbench_q24/duckdb:vortex-file-compressed 🚨	51807780	45156885	1.15
clickbench_q25/duckdb:vortex-file-compressed	73020201	77017747	0.95
clickbench_q26/duckdb:vortex-file-compressed	46954069	43947699	1.07
clickbench_q27/duckdb:vortex-file-compressed	494703128	492254340	1.00
clickbench_q28/duckdb:vortex-file-compressed	2992609098	2991049406	1.00
clickbench_q29/duckdb:vortex-file-compressed	29577916	29098389	1.02
clickbench_q30/duckdb:vortex-file-compressed	179881040	181039155	0.99
clickbench_q31/duckdb:vortex-file-compressed	260675552	259778429	1.00
clickbench_q32/duckdb:vortex-file-compressed	1430904741	1424997385	1.00
clickbench_q33/duckdb:vortex-file-compressed	1602795991	1466072435	1.09
clickbench_q34/duckdb:vortex-file-compressed	1630362399	1564192413	1.04
clickbench_q35/duckdb:vortex-file-compressed	371280017	376175317	0.99
clickbench_q36/duckdb:vortex-file-compressed	29752300	30862761	0.96
clickbench_q37/duckdb:vortex-file-compressed	22072859	22974094	0.96
clickbench_q38/duckdb:vortex-file-compressed	23158362	23926756	0.97
clickbench_q39/duckdb:vortex-file-compressed	44495952	44176128	1.01
clickbench_q40/duckdb:vortex-file-compressed	21723584	22670911	0.96
clickbench_q41/duckdb:vortex-file-compressed	20992144	22420163	0.94
clickbench_q42/duckdb:vortex-file-compressed	23536802	23243026	1.01

duckdb / parquet (1.004x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet	223566846	216068014	1.03
clickbench_q01/duckdb:parquet	49776941	51764274	0.96
clickbench_q02/duckdb:parquet	65536667	65849787	1.00
clickbench_q03/duckdb:parquet	63469217	64053861	0.99
clickbench_q04/duckdb:parquet	206088440	204278932	1.01
clickbench_q05/duckdb:parquet	282438937	274677782	1.03
clickbench_q06/duckdb:parquet	59586210	60113627	0.99
clickbench_q07/duckdb:parquet	53156500	51176226	1.04
clickbench_q08/duckdb:parquet	268477425	269950105	0.99
clickbench_q09/duckdb:parquet	395779094	395189050	1.00
clickbench_q10/duckdb:parquet	97497122	94491694	1.03
clickbench_q11/duckdb:parquet	106974966	106974341	1.00
clickbench_q12/duckdb:parquet	294925892	296627745	0.99
clickbench_q13/duckdb:parquet	512384690	508830626	1.01
clickbench_q14/duckdb:parquet	328198008	331633418	0.99
clickbench_q15/duckdb:parquet	243204739	241225446	1.01
clickbench_q16/duckdb:parquet	613715859	612611139	1.00
clickbench_q17/duckdb:parquet	507264020	505058895	1.00
clickbench_q18/duckdb:parquet	1048296973	1039349649	1.01
clickbench_q19/duckdb:parquet	49287143	49441135	1.00
clickbench_q20/duckdb:parquet	430517382	434575780	0.99
clickbench_q21/duckdb:parquet	558231753	561099105	0.99
clickbench_q22/duckdb:parquet	935782960	922764707	1.01
clickbench_q23/duckdb:parquet	320017675	310077822	1.03
clickbench_q24/duckdb:parquet	78483831	79265530	0.99
clickbench_q25/duckdb:parquet	141317942	140905557	1.00
clickbench_q26/duckdb:parquet	52517488	54215432	0.97
clickbench_q27/duckdb:parquet	643439700	643802958	1.00
clickbench_q28/duckdb:parquet	4858831868	4830511117	1.01
clickbench_q29/duckdb:parquet	61645640	60260078	1.02
clickbench_q30/duckdb:parquet	308815775	307236427	1.01
clickbench_q31/duckdb:parquet	349631194	346375862	1.01
clickbench_q32/duckdb:parquet	1165061370	1125139058	1.04
clickbench_q33/duckdb:parquet	1247156055	1231962992	1.01
clickbench_q34/duckdb:parquet	1267939039	1267203134	1.00
clickbench_q35/duckdb:parquet	355061514	353537811	1.00
clickbench_q36/duckdb:parquet	64396828	63512654	1.01
clickbench_q37/duckdb:parquet	54427140	53465425	1.02
clickbench_q38/duckdb:parquet	59121524	59510417	0.99
clickbench_q39/duckdb:parquet	98012722	102109510	0.96
clickbench_q40/duckdb:parquet	56736740	55427868	1.02
clickbench_q41/duckdb:parquet	59279826	58264136	1.02
clickbench_q42/duckdb:parquet	50161120	51896917	0.97

duckdb / duckdb (1.032x ➖, 0↑ 6↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb 🚨	20818274	17280170	1.20
clickbench_q01/duckdb:duckdb 🚨	36231529	32465230	1.12
clickbench_q02/duckdb:duckdb	48238347	46008318	1.05
clickbench_q03/duckdb:duckdb	50007517	46925746	1.07
clickbench_q04/duckdb:duckdb	224929367	226718261	0.99
clickbench_q05/duckdb:duckdb	322213212	336287071	0.96
clickbench_q06/duckdb:duckdb 🚨	38203682	28189538	1.36
clickbench_q07/duckdb:duckdb 🚨	38654239	34957758	1.11
clickbench_q08/duckdb:duckdb	308662490	325409243	0.95
clickbench_q09/duckdb:duckdb	461023542	498161815	0.93
clickbench_q10/duckdb:duckdb	99169273	97072035	1.02
clickbench_q11/duckdb:duckdb	109100170	106516763	1.02
clickbench_q12/duckdb:duckdb	291289799	309903730	0.94
clickbench_q13/duckdb:duckdb	533696088	553186159	0.96
clickbench_q14/duckdb:duckdb	348292895	365139474	0.95
clickbench_q15/duckdb:duckdb	258187136	267037783	0.97
clickbench_q16/duckdb:duckdb	688469442	703085196	0.98
clickbench_q17/duckdb:duckdb	582433520	591539641	0.98
clickbench_q18/duckdb:duckdb	1259499238	1276238846	0.99
clickbench_q19/duckdb:duckdb	37635457	34285939	1.10
clickbench_q20/duckdb:duckdb	919628463	1003751038	0.92
clickbench_q21/duckdb:duckdb	984701132	975737126	1.01
clickbench_q22/duckdb:duckdb	1153656898	1099437068	1.05
clickbench_q23/duckdb:duckdb	254354536	254138145	1.00
clickbench_q24/duckdb:duckdb	63537509	60199133	1.06
clickbench_q25/duckdb:duckdb	126993108	122702746	1.03
clickbench_q26/duckdb:duckdb	59441588	55897524	1.06
clickbench_q27/duckdb:duckdb	1003819461	1029642536	0.97
clickbench_q28/duckdb:duckdb	4649534106	4633216577	1.00
clickbench_q29/duckdb:duckdb	51950137	48945038	1.06
clickbench_q30/duckdb:duckdb	286437062	283633262	1.01
clickbench_q31/duckdb:duckdb	399252305	405936840	0.98
clickbench_q32/duckdb:duckdb	1429561918	1468544349	0.97
clickbench_q33/duckdb:duckdb	2025742790	1895587365	1.07
clickbench_q34/duckdb:duckdb 🚨	2181765040	1974968228	1.10
clickbench_q35/duckdb:duckdb	265995467	265117087	1.00
clickbench_q36/duckdb:duckdb 🚨	41630895	37399655	1.11
clickbench_q37/duckdb:duckdb	34276524	31325482	1.09
clickbench_q38/duckdb:duckdb	33048357	30803826	1.07
clickbench_q39/duckdb:duckdb	62997918	63788846	0.99
clickbench_q40/duckdb:duckdb	34270912	31563590	1.09
clickbench_q41/duckdb:duckdb	32857259	29909628	1.10
clickbench_q42/duckdb:duckdb	34228325	31412172	1.09

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+1.5%	+2.3%	-0.8%	+558.9%	➖ noise
0	duckdb:duckdb	+20.5%	+2.3%	+17.8%	+258.6%	➖ noise
0	duckdb:vortex-file-compressed	-2.0%	+2.3%	-4.3%	+300.0%	➖ noise
1	datafusion:vortex-file-compressed	+38.9%	+0.7%	+37.9%	+59.4%	➖ noise
1	duckdb:duckdb	+11.6%	+0.7%	+10.8%	+65.2%	➖ noise
1	duckdb:vortex-file-compressed	-6.4%	+0.7%	-7.0%	+14.5%	➖ noise
2	datafusion:vortex-file-compressed	+2.5%	-0.9%	+3.4%	+103.6%	➖ noise
2	duckdb:duckdb	+4.8%	-0.9%	+5.8%	+25.2%	➖ noise
2	duckdb:vortex-file-compressed	+1.7%	-0.9%	+2.7%	+15.0%	➖ noise
3	datafusion:vortex-file-compressed	-0.2%	-0.7%	+0.5%	+168.5%	➖ noise
3	duckdb:duckdb	+6.6%	-0.7%	+7.4%	+57.3%	➖ noise
3	duckdb:vortex-file-compressed	-1.1%	-0.7%	-0.3%	+29.5%	➖ noise
4	datafusion:vortex-file-compressed	+0.7%	-2.2%	+3.0%	+10.0%	➖ noise
4	duckdb:duckdb	-0.8%	-2.2%	+1.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-0.2%	-2.2%	+2.0%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+1.4%	+0.6%	+0.8%	+10.8%	➖ noise
5	duckdb:duckdb	-4.2%	+0.6%	-4.7%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+2.2%	+0.6%	+1.6%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-0.9%	+0.4%	-1.3%	+41.4%	➖ noise
6	duckdb:duckdb	+35.5%	+0.4%	+35.0%	+29.8%	🚨 regression
6	duckdb:vortex-file-compressed	+5.5%	+0.4%	+5.1%	+18.4%	➖ noise
7	datafusion:vortex-file-compressed	-5.0%	-0.6%	-4.4%	+10.9%	➖ noise
7	duckdb:duckdb	+10.6%	-0.6%	+11.2%	+11.5%	➖ noise
7	duckdb:vortex-file-compressed	-4.1%	-0.6%	-3.5%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+0.8%	+0.2%	+0.6%	+10.0%	➖ noise
8	duckdb:duckdb	-5.1%	+0.2%	-5.4%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+0.9%	+0.2%	+0.6%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+0.1%	+0.6%	-0.4%	+10.0%	➖ noise
9	duckdb:duckdb	-7.5%	+0.6%	-8.0%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+2.4%	+0.6%	+1.8%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-2.0%	+2.7%	-4.6%	+10.0%	➖ noise
10	duckdb:duckdb	+2.2%	+2.7%	-0.5%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+2.4%	+2.7%	-0.3%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+5.0%	+0.1%	+4.9%	+10.0%	➖ noise
11	duckdb:duckdb	+2.4%	+0.1%	+2.3%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	+3.4%	+0.1%	+3.3%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	+0.3%	-0.1%	+0.5%	+10.0%	➖ noise
12	duckdb:duckdb	-6.0%	-0.1%	-5.9%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	+1.3%	-0.1%	+1.5%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	+0.0%	+0.4%	-0.4%	+10.0%	➖ noise
13	duckdb:duckdb	-3.5%	+0.4%	-3.9%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+1.3%	+0.4%	+1.0%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	+1.7%	-0.3%	+2.0%	+10.0%	➖ noise
14	duckdb:duckdb	-4.6%	-0.3%	-4.3%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	+3.9%	-0.3%	+4.2%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	-0.8%	+0.4%	-1.2%	+10.0%	➖ noise
15	duckdb:duckdb	-3.3%	+0.4%	-3.7%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-0.1%	+0.4%	-0.5%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-0.1%	+3.4%	-3.4%	+10.0%	➖ noise
16	duckdb:duckdb	-2.1%	+3.4%	-5.3%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	-1.8%	+3.4%	-5.0%	+13.9%	➖ noise
17	datafusion:vortex-file-compressed	+0.7%	+1.3%	-0.6%	+10.0%	➖ noise
17	duckdb:duckdb	-1.5%	+1.3%	-2.8%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-9.6%	+1.3%	-10.8%	+11.2%	✅ faster
18	datafusion:vortex-file-compressed	+4.8%	-0.3%	+5.2%	+10.0%	➖ noise
18	duckdb:duckdb	-1.3%	-0.3%	-1.0%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-4.6%	-0.3%	-4.2%	+12.8%	➖ noise
19	datafusion:vortex-file-compressed	-5.0%	-0.6%	-4.4%	+13.2%	➖ noise
19	duckdb:duckdb	+9.8%	-0.6%	+10.5%	+10.8%	➖ noise
19	duckdb:vortex-file-compressed	-3.1%	-0.6%	-2.5%	+31.3%	➖ noise
20	datafusion:vortex-file-compressed	+0.0%	-0.3%	+0.4%	+196.0%	➖ noise
20	duckdb:duckdb	-8.4%	-0.3%	-8.1%	+27.4%	➖ noise
20	duckdb:vortex-file-compressed	+2.3%	-0.3%	+2.6%	+11.1%	➖ noise
21	datafusion:vortex-file-compressed	+1.5%	+1.6%	-0.1%	+10.0%	➖ noise
21	duckdb:duckdb	+0.9%	+1.6%	-0.7%	+12.6%	➖ noise
21	duckdb:vortex-file-compressed	+1.7%	+1.6%	+0.1%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	+0.7%	-0.2%	+0.9%	+11.5%	➖ noise
22	duckdb:duckdb	+4.9%	-0.2%	+5.2%	+14.4%	➖ noise
22	duckdb:vortex-file-compressed	-2.3%	-0.2%	-2.1%	+17.0%	➖ noise
23	datafusion:vortex-file-compressed	+4.1%	+2.5%	+1.6%	+45.1%	➖ noise
23	duckdb:duckdb	+0.1%	+2.5%	-2.4%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	-33.0%	+2.5%	-34.6%	+10.0%	✅ faster
24	datafusion:vortex-file-compressed	-0.1%	-1.6%	+1.5%	+17.6%	➖ noise
24	duckdb:duckdb	+5.5%	-1.6%	+7.2%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+14.7%	-1.6%	+16.6%	+28.0%	➖ noise
25	datafusion:vortex-file-compressed	-4.5%	-0.4%	-4.1%	+10.0%	➖ noise
25	duckdb:duckdb	+3.5%	-0.4%	+3.9%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	-5.2%	-0.4%	-4.8%	+17.8%	➖ noise
26	datafusion:vortex-file-compressed	+1.2%	-1.2%	+2.4%	+22.9%	➖ noise
26	duckdb:duckdb	+6.3%	-1.2%	+7.6%	+17.0%	➖ noise
26	duckdb:vortex-file-compressed	+6.8%	-1.2%	+8.1%	+42.1%	➖ noise
27	datafusion:vortex-file-compressed	-1.0%	+0.5%	-1.4%	+10.0%	➖ noise
27	duckdb:duckdb	-2.5%	+0.5%	-3.0%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	+0.5%	+0.5%	+0.0%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	-3.5%	+3.3%	-6.7%	+10.0%	➖ noise
28	duckdb:duckdb	+0.4%	+3.3%	-2.9%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	+0.1%	+3.3%	-3.2%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	+5.5%	+1.5%	+4.0%	+10.0%	➖ noise
29	duckdb:duckdb	+6.1%	+1.5%	+4.6%	+11.5%	➖ noise
29	duckdb:vortex-file-compressed	+1.6%	+1.5%	+0.2%	+11.3%	➖ noise
30	datafusion:vortex-file-compressed	-0.4%	+1.4%	-1.7%	+10.0%	➖ noise
30	duckdb:duckdb	+1.0%	+1.4%	-0.4%	+10.0%	➖ noise
30	duckdb:vortex-file-compressed	-0.6%	+1.4%	-2.0%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	+1.8%	+1.1%	+0.6%	+10.0%	➖ noise
31	duckdb:duckdb	-1.6%	+1.1%	-2.7%	+10.0%	➖ noise
31	duckdb:vortex-file-compressed	+0.3%	+1.1%	-0.8%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	+8.3%	-1.5%	+9.9%	+15.0%	➖ noise
32	duckdb:duckdb	-2.7%	-1.5%	-1.2%	+10.0%	➖ noise
32	duckdb:vortex-file-compressed	+0.4%	-1.5%	+1.9%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	+2.1%	+0.7%	+1.4%	+16.9%	➖ noise
33	duckdb:duckdb	+6.9%	+0.7%	+6.1%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	+9.3%	+0.7%	+8.6%	+10.0%	➖ noise
34	datafusion:vortex-file-compressed	+2.9%	-0.1%	+3.0%	+10.0%	➖ noise
34	duckdb:duckdb	+10.5%	-0.1%	+10.6%	+10.0%	🚨 regression
34	duckdb:vortex-file-compressed	+4.2%	-0.1%	+4.4%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	+2.4%	+0.6%	+1.8%	+10.0%	➖ noise
35	duckdb:duckdb	+0.3%	+0.6%	-0.3%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	-1.3%	+0.6%	-1.9%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	-4.1%	+0.7%	-4.8%	+10.0%	➖ noise
36	duckdb:duckdb	+11.3%	+0.7%	+10.5%	+10.0%	🚨 regression
36	duckdb:vortex-file-compressed	-3.6%	+0.7%	-4.3%	+10.6%	➖ noise
37	datafusion:vortex-file-compressed	-3.4%	+2.3%	-5.6%	+10.0%	➖ noise
37	duckdb:duckdb	+9.4%	+2.3%	+6.9%	+10.0%	➖ noise
37	duckdb:vortex-file-compressed	-3.9%	+2.3%	-6.1%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	-0.6%	+1.0%	-1.5%	+12.0%	➖ noise
38	duckdb:duckdb	+7.3%	+1.0%	+6.2%	+10.0%	➖ noise
38	duckdb:vortex-file-compressed	-3.2%	+1.0%	-4.2%	+10.0%	➖ noise
39	datafusion:vortex-file-compressed	+2.9%	-0.4%	+3.3%	+10.0%	➖ noise
39	duckdb:duckdb	-1.2%	-0.4%	-0.8%	+22.7%	➖ noise
39	duckdb:vortex-file-compressed	+0.7%	-0.4%	+1.1%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	+8.3%	-1.9%	+10.4%	+10.7%	➖ noise
40	duckdb:duckdb	+8.6%	-1.9%	+10.7%	+10.0%	🚨 regression
40	duckdb:vortex-file-compressed	-4.2%	-1.9%	-2.3%	+10.3%	➖ noise
41	datafusion:vortex-file-compressed	-6.7%	+4.3%	-10.6%	+10.7%	✅ faster
41	duckdb:duckdb	+9.9%	+4.3%	+5.3%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	-6.4%	+4.3%	-10.2%	+10.0%	✅ faster
42	datafusion:vortex-file-compressed	+1.9%	-1.8%	+3.7%	+10.0%	➖ noise
42	duckdb:duckdb	+9.0%	-1.8%	+11.0%	+10.0%	🚨 regression
42	duckdb:vortex-file-compressed	+1.3%	-1.8%	+3.1%	+10.0%	➖ noise

[github-actions]

File Sizes: Clickbench on NVME

File Size Changes (101 files changed, -33.3% overall, 0↑ 101↓)

File	Scale	Format	Base	HEAD	Change	%
hits_6.vortex	1.0	vortex-compact	62.94 MB	0 B	62.94 MB	-100.0%
hits_64.vortex	1.0	vortex-compact	53.69 MB	0 B	53.69 MB	-100.0%
hits_39.vortex	1.0	vortex-compact	49.56 MB	0 B	49.56 MB	-100.0%
hits_45.vortex	1.0	vortex-compact	75.68 MB	0 B	75.68 MB	-100.0%
hits_11.vortex	1.0	vortex-compact	54.10 MB	0 B	54.10 MB	-100.0%
hits_52.vortex	1.0	vortex-compact	63.41 MB	0 B	63.41 MB	-100.0%
hits_95.vortex	1.0	vortex-compact	57.43 MB	0 B	57.43 MB	-100.0%
hits_41.vortex	1.0	vortex-compact	165.44 MB	0 B	165.44 MB	-100.0%
hits_33.vortex	1.0	vortex-compact	35.72 MB	0 B	35.72 MB	-100.0%
hits_97.vortex	1.0	vortex-compact	68.90 MB	0 B	68.90 MB	-100.0%
hits_0.vortex	1.0	vortex-compact	58.38 MB	0 B	58.38 MB	-100.0%
hits_72.vortex	1.0	vortex-compact	51.54 MB	0 B	51.54 MB	-100.0%
hits_99.vortex	1.0	vortex-compact	77.04 MB	0 B	77.04 MB	-100.0%
hits_37.vortex	1.0	vortex-compact	53.60 MB	0 B	53.60 MB	-100.0%
hits_71.vortex	1.0	vortex-compact	69.03 MB	0 B	69.03 MB	-100.0%
hits_70.vortex	1.0	vortex-compact	61.06 MB	0 B	61.06 MB	-100.0%
hits_85.vortex	1.0	vortex-compact	52.51 MB	0 B	52.51 MB	-100.0%
hits_10.vortex	1.0	vortex-compact	48.67 MB	0 B	48.67 MB	-100.0%
hits_88.vortex	1.0	vortex-compact	73.07 MB	0 B	73.07 MB	-100.0%
hits_2.vortex	1.0	vortex-compact	129.05 MB	0 B	129.05 MB	-100.0%
hits_42.vortex	1.0	vortex-compact	163.89 MB	0 B	163.89 MB	-100.0%
hits_96.vortex	1.0	vortex-compact	90.83 MB	0 B	90.83 MB	-100.0%
hits_36.vortex	1.0	vortex-compact	48.68 MB	0 B	48.68 MB	-100.0%
hits_78.vortex	1.0	vortex-compact	97.53 MB	0 B	97.53 MB	-100.0%
hits_59.vortex	1.0	vortex-compact	65.96 MB	0 B	65.96 MB	-100.0%
duckdb.db	1.0	vortex-compact	268.00 KB	0 B	268.00 KB	-100.0%
hits_30.vortex	1.0	vortex-compact	58.49 MB	0 B	58.49 MB	-100.0%
hits_29.vortex	1.0	vortex-compact	36.38 MB	0 B	36.38 MB	-100.0%
hits_13.vortex	1.0	vortex-compact	67.72 MB	0 B	67.72 MB	-100.0%
hits_25.vortex	1.0	vortex-compact	72.86 MB	0 B	72.86 MB	-100.0%
hits_4.vortex	1.0	vortex-compact	71.53 MB	0 B	71.53 MB	-100.0%
hits_98.vortex	1.0	vortex-compact	72.43 MB	0 B	72.43 MB	-100.0%
hits_31.vortex	1.0	vortex-compact	55.28 MB	0 B	55.28 MB	-100.0%
hits_73.vortex	1.0	vortex-compact	69.77 MB	0 B	69.77 MB	-100.0%
hits_18.vortex	1.0	vortex-compact	64.03 MB	0 B	64.03 MB	-100.0%
hits_47.vortex	1.0	vortex-compact	18.06 MB	0 B	18.06 MB	-100.0%
hits_83.vortex	1.0	vortex-compact	52.30 MB	0 B	52.30 MB	-100.0%
hits_9.vortex	1.0	vortex-compact	65.45 MB	0 B	65.45 MB	-100.0%
hits_53.vortex	1.0	vortex-compact	58.85 MB	0 B	58.85 MB	-100.0%
hits_49.vortex	1.0	vortex-compact	50.27 MB	0 B	50.27 MB	-100.0%
hits_26.vortex	1.0	vortex-compact	70.61 MB	0 B	70.61 MB	-100.0%
hits_16.vortex	1.0	vortex-compact	48.09 MB	0 B	48.09 MB	-100.0%
hits_21.vortex	1.0	vortex-compact	51.31 MB	0 B	51.31 MB	-100.0%
hits_27.vortex	1.0	vortex-compact	69.66 MB	0 B	69.66 MB	-100.0%
hits_89.vortex	1.0	vortex-compact	112.44 MB	0 B	112.44 MB	-100.0%
hits_40.vortex	1.0	vortex-compact	75.59 MB	0 B	75.59 MB	-100.0%
hits_38.vortex	1.0	vortex-compact	62.85 MB	0 B	62.85 MB	-100.0%
hits_60.vortex	1.0	vortex-compact	64.06 MB	0 B	64.06 MB	-100.0%
hits_44.vortex	1.0	vortex-compact	132.13 MB	0 B	132.13 MB	-100.0%
hits_32.vortex	1.0	vortex-compact	44.05 MB	0 B	44.05 MB	-100.0%
hits_7.vortex	1.0	vortex-compact	63.58 MB	0 B	63.58 MB	-100.0%
hits_81.vortex	1.0	vortex-compact	65.21 MB	0 B	65.21 MB	-100.0%
hits_87.vortex	1.0	vortex-compact	118.73 MB	0 B	118.73 MB	-100.0%
hits_17.vortex	1.0	vortex-compact	58.08 MB	0 B	58.08 MB	-100.0%
hits_56.vortex	1.0	vortex-compact	77.69 MB	0 B	77.69 MB	-100.0%
hits_3.vortex	1.0	vortex-compact	93.91 MB	0 B	93.91 MB	-100.0%
hits_22.vortex	1.0	vortex-compact	44.47 MB	0 B	44.47 MB	-100.0%
hits_74.vortex	1.0	vortex-compact	71.37 MB	0 B	71.37 MB	-100.0%
hits_8.vortex	1.0	vortex-compact	62.67 MB	0 B	62.67 MB	-100.0%
hits_65.vortex	1.0	vortex-compact	129.46 MB	0 B	129.46 MB	-100.0%
hits_35.vortex	1.0	vortex-compact	74.79 MB	0 B	74.79 MB	-100.0%
hits_77.vortex	1.0	vortex-compact	117.87 MB	0 B	117.87 MB	-100.0%
hits_91.vortex	1.0	vortex-compact	60.68 MB	0 B	60.68 MB	-100.0%
hits_14.vortex	1.0	vortex-compact	73.51 MB	0 B	73.51 MB	-100.0%
hits_75.vortex	1.0	vortex-compact	43.42 MB	0 B	43.42 MB	-100.0%
hits_82.vortex	1.0	vortex-compact	66.59 MB	0 B	66.59 MB	-100.0%
hits_19.vortex	1.0	vortex-compact	44.54 MB	0 B	44.54 MB	-100.0%
hits_12.vortex	1.0	vortex-compact	69.04 MB	0 B	69.04 MB	-100.0%
hits_58.vortex	1.0	vortex-compact	60.19 MB	0 B	60.19 MB	-100.0%
hits_1.vortex	1.0	vortex-compact	90.07 MB	0 B	90.07 MB	-100.0%
hits_50.vortex	1.0	vortex-compact	112.74 MB	0 B	112.74 MB	-100.0%
hits_54.vortex	1.0	vortex-compact	117.25 MB	0 B	117.25 MB	-100.0%
hits_92.vortex	1.0	vortex-compact	94.00 MB	0 B	94.00 MB	-100.0%
hits_93.vortex	1.0	vortex-compact	58.65 MB	0 B	58.65 MB	-100.0%
hits_80.vortex	1.0	vortex-compact	67.82 MB	0 B	67.82 MB	-100.0%
hits_34.vortex	1.0	vortex-compact	58.01 MB	0 B	58.01 MB	-100.0%
hits_79.vortex	1.0	vortex-compact	85.36 MB	0 B	85.36 MB	-100.0%
hits_84.vortex	1.0	vortex-compact	72.85 MB	0 B	72.85 MB	-100.0%
hits_67.vortex	1.0	vortex-compact	113.69 MB	0 B	113.69 MB	-100.0%
hits_63.vortex	1.0	vortex-compact	45.88 MB	0 B	45.88 MB	-100.0%
hits_20.vortex	1.0	vortex-compact	37.88 MB	0 B	37.88 MB	-100.0%
hits_43.vortex	1.0	vortex-compact	168.57 MB	0 B	168.57 MB	-100.0%
hits_69.vortex	1.0	vortex-compact	80.74 MB	0 B	80.74 MB	-100.0%
hits_55.vortex	1.0	vortex-compact	93.42 MB	0 B	93.42 MB	-100.0%
hits_28.vortex	1.0	vortex-compact	70.02 MB	0 B	70.02 MB	-100.0%
hits_24.vortex	1.0	vortex-compact	43.39 MB	0 B	43.39 MB	-100.0%
hits_90.vortex	1.0	vortex-compact	81.59 MB	0 B	81.59 MB	-100.0%
hits_62.vortex	1.0	vortex-compact	74.04 MB	0 B	74.04 MB	-100.0%
hits_68.vortex	1.0	vortex-compact	75.68 MB	0 B	75.68 MB	-100.0%
hits_66.vortex	1.0	vortex-compact	53.24 MB	0 B	53.24 MB	-100.0%
hits_51.vortex	1.0	vortex-compact	167.28 MB	0 B	167.28 MB	-100.0%
hits_76.vortex	1.0	vortex-compact	76.12 MB	0 B	76.12 MB	-100.0%
hits_57.vortex	1.0	vortex-compact	83.30 MB	0 B	83.30 MB	-100.0%
hits_15.vortex	1.0	vortex-compact	47.87 MB	0 B	47.87 MB	-100.0%
hits_94.vortex	1.0	vortex-compact	90.36 MB	0 B	90.36 MB	-100.0%
hits_23.vortex	1.0	vortex-compact	43.94 MB	0 B	43.94 MB	-100.0%
hits_48.vortex	1.0	vortex-compact	17.12 MB	0 B	17.12 MB	-100.0%
hits_86.vortex	1.0	vortex-compact	47.99 MB	0 B	47.99 MB	-100.0%
hits_61.vortex	1.0	vortex-compact	57.40 MB	0 B	57.40 MB	-100.0%
hits_46.vortex	1.0	vortex-compact	41.61 MB	0 B	41.61 MB	-100.0%
hits_5.vortex	1.0	vortex-compact	62.68 MB	0 B	62.68 MB	-100.0%

Totals:

• vortex-compact: 7.03 GB → 0 B (-100.0%)
• vortex-file-compressed: 14.08 GB → 14.08 GB (0.0%)

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -7.0%
Vortex (geomean): 1.003x ➖
Parquet (geomean): 1.079x ➖
Shifts: Parquet (control) +7.9% · Median polish +4.0%

---

datafusion / vortex-file-compressed (0.977x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	31189082	33079396	0.94
fineweb_q01/datafusion:vortex-file-compressed	492125664	577249632	0.85
fineweb_q02/datafusion:vortex-file-compressed	551549917	588366914	0.94
fineweb_q03/datafusion:vortex-file-compressed	1442708157	1349324009	1.07
fineweb_q04/datafusion:vortex-file-compressed	1387471687	1387854185	1.00
fineweb_q05/datafusion:vortex-file-compressed	1355705283	1373914632	0.99
fineweb_q06/datafusion:vortex-file-compressed	1521695045	1465186811	1.04
fineweb_q07/datafusion:vortex-file-compressed	1377975864	1382759180	1.00
fineweb_q08/datafusion:vortex-file-compressed	569435867	579716655	0.98

datafusion / vortex-compact (0.885x ➖, 1↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	35471577	32329819	1.10
fineweb_q01/datafusion:vortex-compact 🚀	538136042	982312683	0.55
fineweb_q02/datafusion:vortex-compact	677194995	902013831	0.75
fineweb_q03/datafusion:vortex-compact	1824920364	1855719282	0.98
fineweb_q04/datafusion:vortex-compact	2192285514	2180723588	1.01
fineweb_q05/datafusion:vortex-compact	1685480069	1679793825	1.00
fineweb_q06/datafusion:vortex-compact	1438637550	1649200683	0.87
fineweb_q07/datafusion:vortex-compact	1319072328	1350666613	0.98
fineweb_q08/datafusion:vortex-compact	421234710	484526786	0.87

datafusion / parquet (1.078x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1195497921	1006472602	1.19
fineweb_q01/datafusion:parquet	1984228430	1749992734	1.13
fineweb_q02/datafusion:parquet	1942891340	1834202093	1.06
fineweb_q03/datafusion:parquet	1888319971	1787674534	1.06
fineweb_q04/datafusion:parquet	2117949974	2232288105	0.95
fineweb_q05/datafusion:parquet	1925459817	1994886282	0.97
fineweb_q06/datafusion:parquet	1993108141	1836840846	1.09
fineweb_q07/datafusion:parquet	1967394041	1761070350	1.12
fineweb_q08/datafusion:parquet	1996419112	1698997478	1.18

duckdb / vortex-file-compressed (1.047x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	101146322	80212607	1.26
fineweb_q01/duckdb:vortex-file-compressed	625669459	558451988	1.12
fineweb_q02/duckdb:vortex-file-compressed	438629153	481638449	0.91
fineweb_q03/duckdb:vortex-file-compressed	1482089751	1463113948	1.01
fineweb_q04/duckdb:vortex-file-compressed	1451076125	1432758669	1.01
fineweb_q05/duckdb:vortex-file-compressed	1455811096	1446614096	1.01
fineweb_q06/duckdb:vortex-file-compressed	1647837996	1575309586	1.05
fineweb_q07/duckdb:vortex-file-compressed	1454613675	1397287321	1.04
fineweb_q08/duckdb:vortex-file-compressed	619697141	591328508	1.05

duckdb / vortex-compact (1.121x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	108000730	56810635	1.90
fineweb_q01/duckdb:vortex-compact	673102028	538383193	1.25
fineweb_q02/duckdb:vortex-compact	667020364	616236340	1.08
fineweb_q03/duckdb:vortex-compact	1570827618	1589882503	0.99
fineweb_q04/duckdb:vortex-compact	1624068617	1671042697	0.97
fineweb_q05/duckdb:vortex-compact	1460129379	1492539984	0.98
fineweb_q06/duckdb:vortex-compact	1448462724	1391461972	1.04
fineweb_q07/duckdb:vortex-compact	1356053339	1301629025	1.04
fineweb_q08/duckdb:vortex-compact	504168250	474027645	1.06

duckdb / parquet (1.079x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1122443827	1015294385	1.11
fineweb_q01/duckdb:parquet	1747925726	1674297203	1.04
fineweb_q02/duckdb:parquet	1716173776	1510563983	1.14
fineweb_q03/duckdb:parquet	4231173880	3921471702	1.08
fineweb_q04/duckdb:parquet	2012961777	1819604387	1.11
fineweb_q05/duckdb:parquet	2745210308	2630935655	1.04
fineweb_q06/duckdb:parquet	3556040921	3522730888	1.01
fineweb_q07/duckdb:parquet	4180657348	3949187264	1.06
fineweb_q08/duckdb:parquet	1200695329	1052724992	1.14

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+9.7%	+14.6%	-4.3%	+169.1%	➖ noise
0	datafusion:vortex-file-compressed	-5.7%	+14.6%	-17.7%	+163.4%	➖ noise
0	duckdb:vortex-compact	+90.1%	+14.6%	+65.9%	+48.9%	🚨 regression
0	duckdb:vortex-file-compressed	+26.1%	+14.6%	+10.0%	+41.4%	➖ noise
1	datafusion:vortex-compact	-45.2%	+8.8%	-49.6%	+68.5%	✅ faster
1	datafusion:vortex-file-compressed	-14.7%	+8.8%	-21.6%	+78.1%	➖ noise
1	duckdb:vortex-compact	+25.0%	+8.8%	+14.9%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	+12.0%	+8.8%	+3.0%	+30.0%	➖ noise
2	datafusion:vortex-compact	-24.9%	+9.7%	-31.6%	+35.4%	✅ faster
2	datafusion:vortex-file-compressed	-6.3%	+9.7%	-14.5%	+42.4%	➖ noise
2	duckdb:vortex-compact	+8.2%	+9.7%	-1.3%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	-8.9%	+9.7%	-17.0%	+30.0%	➖ noise
3	datafusion:vortex-compact	-1.7%	+6.8%	-7.9%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	+6.9%	+6.8%	+0.2%	+30.0%	➖ noise
3	duckdb:vortex-compact	-1.2%	+6.8%	-7.5%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+1.3%	+6.8%	-5.1%	+30.0%	➖ noise
4	datafusion:vortex-compact	+0.5%	+2.5%	-1.9%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	-0.0%	+2.5%	-2.4%	+30.0%	➖ noise
4	duckdb:vortex-compact	-2.8%	+2.5%	-5.1%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.3%	+2.5%	-1.1%	+30.0%	➖ noise
5	datafusion:vortex-compact	+0.3%	+0.4%	-0.0%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-1.3%	+0.4%	-1.7%	+30.0%	➖ noise
5	duckdb:vortex-compact	-2.2%	+0.4%	-2.5%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+0.6%	+0.4%	+0.3%	+30.0%	➖ noise
6	datafusion:vortex-compact	-12.8%	+4.7%	-16.7%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	+3.9%	+4.7%	-0.8%	+30.0%	➖ noise
6	duckdb:vortex-compact	+4.1%	+4.7%	-0.5%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+4.6%	+4.7%	-0.1%	+30.0%	➖ noise
7	datafusion:vortex-compact	-2.3%	+8.7%	-10.2%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.3%	+8.7%	-8.4%	+30.0%	➖ noise
7	duckdb:vortex-compact	+4.2%	+8.7%	-4.2%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+4.1%	+8.7%	-4.3%	+30.0%	➖ noise
8	datafusion:vortex-compact	-13.1%	+15.8%	-24.9%	+30.0%	✅ faster
8	datafusion:vortex-file-compressed	-1.8%	+15.8%	-15.2%	+30.0%	➖ noise
8	duckdb:vortex-compact	+6.4%	+15.8%	-8.1%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+4.8%	+15.8%	-9.5%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +1.8%
Vortex (geomean): 1.121x ➖
Parquet (geomean): 1.101x ➖
Shifts: Parquet (control) +10.1% · Median polish +13.2%

---

datafusion / vortex-file-compressed (1.150x ➖, 0↑ 5↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	222044819	260812407	0.85
tpch_q02/datafusion:vortex-file-compressed	502394068	423169287	1.19
tpch_q03/datafusion:vortex-file-compressed	425894424	367879945	1.16
tpch_q04/datafusion:vortex-file-compressed	230537343	199631084	1.15
tpch_q05/datafusion:vortex-file-compressed 🚨	677827110	370066039	1.83
tpch_q06/datafusion:vortex-file-compressed 🚨	354607428	248958164	1.42
tpch_q07/datafusion:vortex-file-compressed 🚨	505666258	343033928	1.47
tpch_q08/datafusion:vortex-file-compressed 🚨	754935766	516529942	1.46
tpch_q09/datafusion:vortex-file-compressed	358276518	418895170	0.86
tpch_q10/datafusion:vortex-file-compressed	487097544	433555057	1.12
tpch_q11/datafusion:vortex-file-compressed	335670475	352335625	0.95
tpch_q12/datafusion:vortex-file-compressed	395161498	354525476	1.11
tpch_q13/datafusion:vortex-file-compressed	269820271	219355120	1.23
tpch_q14/datafusion:vortex-file-compressed	202743254	181881146	1.11
tpch_q15/datafusion:vortex-file-compressed	342610575	291106971	1.18
tpch_q16/datafusion:vortex-file-compressed	185575715	188682229	0.98
tpch_q17/datafusion:vortex-file-compressed 🚨	406282204	306541034	1.33
tpch_q18/datafusion:vortex-file-compressed	318200927	360606994	0.88
tpch_q19/datafusion:vortex-file-compressed	373327241	384907597	0.97
tpch_q20/datafusion:vortex-file-compressed	380363237	347261778	1.10
tpch_q21/datafusion:vortex-file-compressed	550519849	465888834	1.18
tpch_q22/datafusion:vortex-file-compressed	175257577	145393288	1.21

datafusion / vortex-compact (1.103x ➖, 1↑ 3↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	243386436	264373699	0.92
tpch_q02/datafusion:vortex-compact	454893084	425771895	1.07
tpch_q03/datafusion:vortex-compact	372090947	356677727	1.04
tpch_q04/datafusion:vortex-compact	263210032	210189928	1.25
tpch_q05/datafusion:vortex-compact	522168612	448236294	1.16
tpch_q06/datafusion:vortex-compact 🚨	434935519	303963353	1.43
tpch_q07/datafusion:vortex-compact 🚨	775343437	496485839	1.56
tpch_q08/datafusion:vortex-compact	634006059	512777111	1.24
tpch_q09/datafusion:vortex-compact	481044009	393627880	1.22
tpch_q10/datafusion:vortex-compact	493871796	405973379	1.22
tpch_q11/datafusion:vortex-compact	286682879	245472441	1.17
tpch_q12/datafusion:vortex-compact	426894252	430912302	0.99
tpch_q13/datafusion:vortex-compact	219676904	212389742	1.03
tpch_q14/datafusion:vortex-compact	280318489	287964527	0.97
tpch_q15/datafusion:vortex-compact	479048568	424411432	1.13
tpch_q16/datafusion:vortex-compact	190833049	256660572	0.74
tpch_q17/datafusion:vortex-compact	359005645	393395048	0.91
tpch_q18/datafusion:vortex-compact	321999919	278819135	1.15
tpch_q19/datafusion:vortex-compact 🚀	506007284	774275396	0.65
tpch_q20/datafusion:vortex-compact	518165308	475713939	1.09
tpch_q21/datafusion:vortex-compact	791348196	611566474	1.29
tpch_q22/datafusion:vortex-compact 🚨	214988555	144337123	1.49

datafusion / parquet (1.089x ➖, 0↑ 3↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	199067007	227904051	0.87
tpch_q02/datafusion:parquet	457797441	436256347	1.05
tpch_q03/datafusion:parquet	328727276	369825131	0.89
tpch_q04/datafusion:parquet	172101905	186054992	0.93
tpch_q05/datafusion:parquet 🚨	647924380	472969619	1.37
tpch_q06/datafusion:parquet 🚨	280727684	178579708	1.57
tpch_q07/datafusion:parquet	608963167	487442812	1.25
tpch_q08/datafusion:parquet	598394019	636506196	0.94
tpch_q09/datafusion:parquet	549390289	560892760	0.98
tpch_q10/datafusion:parquet	597921159	506519500	1.18
tpch_q11/datafusion:parquet	349916932	349417224	1.00
tpch_q12/datafusion:parquet	259043697	230480183	1.12
tpch_q13/datafusion:parquet	465535694	434613319	1.07
tpch_q14/datafusion:parquet	189630416	173147867	1.10
tpch_q15/datafusion:parquet	305169556	299896582	1.02
tpch_q16/datafusion:parquet	199907751	161776062	1.24
tpch_q17/datafusion:parquet	456970856	354605190	1.29
tpch_q18/datafusion:parquet	533204333	426390274	1.25
tpch_q19/datafusion:parquet	376735172	484008725	0.78
tpch_q20/datafusion:parquet 🚨	427785119	322993302	1.32
tpch_q21/datafusion:parquet	729436070	564586827	1.29
tpch_q22/datafusion:parquet	124129592	150151077	0.83

duckdb / vortex-file-compressed (1.107x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	298878918	289450857	1.03
tpch_q02/duckdb:vortex-file-compressed	1019130780	985661916	1.03
tpch_q03/duckdb:vortex-file-compressed	675840660	626049314	1.08
tpch_q04/duckdb:vortex-file-compressed	403869696	361435526	1.12
tpch_q05/duckdb:vortex-file-compressed	970917651	810466112	1.20
tpch_q06/duckdb:vortex-file-compressed	485369282	487569268	1.00
tpch_q07/duckdb:vortex-file-compressed	808070472	720295891	1.12
tpch_q08/duckdb:vortex-file-compressed	1075883337	924408323	1.16
tpch_q09/duckdb:vortex-file-compressed	963409698	850574392	1.13
tpch_q10/duckdb:vortex-file-compressed	775333534	657330346	1.18
tpch_q11/duckdb:vortex-file-compressed	549581106	479001358	1.15
tpch_q12/duckdb:vortex-file-compressed	503744367	494037485	1.02
tpch_q13/duckdb:vortex-file-compressed	506411447	473301318	1.07
tpch_q14/duckdb:vortex-file-compressed	482426998	496356533	0.97
tpch_q15/duckdb:vortex-file-compressed	318910812	282461864	1.13
tpch_q16/duckdb:vortex-file-compressed	411654513	398019949	1.03
tpch_q17/duckdb:vortex-file-compressed	796850902	660671798	1.21
tpch_q18/duckdb:vortex-file-compressed	621705451	543604096	1.14
tpch_q19/duckdb:vortex-file-compressed	579205779	470482308	1.23
tpch_q20/duckdb:vortex-file-compressed	968491654	795990994	1.22
tpch_q21/duckdb:vortex-file-compressed	1313609161	1171447491	1.12
tpch_q22/duckdb:vortex-file-compressed	367124531	348587419	1.05

duckdb / vortex-compact (1.126x ➖, 0↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	306604695	318859623	0.96
tpch_q02/duckdb:vortex-compact	1037146315	907524221	1.14
tpch_q03/duckdb:vortex-compact	649800148	643729311	1.01
tpch_q04/duckdb:vortex-compact	427826399	329342605	1.30
tpch_q05/duckdb:vortex-compact	967917315	803205341	1.21
tpch_q06/duckdb:vortex-compact	439934996	414247839	1.06
tpch_q07/duckdb:vortex-compact	749975926	636692128	1.18
tpch_q08/duckdb:vortex-compact	958442951	920889217	1.04
tpch_q09/duckdb:vortex-compact	1026046255	884086144	1.16
tpch_q10/duckdb:vortex-compact	712223484	622816015	1.14
tpch_q11/duckdb:vortex-compact	520250571	452098808	1.15
tpch_q12/duckdb:vortex-compact	488206088	439546019	1.11
tpch_q13/duckdb:vortex-compact	480615593	462774877	1.04
tpch_q14/duckdb:vortex-compact	541697508	503174815	1.08
tpch_q15/duckdb:vortex-compact	378402447	333521158	1.13
tpch_q16/duckdb:vortex-compact	378916490	341626026	1.11
tpch_q17/duckdb:vortex-compact	709698232	566975941	1.25
tpch_q18/duckdb:vortex-compact	524239186	422815719	1.24
tpch_q19/duckdb:vortex-compact	482614353	457625455	1.05
tpch_q20/duckdb:vortex-compact	805033008	727010999	1.11
tpch_q21/duckdb:vortex-compact	1270400197	1009922716	1.26
tpch_q22/duckdb:vortex-compact	422305201	379781998	1.11

duckdb / parquet (1.114x ➖, 0↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚨	610665281	452817138	1.35
tpch_q02/duckdb:parquet	1491922821	1388127469	1.07
tpch_q03/duckdb:parquet	1177172807	954815964	1.23
tpch_q04/duckdb:parquet 🚨	796526946	610840007	1.30
tpch_q05/duckdb:parquet	1694140396	1526501552	1.11
tpch_q06/duckdb:parquet	462916165	408725300	1.13
tpch_q07/duckdb:parquet	1308709293	1147687827	1.14
tpch_q08/duckdb:parquet	1750794747	1643820322	1.07
tpch_q09/duckdb:parquet	1490950210	1604298851	0.93
tpch_q10/duckdb:parquet	1438575352	1490189740	0.97
tpch_q11/duckdb:parquet	959338427	820972855	1.17
tpch_q12/duckdb:parquet	678636003	580215557	1.17
tpch_q13/duckdb:parquet	1031885123	874216162	1.18
tpch_q14/duckdb:parquet	754434419	855806038	0.88
tpch_q15/duckdb:parquet	665661240	515983997	1.29
tpch_q16/duckdb:parquet	641370820	548820292	1.17
tpch_q17/duckdb:parquet	785413930	880431320	0.89
tpch_q18/duckdb:parquet	961920612	838041398	1.15
tpch_q19/duckdb:parquet	918542286	852975272	1.08
tpch_q20/duckdb:parquet	1149519438	1081589918	1.06
tpch_q21/duckdb:parquet	1357740436	1174248952	1.16
tpch_q22/duckdb:parquet	588617090	508903497	1.16

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-7.9%	+8.5%	-15.2%	+95.6%	➖ noise
1	datafusion:vortex-file-compressed	-14.9%	+8.5%	-21.6%	+119.2%	➖ noise
1	duckdb:vortex-compact	-3.8%	+8.5%	-11.4%	+67.0%	➖ noise
1	duckdb:vortex-file-compressed	+3.3%	+8.5%	-4.9%	+48.9%	➖ noise
2	datafusion:vortex-compact	+6.8%	+6.2%	+0.6%	+43.9%	➖ noise
2	datafusion:vortex-file-compressed	+18.7%	+6.2%	+11.8%	+40.4%	➖ noise
2	duckdb:vortex-compact	+14.3%	+6.2%	+7.6%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+3.4%	+6.2%	-2.6%	+30.0%	➖ noise
3	datafusion:vortex-compact	+4.3%	+4.7%	-0.3%	+68.4%	➖ noise
3	datafusion:vortex-file-compressed	+15.8%	+4.7%	+10.6%	+80.0%	➖ noise
3	duckdb:vortex-compact	+0.9%	+4.7%	-3.6%	+35.3%	➖ noise
3	duckdb:vortex-file-compressed	+8.0%	+4.7%	+3.1%	+34.1%	➖ noise
4	datafusion:vortex-compact	+25.2%	+9.8%	+14.0%	+51.0%	➖ noise
4	datafusion:vortex-file-compressed	+15.5%	+9.8%	+5.1%	+30.0%	➖ noise
4	duckdb:vortex-compact	+29.9%	+9.8%	+18.3%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+11.7%	+9.8%	+1.7%	+30.0%	➖ noise
5	datafusion:vortex-compact	+16.5%	+23.3%	-5.5%	+38.9%	➖ noise
5	datafusion:vortex-file-compressed	+83.2%	+23.3%	+48.5%	+38.8%	🚨 regression
5	duckdb:vortex-compact	+20.5%	+23.3%	-2.3%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+19.8%	+23.3%	-2.8%	+30.0%	➖ noise
6	datafusion:vortex-compact	+43.1%	+33.4%	+7.2%	+37.4%	➖ noise
6	datafusion:vortex-file-compressed	+42.4%	+33.4%	+6.7%	+30.0%	➖ noise
6	duckdb:vortex-compact	+6.2%	+33.4%	-20.4%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	-0.5%	+33.4%	-25.4%	+30.0%	✅ faster
7	datafusion:vortex-compact	+56.2%	+19.4%	+30.8%	+39.7%	➖ noise
7	datafusion:vortex-file-compressed	+47.4%	+19.4%	+23.5%	+30.0%	➖ noise
7	duckdb:vortex-compact	+17.8%	+19.4%	-1.3%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+12.2%	+19.4%	-6.0%	+30.0%	➖ noise
8	datafusion:vortex-compact	+23.6%	+0.1%	+23.6%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+46.2%	+0.1%	+46.1%	+30.0%	🚨 regression
8	duckdb:vortex-compact	+4.1%	+0.1%	+4.0%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+16.4%	+0.1%	+16.3%	+30.0%	➖ noise
9	datafusion:vortex-compact	+22.2%	-4.6%	+28.1%	+32.4%	➖ noise
9	datafusion:vortex-file-compressed	-14.5%	-4.6%	-10.4%	+30.0%	➖ noise
9	duckdb:vortex-compact	+16.1%	-4.6%	+21.6%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+13.3%	-4.6%	+18.7%	+30.0%	➖ noise
10	datafusion:vortex-compact	+21.7%	+6.8%	+14.0%	+39.5%	➖ noise
10	datafusion:vortex-file-compressed	+12.3%	+6.8%	+5.2%	+33.4%	➖ noise
10	duckdb:vortex-compact	+14.4%	+6.8%	+7.1%	+30.0%	➖ noise
10	duckdb:vortex-file-compressed	+18.0%	+6.8%	+10.5%	+30.0%	➖ noise
11	datafusion:vortex-compact	+16.8%	+8.2%	+8.0%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	-4.7%	+8.2%	-11.9%	+30.0%	➖ noise
11	duckdb:vortex-compact	+15.1%	+8.2%	+6.4%	+30.0%	➖ noise
11	duckdb:vortex-file-compressed	+14.7%	+8.2%	+6.1%	+30.0%	➖ noise
12	datafusion:vortex-compact	-0.9%	+14.7%	-13.6%	+35.1%	➖ noise
12	datafusion:vortex-file-compressed	+11.5%	+14.7%	-2.8%	+43.7%	➖ noise
12	duckdb:vortex-compact	+11.1%	+14.7%	-3.1%	+30.0%	➖ noise
12	duckdb:vortex-file-compressed	+2.0%	+14.7%	-11.1%	+32.7%	➖ noise
13	datafusion:vortex-compact	+3.4%	+12.4%	-8.0%	+30.0%	➖ noise
13	datafusion:vortex-file-compressed	+23.0%	+12.4%	+9.4%	+75.0%	➖ noise
13	duckdb:vortex-compact	+3.9%	+12.4%	-7.6%	+33.3%	➖ noise
13	duckdb:vortex-file-compressed	+7.0%	+12.4%	-4.8%	+30.0%	➖ noise
14	datafusion:vortex-compact	-2.7%	-1.7%	-0.9%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	+11.5%	-1.7%	+13.4%	+30.0%	➖ noise
14	duckdb:vortex-compact	+7.7%	-1.7%	+9.6%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	-2.8%	-1.7%	-1.1%	+30.0%	➖ noise
15	datafusion:vortex-compact	+12.9%	+14.6%	-1.5%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	+17.7%	+14.6%	+2.7%	+30.0%	➖ noise
15	duckdb:vortex-compact	+13.5%	+14.6%	-1.0%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	+12.9%	+14.6%	-1.5%	+30.0%	➖ noise
16	datafusion:vortex-compact	-25.6%	+20.2%	-38.1%	+30.0%	✅ faster
16	datafusion:vortex-file-compressed	-1.6%	+20.2%	-18.2%	+30.0%	➖ noise
16	duckdb:vortex-compact	+10.9%	+20.2%	-7.7%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+3.4%	+20.2%	-13.9%	+30.0%	➖ noise
17	datafusion:vortex-compact	-8.7%	+7.2%	-14.9%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	+32.5%	+7.2%	+23.6%	+30.0%	➖ noise
17	duckdb:vortex-compact	+25.2%	+7.2%	+16.7%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	+20.6%	+7.2%	+12.5%	+30.0%	➖ noise
18	datafusion:vortex-compact	+15.5%	+19.8%	-3.6%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	-11.8%	+19.8%	-26.3%	+30.0%	✅ faster
18	duckdb:vortex-compact	+24.0%	+19.8%	+3.5%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+14.4%	+19.8%	-4.5%	+30.0%	➖ noise
19	datafusion:vortex-compact	-34.6%	-8.4%	-28.6%	+74.4%	➖ noise
19	datafusion:vortex-file-compressed	-3.0%	-8.4%	+5.9%	+30.0%	➖ noise
19	duckdb:vortex-compact	+5.5%	-8.4%	+15.2%	+30.1%	➖ noise
19	duckdb:vortex-file-compressed	+23.1%	-8.4%	+34.5%	+90.9%	➖ noise
20	datafusion:vortex-compact	+8.9%	+18.6%	-8.2%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+9.5%	+18.6%	-7.7%	+30.0%	➖ noise
20	duckdb:vortex-compact	+10.7%	+18.6%	-6.7%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+21.7%	+18.6%	+2.6%	+30.0%	➖ noise
21	datafusion:vortex-compact	+29.4%	+22.2%	+5.9%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	+18.2%	+22.2%	-3.3%	+30.0%	➖ noise
21	duckdb:vortex-compact	+25.8%	+22.2%	+2.9%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+12.1%	+22.2%	-8.3%	+30.0%	➖ noise
22	datafusion:vortex-compact	+48.9%	-2.2%	+52.3%	+30.0%	🚨 regression
22	datafusion:vortex-file-compressed	+20.5%	-2.2%	+23.3%	+30.0%	➖ noise
22	duckdb:vortex-compact	+11.2%	-2.2%	+13.7%	+30.0%	➖ noise
22	duckdb:vortex-file-compressed	+5.3%	-2.2%	+7.7%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -6.3%
Vortex (geomean): 0.995x ➖
Parquet (geomean): 1.062x ➖
Shifts: Parquet (control) +6.2% · Median polish +1.7%

---

datafusion / vortex-file-compressed (0.976x ➖, 0↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	715885599	965637338	0.74
tpch_q02/datafusion:vortex-file-compressed	803284674	703272360	1.14
tpch_q03/datafusion:vortex-file-compressed 🚨	1248783136	802518989	1.56
tpch_q04/datafusion:vortex-file-compressed	696818333	875949048	0.80
tpch_q05/datafusion:vortex-file-compressed	1106633051	1013698853	1.09
tpch_q06/datafusion:vortex-file-compressed	822923408	917520566	0.90
tpch_q07/datafusion:vortex-file-compressed 🚨	1480218300	1116960158	1.33
tpch_q08/datafusion:vortex-file-compressed	1464147236	1431276301	1.02
tpch_q09/datafusion:vortex-file-compressed	1442616855	1644526952	0.88
tpch_q10/datafusion:vortex-file-compressed	1024850055	1380189269	0.74
tpch_q11/datafusion:vortex-file-compressed	492214558	468461746	1.05
tpch_q12/datafusion:vortex-file-compressed	1082212502	1017729949	1.06
tpch_q13/datafusion:vortex-file-compressed	444837779	470189458	0.95
tpch_q14/datafusion:vortex-file-compressed	804717128	656629487	1.23
tpch_q15/datafusion:vortex-file-compressed	1353825575	1597533033	0.85
tpch_q16/datafusion:vortex-file-compressed	389407136	422901058	0.92
tpch_q17/datafusion:vortex-file-compressed	1436652976	1316281492	1.09
tpch_q18/datafusion:vortex-file-compressed	1270320927	1794011981	0.71
tpch_q19/datafusion:vortex-file-compressed	885131864	826897328	1.07
tpch_q20/datafusion:vortex-file-compressed	1059547106	1096923104	0.97
tpch_q21/datafusion:vortex-file-compressed	1668802170	2180088333	0.77
tpch_q22/datafusion:vortex-file-compressed	372042371	352392539	1.06

datafusion / vortex-compact (1.065x ➖, 1↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	690472422	684255322	1.01
tpch_q02/datafusion:vortex-compact	690610339	637415824	1.08
tpch_q03/datafusion:vortex-compact	856495725	669364660	1.28
tpch_q04/datafusion:vortex-compact 🚀	684469809	1271075077	0.54
tpch_q05/datafusion:vortex-compact	1238641968	968621459	1.28
tpch_q06/datafusion:vortex-compact	671911829	690847496	0.97
tpch_q07/datafusion:vortex-compact	1021076446	1033637526	0.99
tpch_q08/datafusion:vortex-compact	1104470338	1093300897	1.01
tpch_q09/datafusion:vortex-compact	1265243422	1160487811	1.09
tpch_q10/datafusion:vortex-compact	1055013119	866300829	1.22
tpch_q11/datafusion:vortex-compact	481103091	444710781	1.08
tpch_q12/datafusion:vortex-compact 🚨	1169666264	832329653	1.41
tpch_q13/datafusion:vortex-compact	423590065	395065331	1.07
tpch_q14/datafusion:vortex-compact	644011081	591926873	1.09
tpch_q15/datafusion:vortex-compact	1138575222	1026468881	1.11
tpch_q16/datafusion:vortex-compact	370462415	340336131	1.09
tpch_q17/datafusion:vortex-compact	1181209248	1159692198	1.02
tpch_q18/datafusion:vortex-compact	1155561260	1098445446	1.05
tpch_q19/datafusion:vortex-compact	778937808	775448423	1.00
tpch_q20/datafusion:vortex-compact	906104993	841054263	1.08
tpch_q21/datafusion:vortex-compact	1619228614	1452063533	1.12
tpch_q22/datafusion:vortex-compact	436014344	371806428	1.17

datafusion / parquet (1.044x ➖, 0↑ 2↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	819161840	872218864	0.94
tpch_q02/datafusion:parquet	676920984	656251634	1.03
tpch_q03/datafusion:parquet	946322049	920661407	1.03
tpch_q04/datafusion:parquet	450091582	564035675	0.80
tpch_q05/datafusion:parquet	1317347430	1260560416	1.05
tpch_q06/datafusion:parquet	536426274	511451452	1.05
tpch_q07/datafusion:parquet	1317752621	1301394241	1.01
tpch_q08/datafusion:parquet	1697206781	1586370015	1.07
tpch_q09/datafusion:parquet	1853769594	1846754666	1.00
tpch_q10/datafusion:parquet	2130467019	2193050434	0.97
tpch_q11/datafusion:parquet 🚨	706677436	530530285	1.33
tpch_q12/datafusion:parquet	662473464	701876270	0.94
tpch_q13/datafusion:parquet	684870536	673287522	1.02
tpch_q14/datafusion:parquet	728962897	751060042	0.97
tpch_q15/datafusion:parquet	1180196251	1153699963	1.02
tpch_q16/datafusion:parquet	378172746	427691933	0.88
tpch_q17/datafusion:parquet	1350032360	1326617907	1.02
tpch_q18/datafusion:parquet	1450664085	1420665054	1.02
tpch_q19/datafusion:parquet	1203243517	969799680	1.24
tpch_q20/datafusion:parquet 🚨	1874064317	1137583480	1.65
tpch_q21/datafusion:parquet	1972332522	1643487127	1.20
tpch_q22/datafusion:parquet	737645130	755794287	0.98

duckdb / vortex-file-compressed (0.938x ➖, 1↑ 0↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	611894755	646911316	0.95
tpch_q02/duckdb:vortex-file-compressed	1210574606	1133914907	1.07
tpch_q03/duckdb:vortex-file-compressed	938660851	1013269038	0.93
tpch_q04/duckdb:vortex-file-compressed	689412517	751558665	0.92
tpch_q05/duckdb:vortex-file-compressed	1127685734	1298575041	0.87
tpch_q06/duckdb:vortex-file-compressed	836614259	832182380	1.01
tpch_q07/duckdb:vortex-file-compressed	1387231505	1149902412	1.21
tpch_q08/duckdb:vortex-file-compressed	1557480505	1545972125	1.01
tpch_q09/duckdb:vortex-file-compressed	1466791414	1410580702	1.04
tpch_q10/duckdb:vortex-file-compressed	1237903845	1232096250	1.00
tpch_q11/duckdb:vortex-file-compressed	623461481	650035617	0.96
tpch_q12/duckdb:vortex-file-compressed	695611545	949058651	0.73
tpch_q13/duckdb:vortex-file-compressed	917286806	978750263	0.94
tpch_q14/duckdb:vortex-file-compressed	1001056829	856906624	1.17
tpch_q15/duckdb:vortex-file-compressed	609930897	567249590	1.08
tpch_q16/duckdb:vortex-file-compressed	490003838	663795690	0.74
tpch_q17/duckdb:vortex-file-compressed	1043929452	1326799602	0.79
tpch_q18/duckdb:vortex-file-compressed 🚀	834841518	1363890981	0.61
tpch_q19/duckdb:vortex-file-compressed	867015512	900517126	0.96
tpch_q20/duckdb:vortex-file-compressed	1283479804	1376217244	0.93
tpch_q21/duckdb:vortex-file-compressed	2002431316	2478063008	0.81
tpch_q22/duckdb:vortex-file-compressed	664852861	545745167	1.22

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

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	601149155	595425393	1.01
tpch_q02/duckdb:vortex-compact	1065736773	1030871181	1.03
tpch_q03/duckdb:vortex-compact	871427769	842485611	1.03
tpch_q04/duckdb:vortex-compact	518478097	474952034	1.09
tpch_q05/duckdb:vortex-compact	1070374865	1021692642	1.05
tpch_q06/duckdb:vortex-compact	746367999	688384258	1.08
tpch_q07/duckdb:vortex-compact	1028947675	1052979803	0.98
tpch_q08/duckdb:vortex-compact	1390924469	1360365123	1.02
tpch_q09/duckdb:vortex-compact	1330575385	1321894238	1.01
tpch_q10/duckdb:vortex-compact	938165717	1226715577	0.76
tpch_q11/duckdb:vortex-compact	686470143	718621505	0.96
tpch_q12/duckdb:vortex-compact	662734344	660686069	1.00
tpch_q13/duckdb:vortex-compact	883996069	831997654	1.06
tpch_q14/duckdb:vortex-compact	841849526	834984140	1.01
tpch_q15/duckdb:vortex-compact	540343840	534760284	1.01
tpch_q16/duckdb:vortex-compact	483913715	442216172	1.09
tpch_q17/duckdb:vortex-compact	882147271	997847825	0.88
tpch_q18/duckdb:vortex-compact	739221567	729875239	1.01
tpch_q19/duckdb:vortex-compact	748820798	682572422	1.10
tpch_q20/duckdb:vortex-compact	1126531908	1204024712	0.94
tpch_q21/duckdb:vortex-compact	1688557303	1726959039	0.98
tpch_q22/duckdb:vortex-compact	627647887	611352210	1.03

duckdb / parquet (1.080x ➖, 0↑ 1↓)

name	PR 56a16a8 (ns)	base 77c8e95 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	1016461061	862517839	1.18
tpch_q02/duckdb:parquet	1540925782	1539285570	1.00
tpch_q03/duckdb:parquet	1704625420	1790889080	0.95
tpch_q04/duckdb:parquet	1211845352	1062729615	1.14
tpch_q05/duckdb:parquet 🚨	2491592204	1875685981	1.33
tpch_q06/duckdb:parquet	768789640	727195450	1.06
tpch_q07/duckdb:parquet	1913077816	1755492731	1.09
tpch_q08/duckdb:parquet	2557601632	2260600481	1.13
tpch_q09/duckdb:parquet	2371672037	2311807726	1.03
tpch_q10/duckdb:parquet	3293315390	3111764879	1.06
tpch_q11/duckdb:parquet	1014618007	843556869	1.20
tpch_q12/duckdb:parquet	1116020714	967613695	1.15
tpch_q13/duckdb:parquet	1267951000	1284342272	0.99
tpch_q14/duckdb:parquet	1298017361	1119141490	1.16
tpch_q15/duckdb:parquet	950993836	1016525273	0.94
tpch_q16/duckdb:parquet	857609886	711575417	1.21
tpch_q17/duckdb:parquet	1405727301	1184086899	1.19
tpch_q18/duckdb:parquet	1336772178	1391428968	0.96
tpch_q19/duckdb:parquet	1710181719	1518173351	1.13
tpch_q20/duckdb:parquet	1842129122	1814335657	1.02
tpch_q21/duckdb:parquet	1883192608	1981853954	0.95
tpch_q22/duckdb:parquet	1006105573	993546015	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+0.9%	+5.2%	-4.1%	+67.9%	➖ noise
1	datafusion:vortex-file-compressed	-25.9%	+5.2%	-29.5%	+62.8%	➖ noise
1	duckdb:vortex-compact	+1.0%	+5.2%	-4.0%	+40.1%	➖ noise
1	duckdb:vortex-file-compressed	-5.4%	+5.2%	-10.1%	+33.7%	➖ noise
2	datafusion:vortex-compact	+8.3%	+1.6%	+6.6%	+62.0%	➖ noise
2	datafusion:vortex-file-compressed	+14.2%	+1.6%	+12.4%	+70.8%	➖ noise
2	duckdb:vortex-compact	+3.4%	+1.6%	+1.7%	+36.8%	➖ noise
2	duckdb:vortex-file-compressed	+6.8%	+1.6%	+5.1%	+40.2%	➖ noise
3	datafusion:vortex-compact	+28.0%	-1.1%	+29.4%	+65.6%	➖ noise
3	datafusion:vortex-file-compressed	+55.6%	-1.1%	+57.3%	+76.8%	➖ noise
3	duckdb:vortex-compact	+3.4%	-1.1%	+4.6%	+41.2%	➖ noise
3	duckdb:vortex-file-compressed	-7.4%	-1.1%	-6.3%	+51.3%	➖ noise
4	datafusion:vortex-compact	-46.2%	-4.6%	-43.5%	+107.1%	➖ noise
4	datafusion:vortex-file-compressed	-20.4%	-4.6%	-16.6%	+48.4%	➖ noise
4	duckdb:vortex-compact	+9.2%	-4.6%	+14.4%	+34.6%	➖ noise
4	duckdb:vortex-file-compressed	-8.3%	-4.6%	-3.8%	+30.0%	➖ noise
5	datafusion:vortex-compact	+27.9%	+17.8%	+8.5%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+9.2%	+17.8%	-7.3%	+30.0%	➖ noise
5	duckdb:vortex-compact	+4.8%	+17.8%	-11.1%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	-13.2%	+17.8%	-26.3%	+30.0%	✅ faster
6	datafusion:vortex-compact	-2.7%	+5.3%	-7.6%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-10.3%	+5.3%	-14.8%	+30.0%	➖ noise
6	duckdb:vortex-compact	+8.4%	+5.3%	+3.0%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+0.5%	+5.3%	-4.5%	+30.0%	➖ noise
7	datafusion:vortex-compact	-1.2%	+5.0%	-6.0%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	+32.5%	+5.0%	+26.2%	+30.0%	➖ noise
7	duckdb:vortex-compact	-2.3%	+5.0%	-7.0%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+20.6%	+5.0%	+14.8%	+81.3%	➖ noise
8	datafusion:vortex-compact	+1.0%	+10.0%	-8.2%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+2.3%	+10.0%	-7.0%	+30.0%	➖ noise
8	duckdb:vortex-compact	+2.2%	+10.0%	-7.1%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+0.7%	+10.0%	-8.4%	+30.0%	➖ noise
9	datafusion:vortex-compact	+9.0%	+1.5%	+7.4%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	-12.3%	+1.5%	-13.6%	+30.0%	➖ noise
9	duckdb:vortex-compact	+0.7%	+1.5%	-0.8%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+4.0%	+1.5%	+2.5%	+30.0%	➖ noise
10	datafusion:vortex-compact	+21.8%	+1.4%	+20.1%	+30.0%	➖ noise
10	datafusion:vortex-file-compressed	-25.7%	+1.4%	-26.8%	+41.4%	➖ noise
10	duckdb:vortex-compact	-23.5%	+1.4%	-24.6%	+32.9%	➖ noise
10	duckdb:vortex-file-compressed	+0.5%	+1.4%	-0.9%	+31.5%	➖ noise
11	datafusion:vortex-compact	+8.2%	+26.6%	-14.5%	+34.4%	➖ noise
11	datafusion:vortex-file-compressed	+5.1%	+26.6%	-17.0%	+50.7%	➖ noise
11	duckdb:vortex-compact	-4.5%	+26.6%	-24.5%	+30.0%	✅ faster
11	duckdb:vortex-file-compressed	-4.1%	+26.6%	-24.2%	+30.0%	✅ faster
12	datafusion:vortex-compact	+40.5%	+4.3%	+34.7%	+38.6%	➖ noise
12	datafusion:vortex-file-compressed	+6.3%	+4.3%	+1.9%	+53.0%	➖ noise
12	duckdb:vortex-compact	+0.3%	+4.3%	-3.9%	+37.6%	➖ noise
12	duckdb:vortex-file-compressed	-26.7%	+4.3%	-29.8%	+46.9%	➖ noise
13	datafusion:vortex-compact	+7.2%	+0.2%	+7.0%	+40.1%	➖ noise
13	datafusion:vortex-file-compressed	-5.4%	+0.2%	-5.6%	+37.3%	➖ noise
13	duckdb:vortex-compact	+6.2%	+0.2%	+6.0%	+60.9%	➖ noise
13	duckdb:vortex-file-compressed	-6.3%	+0.2%	-6.5%	+60.6%	➖ noise
14	datafusion:vortex-compact	+8.8%	+6.1%	+2.5%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	+22.6%	+6.1%	+15.5%	+30.0%	➖ noise
14	duckdb:vortex-compact	+0.8%	+6.1%	-5.0%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	+16.8%	+6.1%	+10.1%	+30.0%	➖ noise
15	datafusion:vortex-compact	+10.9%	-2.2%	+13.4%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	-15.3%	-2.2%	-13.4%	+30.0%	➖ noise
15	duckdb:vortex-compact	+1.0%	-2.2%	+3.3%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	+7.5%	-2.2%	+9.9%	+36.5%	➖ noise
16	datafusion:vortex-compact	+8.9%	+3.2%	+5.4%	+30.0%	➖ noise
16	datafusion:vortex-file-compressed	-7.9%	+3.2%	-10.8%	+36.5%	➖ noise
16	duckdb:vortex-compact	+9.4%	+3.2%	+6.0%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	-26.2%	+3.2%	-28.5%	+34.0%	✅ faster
17	datafusion:vortex-compact	+1.9%	+9.9%	-7.3%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	+9.1%	+9.9%	-0.7%	+30.0%	➖ noise
17	duckdb:vortex-compact	-11.6%	+9.9%	-19.6%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	-21.3%	+9.9%	-28.4%	+30.0%	✅ faster
18	datafusion:vortex-compact	+5.2%	-1.0%	+6.2%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	-29.2%	-1.0%	-28.5%	+30.0%	✅ faster
18	duckdb:vortex-compact	+1.3%	-1.0%	+2.3%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	-38.8%	-1.0%	-38.2%	+30.0%	✅ faster
19	datafusion:vortex-compact	+0.4%	+18.2%	-15.0%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	+7.0%	+18.2%	-9.5%	+34.9%	➖ noise
19	duckdb:vortex-compact	+9.7%	+18.2%	-7.2%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	-3.7%	+18.2%	-18.6%	+30.3%	➖ noise
20	datafusion:vortex-compact	+7.7%	+29.3%	-16.7%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	-3.4%	+29.3%	-25.3%	+31.1%	✅ faster
20	duckdb:vortex-compact	-6.4%	+29.3%	-27.7%	+30.0%	✅ faster
20	duckdb:vortex-file-compressed	-6.7%	+29.3%	-27.9%	+32.1%	✅ faster
21	datafusion:vortex-compact	+11.5%	+6.8%	+4.4%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	-23.5%	+6.8%	-28.3%	+30.0%	✅ faster
21	duckdb:vortex-compact	-2.2%	+6.8%	-8.4%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	-19.2%	+6.8%	-24.3%	+30.0%	✅ faster
22	datafusion:vortex-compact	+17.3%	-0.6%	+18.0%	+31.5%	➖ noise
22	datafusion:vortex-file-compressed	+5.6%	-0.6%	+6.2%	+30.0%	➖ noise
22	duckdb:vortex-compact	+2.7%	-0.6%	+3.3%	+32.7%	➖ noise
22	duckdb:vortex-file-compressed	+21.8%	-0.6%	+22.5%	+30.0%	➖ noise