array slots

[joseph-isaacs]

Summary

Closes: #000

Testing

[codspeed-hq]

Merging this PR will degrade performance by 31.92%

⚡ 10 improved benchmarks
❌ 2 regressed benchmarks
✅ 997 untouched benchmarks
⏩ 1515 skipped benchmarks¹

⚠️ Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
⚡	Simulation	chunked_constant_i32_append_to_builder[(1000, 10)]	43.1 µs	32.8 µs	+31.13%
⚡	Simulation	chunked_opt_bool_canonical_into[(10, 1000)]	2.2 ms	1.9 ms	+15.83%
⚡	Simulation	chunked_opt_bool_into_canonical[(10, 1000)]	2.5 ms	2.1 ms	+15.88%
⚡	Simulation	chunked_opt_bool_canonical_into[(100, 100)]	404 µs	365.3 µs	+10.6%
⚡	Simulation	chunked_opt_bool_into_canonical[(100, 100)]	439.6 µs	396.6 µs	+10.83%
❌	Simulation	chunked_opt_bool_into_canonical[(1000, 10)]	107.2 µs	157.5 µs	-31.92%
⚡	Simulation	bench_many_nulls[0.5]	365.5 µs	327.5 µs	+11.58%
⚡	Simulation	bench_many_nulls[0.9]	533.5 µs	466.4 µs	+14.4%
❌	Simulation	scalar_at_struct_simple	673.3 µs	837.7 µs	-19.63%
⚡	Simulation	new_alp_prim_test_between[f64, 32768]	251.9 µs	195.4 µs	+28.88%
⚡	Simulation	bitwise_not_vortex_buffer_mut[1024]	564.7 ns	506.4 ns	+11.52%
⚡	Simulation	bitwise_not_vortex_buffer_mut[128]	405.3 ns	346.9 ns	+16.81%

---

_{Comparing ji/slots-for-arrays (e089aa4) with develop (4b7207e)}

Footnotes

1. 1515 benchmarks were skipped, so the baseline results were used instead. If they were deleted from the codebase, click here and archive them to remove them from the performance reports. ↩

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	a5632e2		2	Explore Profiling Data

Previous Runs (5)

Status	Commit	Job	Attempt	Link
🟢 Done	a5632e2		1	Explore Profiling Data
🟢 Done	dcc6d7e		1	Explore Profiling Data
🟢 Done	94368be		1	Explore Profiling Data
🟢 Done	f7239da		1	Explore Profiling Data
🟢 Done	dcfd745		1	Explore Profiling Data

---

Powered by Polar Signals Cloud

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Summary

• Overall: 0.997x ➖
• Vortex: 0.997x ➖
• Parquet: 1.009x ➖

Verdict

No clear signal

• Attributed Vortex impact: -1.6%
• Confidence: low
• Environment shift: +0.9%

Statistical Summary

• Systemic shift (parquet controls): +0.9%
• Control sigma: +4.6%
• Residual noise: +2.6%
• Median polish overall: -0.9%

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	53880754	50454042	1.07
tpch_q02/datafusion:vortex-file-compressed	48094018	49354556	0.97
tpch_q03/datafusion:vortex-file-compressed	27135020	27672188	0.98
tpch_q04/datafusion:vortex-file-compressed	18058661	18194870	0.99
tpch_q05/datafusion:vortex-file-compressed	79497268	77001674	1.03
tpch_q06/datafusion:vortex-file-compressed	9737537	10612039	0.92
tpch_q07/datafusion:vortex-file-compressed	91228176	88016153	1.04
tpch_q08/datafusion:vortex-file-compressed	66410826	64913795	1.02
tpch_q09/datafusion:vortex-file-compressed	87040097	86884033	1.00
tpch_q10/datafusion:vortex-file-compressed	74835945	77076682	0.97
tpch_q11/datafusion:vortex-file-compressed	18330257	18535460	0.99
tpch_q12/datafusion:vortex-file-compressed	34026639	32855723	1.04
tpch_q13/datafusion:vortex-file-compressed	28047941	27125464	1.03
tpch_q14/datafusion:vortex-file-compressed	27121182	27541436	0.98
tpch_q15/datafusion:vortex-file-compressed	25177864	25931983	0.97
tpch_q16/datafusion:vortex-file-compressed	32925058	34742206	0.95
tpch_q17/datafusion:vortex-file-compressed	73134073	71952433	1.02
tpch_q18/datafusion:vortex-file-compressed	99806293	100498872	0.99
tpch_q19/datafusion:vortex-file-compressed	34377185	34985614	0.98
tpch_q20/datafusion:vortex-file-compressed	49640919	48419814	1.03
tpch_q21/datafusion:vortex-file-compressed	93876607	94064892	1.00
tpch_q22/datafusion:vortex-file-compressed	14613198	14425822	1.01

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	63414990	61420502	1.03
tpch_q02/datafusion:vortex-compact	53360262	50640955	1.05
tpch_q03/datafusion:vortex-compact	32358298	31522867	1.03
tpch_q04/datafusion:vortex-compact	23325298	23265410	1.00
tpch_q05/datafusion:vortex-compact	79428924	82021875	0.97
tpch_q06/datafusion:vortex-compact	14149054	14340617	0.99
tpch_q07/datafusion:vortex-compact	96099159	93699695	1.03
tpch_q08/datafusion:vortex-compact	73440936	72024274	1.02
tpch_q09/datafusion:vortex-compact	95681754	96913656	0.99
tpch_q10/datafusion:vortex-compact	82016122	78679914	1.04
tpch_q11/datafusion:vortex-compact	19734594	20651500	0.96
tpch_q12/datafusion:vortex-compact	43913866	43265504	1.01
tpch_q13/datafusion:vortex-compact	35680568	36432774	0.98
tpch_q14/datafusion:vortex-compact	31908691	31008378	1.03
tpch_q15/datafusion:vortex-compact	32102805	33832702	0.95
tpch_q16/datafusion:vortex-compact	39265953	39706893	0.99
tpch_q17/datafusion:vortex-compact	79663391	82575518	0.96
tpch_q18/datafusion:vortex-compact	108480346	108632159	1.00
tpch_q19/datafusion:vortex-compact	46229625	44728986	1.03
tpch_q20/datafusion:vortex-compact	56091093	54737329	1.02
tpch_q21/datafusion:vortex-compact	104932698	108166754	0.97
tpch_q22/datafusion:vortex-compact	15994225	16755130	0.95

datafusion / parquet (1.006x ➖, 0↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	145556097	145891135	1.00
tpch_q02/datafusion:parquet	81431551	80104188	1.02
tpch_q03/datafusion:parquet	85415157	85815692	1.00
tpch_q04/datafusion:parquet	54829952	55536333	0.99
tpch_q05/datafusion:parquet	157417177	161201352	0.98
tpch_q06/datafusion:parquet	46993631	48029224	0.98
tpch_q07/datafusion:parquet	179991967	179101027	1.00
tpch_q08/datafusion:parquet	155871955	162495701	0.96
tpch_q09/datafusion:parquet	214041998	209256592	1.02
tpch_q10/datafusion:parquet	185540042	187327916	0.99
tpch_q11/datafusion:parquet	59283085	58965582	1.01
tpch_q12/datafusion:parquet 🚨	121200800	106529045	1.14
tpch_q13/datafusion:parquet	198174020	202063361	0.98
tpch_q14/datafusion:parquet	77857644	83187082	0.94
tpch_q15/datafusion:parquet	67085377	64243421	1.04
tpch_q16/datafusion:parquet	55094804	54719821	1.01
tpch_q17/datafusion:parquet	163478517	173194574	0.94
tpch_q18/datafusion:parquet	223950637	229321451	0.98
tpch_q19/datafusion:parquet	101758288	93479233	1.09
tpch_q20/datafusion:parquet	119134356	115183893	1.03
tpch_q21/datafusion:parquet	180808187	178178151	1.01
tpch_q22/datafusion:parquet	41098225	38921209	1.06

datafusion / arrow (0.981x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	62914263	68635337	0.92
tpch_q02/datafusion:arrow	22475804	23034041	0.98
tpch_q03/datafusion:arrow	36612632	36986948	0.99
tpch_q04/datafusion:arrow	29161877	29894861	0.98
tpch_q05/datafusion:arrow	89762304	90302802	0.99
tpch_q06/datafusion:arrow	23288709	21421763	1.09
tpch_q07/datafusion:arrow	187077156	176625732	1.06
tpch_q08/datafusion:arrow	45651871	48351760	0.94
tpch_q09/datafusion:arrow	76872322	77823832	0.99
tpch_q10/datafusion:arrow	57183623	57164844	1.00
tpch_q11/datafusion:arrow	12099001	11998482	1.01
tpch_q12/datafusion:arrow	57259905	57817611	0.99
tpch_q13/datafusion:arrow	50333674	50099859	1.00
tpch_q14/datafusion:arrow	25142667	26801301	0.94
tpch_q15/datafusion:arrow	49000069	52329191	0.94
tpch_q16/datafusion:arrow	23172035	25193745	0.92
tpch_q17/datafusion:arrow 🚀	78246148	88830335	0.88
tpch_q18/datafusion:arrow	158536594	157094234	1.01
tpch_q19/datafusion:arrow	42627163	40398068	1.06
tpch_q20/datafusion:arrow	41074860	41066802	1.00
tpch_q21/datafusion:arrow	227655392	236763126	0.96
tpch_q22/datafusion:arrow	20618565	21115363	0.98

duckdb / vortex-file-compressed (0.991x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	31960610	33751083	0.95
tpch_q02/duckdb:vortex-file-compressed	28687511	27322553	1.05
tpch_q03/duckdb:vortex-file-compressed	29816031	30329412	0.98
tpch_q04/duckdb:vortex-file-compressed	29147520	29957015	0.97
tpch_q05/duckdb:vortex-file-compressed	32498974	34042557	0.95
tpch_q06/duckdb:vortex-file-compressed	10294692	10676568	0.96
tpch_q07/duckdb:vortex-file-compressed	35526004	36414189	0.98
tpch_q08/duckdb:vortex-file-compressed	39122381	39881358	0.98
tpch_q09/duckdb:vortex-file-compressed	81791318	78343756	1.04
tpch_q10/duckdb:vortex-file-compressed	35828731	36969455	0.97
tpch_q11/duckdb:vortex-file-compressed	16223502	15553393	1.04
tpch_q12/duckdb:vortex-file-compressed	23643886	23138018	1.02
tpch_q13/duckdb:vortex-file-compressed	36922075	37825660	0.98
tpch_q14/duckdb:vortex-file-compressed	20887018	21139348	0.99
tpch_q15/duckdb:vortex-file-compressed	15950729	16416172	0.97
tpch_q16/duckdb:vortex-file-compressed	29999507	29273668	1.02
tpch_q17/duckdb:vortex-file-compressed	24765795	24923242	0.99
tpch_q18/duckdb:vortex-file-compressed	47194626	48444190	0.97
tpch_q19/duckdb:vortex-file-compressed	32618561	32307040	1.01
tpch_q20/duckdb:vortex-file-compressed	34376143	34440164	1.00
tpch_q21/duckdb:vortex-file-compressed	99693738	102234531	0.98
tpch_q22/duckdb:vortex-file-compressed	17822865	17756619	1.00

duckdb / vortex-compact (0.997x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	39655261	39488003	1.00
tpch_q02/duckdb:vortex-compact	35440048	37680125	0.94
tpch_q03/duckdb:vortex-compact	32745004	31821107	1.03
tpch_q04/duckdb:vortex-compact	34843522	34678720	1.00
tpch_q05/duckdb:vortex-compact	37699334	37477095	1.01
tpch_q06/duckdb:vortex-compact	15376656	14276328	1.08
tpch_q07/duckdb:vortex-compact	42656895	43345998	0.98
tpch_q08/duckdb:vortex-compact	45004445	47105772	0.96
tpch_q09/duckdb:vortex-compact	89104311	91315665	0.98
tpch_q10/duckdb:vortex-compact	40517670	41445680	0.98
tpch_q11/duckdb:vortex-compact	20473621	20403702	1.00
tpch_q12/duckdb:vortex-compact	37252843	35957784	1.04
tpch_q13/duckdb:vortex-compact	45872767	47119116	0.97
tpch_q14/duckdb:vortex-compact	30658625	31348151	0.98
tpch_q15/duckdb:vortex-compact	19544010	19719940	0.99
tpch_q16/duckdb:vortex-compact	35797107	35870025	1.00
tpch_q17/duckdb:vortex-compact	30489562	30559276	1.00
tpch_q18/duckdb:vortex-compact	50349945	51998941	0.97
tpch_q19/duckdb:vortex-compact	37046771	36433553	1.02
tpch_q20/duckdb:vortex-compact	44738331	43547447	1.03
tpch_q21/duckdb:vortex-compact	111423268	113318404	0.98
tpch_q22/duckdb:vortex-compact	20822125	20487013	1.02

duckdb / parquet (1.013x ➖, 2↑ 4↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚨	105548079	91629048	1.15
tpch_q02/duckdb:parquet	39082304	39388645	0.99
tpch_q03/duckdb:parquet 🚀	69431256	79311685	0.88
tpch_q04/duckdb:parquet	49799947	46746251	1.07
tpch_q05/duckdb:parquet	65998735	67271089	0.98
tpch_q06/duckdb:parquet	20557688	20305443	1.01
tpch_q07/duckdb:parquet	67024295	66696013	1.00
tpch_q08/duckdb:parquet	81071099	82359111	0.98
tpch_q09/duckdb:parquet	152931035	156380037	0.98
tpch_q10/duckdb:parquet	126975534	127049443	1.00
tpch_q11/duckdb:parquet	21866751	22426073	0.98
tpch_q12/duckdb:parquet 🚨	52624690	46717804	1.13
tpch_q13/duckdb:parquet	259538657	260694190	1.00
tpch_q14/duckdb:parquet 🚨	60514382	48613300	1.24
tpch_q15/duckdb:parquet	34271888	32948318	1.04
tpch_q16/duckdb:parquet	57284154	56168028	1.02
tpch_q17/duckdb:parquet 🚨	57339651	50885873	1.13
tpch_q18/duckdb:parquet 🚀	117525246	136522321	0.86
tpch_q19/duckdb:parquet	80744398	88161812	0.92
tpch_q20/duckdb:parquet	63000048	64612998	0.98
tpch_q21/duckdb:parquet	187286829	175971713	1.06
tpch_q22/duckdb:parquet	51170697	52700481	0.97

duckdb / duckdb (0.992x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	16525106	16330316	1.01
tpch_q02/duckdb:duckdb	12369535	13090632	0.94
tpch_q03/duckdb:duckdb	19716515	18636992	1.06
tpch_q04/duckdb:duckdb	19427497	19774732	0.98
tpch_q05/duckdb:duckdb	20033114	20742790	0.97
tpch_q06/duckdb:duckdb	5330474	5384459	0.99
tpch_q07/duckdb:duckdb	22811043	22559297	1.01
tpch_q08/duckdb:duckdb	20144968	20790400	0.97
tpch_q09/duckdb:duckdb	50678750	54636109	0.93
tpch_q10/duckdb:duckdb	41503905	44003489	0.94
tpch_q11/duckdb:duckdb	5627956	5649950	1.00
tpch_q12/duckdb:duckdb	13447117	13803947	0.97
tpch_q13/duckdb:duckdb	37188883	36708518	1.01
tpch_q14/duckdb:duckdb	15621654	15477516	1.01
tpch_q15/duckdb:duckdb	11761603	11649870	1.01
tpch_q16/duckdb:duckdb	23181442	23171712	1.00
tpch_q17/duckdb:duckdb	13485663	13614295	0.99
tpch_q18/duckdb:duckdb	38268063	38068513	1.01
tpch_q19/duckdb:duckdb	26992471	26280146	1.03
tpch_q20/duckdb:duckdb	21567471	22445458	0.96
tpch_q21/duckdb:duckdb	56622340	54520809	1.04
tpch_q22/duckdb:duckdb	24076912	24195014	1.00

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-8.3%	+7.2%	-14.5%	+26.9%	➖ noise
1	datafusion:vortex-compact	+3.2%	+7.2%	-3.7%	+27.6%	➖ noise
1	datafusion:vortex-file-compressed	+6.8%	+7.2%	-0.4%	+28.4%	➖ noise
1	duckdb:duckdb	+1.2%	+7.2%	-5.6%	+24.9%	➖ noise
1	duckdb:vortex-compact	+0.4%	+7.2%	-6.3%	+24.7%	➖ noise
1	duckdb:vortex-file-compressed	-5.3%	+7.2%	-11.7%	+25.1%	➖ noise
2	datafusion:arrow	-2.4%	+0.4%	-2.8%	+12.4%	➖ noise
2	datafusion:vortex-compact	+5.4%	+0.4%	+4.9%	+12.4%	➖ noise
2	datafusion:vortex-file-compressed	-2.6%	+0.4%	-3.0%	+12.4%	➖ noise
2	duckdb:duckdb	-5.5%	+0.4%	-5.9%	+17.2%	➖ noise
2	duckdb:vortex-compact	-5.9%	+0.4%	-6.3%	+12.4%	➖ noise
2	duckdb:vortex-file-compressed	+5.0%	+0.4%	+4.5%	+12.4%	➖ noise
3	datafusion:arrow	-1.0%	-6.7%	+6.0%	+12.4%	➖ noise
3	datafusion:vortex-compact	+2.7%	-6.7%	+10.0%	+14.1%	➖ noise
3	datafusion:vortex-file-compressed	-1.9%	-6.7%	+5.0%	+13.8%	➖ noise
3	duckdb:duckdb	+5.8%	-6.7%	+13.3%	+17.0%	➖ noise
3	duckdb:vortex-compact	+2.9%	-6.7%	+10.2%	+17.8%	➖ noise
3	duckdb:vortex-file-compressed	-1.7%	-6.7%	+5.3%	+16.4%	➖ noise
4	datafusion:arrow	-2.5%	+2.6%	-4.9%	+12.4%	➖ noise
4	datafusion:vortex-compact	+0.3%	+2.6%	-2.2%	+12.4%	➖ noise
4	datafusion:vortex-file-compressed	-0.7%	+2.6%	-3.2%	+12.4%	➖ noise
4	duckdb:duckdb	-1.8%	+2.6%	-4.2%	+12.4%	➖ noise
4	duckdb:vortex-compact	+0.5%	+2.6%	-2.0%	+12.4%	➖ noise
4	duckdb:vortex-file-compressed	-2.7%	+2.6%	-5.1%	+12.4%	➖ noise
5	datafusion:arrow	-0.6%	-2.1%	+1.6%	+12.4%	➖ noise
5	datafusion:vortex-compact	-3.2%	-2.1%	-1.1%	+12.4%	➖ noise
5	datafusion:vortex-file-compressed	+3.2%	-2.1%	+5.5%	+12.4%	➖ noise
5	duckdb:duckdb	-3.4%	-2.1%	-1.3%	+15.0%	➖ noise
5	duckdb:vortex-compact	+0.6%	-2.1%	+2.8%	+12.4%	➖ noise
5	duckdb:vortex-file-compressed	-4.5%	-2.1%	-2.5%	+12.4%	➖ noise
6	datafusion:arrow	+8.7%	-0.5%	+9.2%	+25.4%	➖ noise
6	datafusion:vortex-compact	-1.3%	-0.5%	-0.9%	+20.9%	➖ noise
6	datafusion:vortex-file-compressed	-8.2%	-0.5%	-7.8%	+24.1%	➖ noise
6	duckdb:duckdb	-1.0%	-0.5%	-0.5%	+22.5%	➖ noise
6	duckdb:vortex-compact	+7.7%	-0.5%	+8.2%	+20.9%	➖ noise
6	duckdb:vortex-file-compressed	-3.6%	-0.5%	-3.1%	+19.7%	➖ noise
7	datafusion:arrow	+5.9%	+0.5%	+5.4%	+13.3%	➖ noise
7	datafusion:vortex-compact	+2.6%	+0.5%	+2.1%	+12.4%	➖ noise
7	datafusion:vortex-file-compressed	+3.6%	+0.5%	+3.1%	+12.4%	➖ noise
7	duckdb:duckdb	+1.1%	+0.5%	+0.6%	+17.5%	➖ noise
7	duckdb:vortex-compact	-1.6%	+0.5%	-2.1%	+12.4%	➖ noise
7	duckdb:vortex-file-compressed	-2.4%	+0.5%	-2.9%	+12.4%	➖ noise
8	datafusion:arrow	-5.6%	-2.8%	-2.8%	+12.9%	➖ noise
8	datafusion:vortex-compact	+2.0%	-2.8%	+4.9%	+12.4%	➖ noise
8	datafusion:vortex-file-compressed	+2.3%	-2.8%	+5.3%	+12.4%	➖ noise
8	duckdb:duckdb	-3.1%	-2.8%	-0.3%	+12.8%	➖ noise
8	duckdb:vortex-compact	-4.5%	-2.8%	-1.7%	+12.4%	➖ noise
8	duckdb:vortex-file-compressed	-1.9%	-2.8%	+1.0%	+12.4%	➖ noise
9	datafusion:arrow	-1.2%	+0.0%	-1.2%	+12.4%	➖ noise
9	datafusion:vortex-compact	-1.3%	+0.0%	-1.3%	+12.4%	➖ noise
9	datafusion:vortex-file-compressed	+0.2%	+0.0%	+0.2%	+12.4%	➖ noise
9	duckdb:duckdb	-7.2%	+0.0%	-7.3%	+13.5%	➖ noise
9	duckdb:vortex-compact	-2.4%	+0.0%	-2.4%	+12.4%	➖ noise
9	duckdb:vortex-file-compressed	+4.4%	+0.0%	+4.4%	+12.4%	➖ noise
10	datafusion:arrow	+0.0%	-0.5%	+0.5%	+12.4%	➖ noise
10	datafusion:vortex-compact	+4.2%	-0.5%	+4.8%	+12.4%	➖ noise
10	datafusion:vortex-file-compressed	-2.9%	-0.5%	-2.4%	+12.4%	➖ noise
10	duckdb:duckdb	-5.7%	-0.5%	-5.2%	+17.0%	➖ noise
10	duckdb:vortex-compact	-2.2%	-0.5%	-1.7%	+12.4%	➖ noise
10	duckdb:vortex-file-compressed	-3.1%	-0.5%	-2.6%	+12.4%	➖ noise
11	datafusion:arrow	+0.8%	-1.0%	+1.8%	+13.3%	➖ noise
11	datafusion:vortex-compact	-4.4%	-1.0%	-3.5%	+12.9%	➖ noise
11	datafusion:vortex-file-compressed	-1.1%	-1.0%	-0.1%	+12.4%	➖ noise
11	duckdb:duckdb	-0.4%	-1.0%	+0.6%	+14.1%	➖ noise
11	duckdb:vortex-compact	+0.3%	-1.0%	+1.3%	+12.4%	➖ noise
11	duckdb:vortex-file-compressed	+4.3%	-1.0%	+5.4%	+12.4%	➖ noise
12	datafusion:arrow	-1.0%	+13.2%	-12.5%	+15.5%	➖ noise
12	datafusion:vortex-compact	+1.5%	+13.2%	-10.3%	+14.4%	➖ noise
12	datafusion:vortex-file-compressed	+3.6%	+13.2%	-8.5%	+14.4%	➖ noise
12	duckdb:duckdb	-2.6%	+13.2%	-13.9%	+17.4%	➖ noise
12	duckdb:vortex-compact	+3.6%	+13.2%	-8.5%	+14.2%	➖ noise
12	duckdb:vortex-file-compressed	+2.2%	+13.2%	-9.7%	+14.4%	➖ noise
13	datafusion:arrow	+0.5%	-1.2%	+1.7%	+12.4%	➖ noise
13	datafusion:vortex-compact	-2.1%	-1.2%	-0.9%	+12.4%	➖ noise
13	datafusion:vortex-file-compressed	+3.4%	-1.2%	+4.6%	+12.4%	➖ noise
13	duckdb:duckdb	+1.3%	-1.2%	+2.5%	+22.7%	➖ noise
13	duckdb:vortex-compact	-2.6%	-1.2%	-1.5%	+12.4%	➖ noise
13	duckdb:vortex-file-compressed	-2.4%	-1.2%	-1.2%	+12.4%	➖ noise
14	datafusion:arrow	-6.2%	+7.9%	-13.1%	+15.1%	➖ noise
14	datafusion:vortex-compact	+2.9%	+7.9%	-4.7%	+15.5%	➖ noise
14	datafusion:vortex-file-compressed	-1.5%	+7.9%	-8.8%	+13.4%	➖ noise
14	duckdb:duckdb	+0.9%	+7.9%	-6.5%	+24.8%	➖ noise
14	duckdb:vortex-compact	-2.2%	+7.9%	-9.4%	+12.7%	➖ noise
14	duckdb:vortex-file-compressed	-1.2%	+7.9%	-8.5%	+16.7%	➖ noise
15	datafusion:arrow	-6.4%	+4.2%	-10.2%	+16.7%	➖ noise
15	datafusion:vortex-compact	-5.1%	+4.2%	-9.0%	+16.7%	➖ noise
15	datafusion:vortex-file-compressed	-2.9%	+4.2%	-6.8%	+18.4%	➖ noise
15	duckdb:duckdb	+1.0%	+4.2%	-3.1%	+20.0%	➖ noise
15	duckdb:vortex-compact	-0.9%	+4.2%	-4.9%	+16.7%	➖ noise
15	duckdb:vortex-file-compressed	-2.8%	+4.2%	-6.8%	+16.4%	➖ noise
16	datafusion:arrow	-8.0%	+1.3%	-9.2%	+12.4%	➖ noise
16	datafusion:vortex-compact	-1.1%	+1.3%	-2.4%	+12.4%	➖ noise
16	datafusion:vortex-file-compressed	-5.2%	+1.3%	-6.5%	+12.4%	➖ noise
16	duckdb:duckdb	+0.0%	+1.3%	-1.3%	+12.4%	➖ noise
16	duckdb:vortex-compact	-0.2%	+1.3%	-1.5%	+12.4%	➖ noise
16	duckdb:vortex-file-compressed	+2.5%	+1.3%	+1.1%	+12.9%	➖ noise
17	datafusion:arrow	-11.9%	+3.1%	-14.6%	+16.0%	✅ faster
17	datafusion:vortex-compact	-3.5%	+3.1%	-6.5%	+15.5%	➖ noise
17	datafusion:vortex-file-compressed	+1.6%	+3.1%	-1.4%	+16.8%	➖ noise
17	duckdb:duckdb	-0.9%	+3.1%	-4.0%	+17.1%	➖ noise
17	duckdb:vortex-compact	-0.2%	+3.1%	-3.3%	+14.4%	➖ noise
17	duckdb:vortex-file-compressed	-0.6%	+3.1%	-3.6%	+15.8%	➖ noise
18	datafusion:arrow	+0.9%	-8.3%	+10.1%	+12.4%	➖ noise
18	datafusion:vortex-compact	-0.1%	-8.3%	+8.9%	+12.4%	➖ noise
18	datafusion:vortex-file-compressed	-0.7%	-8.3%	+8.3%	+12.4%	➖ noise
18	duckdb:duckdb	+0.5%	-8.3%	+9.6%	+12.4%	➖ noise
18	duckdb:vortex-compact	-3.2%	-8.3%	+5.6%	+12.4%	➖ noise
18	duckdb:vortex-file-compressed	-2.6%	-8.3%	+6.3%	+12.5%	➖ noise
19	datafusion:arrow	+5.5%	-0.2%	+5.7%	+17.8%	➖ noise
19	datafusion:vortex-compact	+3.4%	-0.2%	+3.5%	+21.1%	➖ noise
19	datafusion:vortex-file-compressed	-1.7%	-0.2%	-1.6%	+18.8%	➖ noise
19	duckdb:duckdb	+2.7%	-0.2%	+2.9%	+22.6%	➖ noise
19	duckdb:vortex-compact	+1.7%	-0.2%	+1.8%	+17.9%	➖ noise
19	duckdb:vortex-file-compressed	+1.0%	-0.2%	+1.1%	+21.3%	➖ noise
20	datafusion:arrow	+0.0%	+0.4%	-0.4%	+15.4%	➖ noise
20	datafusion:vortex-compact	+2.5%	+0.4%	+2.0%	+15.4%	➖ noise
20	datafusion:vortex-file-compressed	+2.5%	+0.4%	+2.1%	+16.6%	➖ noise
20	duckdb:duckdb	-3.9%	+0.4%	-4.3%	+17.3%	➖ noise
20	duckdb:vortex-compact	+2.7%	+0.4%	+2.3%	+17.3%	➖ noise
20	duckdb:vortex-file-compressed	-0.2%	+0.4%	-0.6%	+20.1%	➖ noise
21	datafusion:arrow	-3.8%	+3.9%	-7.5%	+12.4%	➖ noise
21	datafusion:vortex-compact	-3.0%	+3.9%	-6.7%	+12.4%	➖ noise
21	datafusion:vortex-file-compressed	-0.2%	+3.9%	-4.0%	+12.4%	➖ noise
21	duckdb:duckdb	+3.9%	+3.9%	-0.1%	+12.4%	➖ noise
21	duckdb:vortex-compact	-1.7%	+3.9%	-5.4%	+12.4%	➖ noise
21	duckdb:vortex-file-compressed	-2.5%	+3.9%	-6.2%	+12.4%	➖ noise
22	datafusion:arrow	-2.4%	+1.3%	-3.6%	+20.9%	➖ noise
22	datafusion:vortex-compact	-4.5%	+1.3%	-5.7%	+14.2%	➖ noise
22	datafusion:vortex-file-compressed	+1.3%	+1.3%	+0.0%	+12.4%	➖ noise
22	duckdb:duckdb	-0.5%	+1.3%	-1.7%	+12.4%	➖ noise
22	duckdb:vortex-compact	+1.6%	+1.3%	+0.4%	+12.4%	➖ noise
22	duckdb:vortex-file-compressed	+0.4%	+1.3%	-0.9%	+12.4%	➖ noise

[github-actions]

Benchmarks: PolarSignals Profiling

Summary

• Overall: 1.069x ➖
• Vortex: 1.069x ➖

datafusion / vortex-file-compressed (1.069x ➖, 0↑ 2↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	121698548	113777969	1.07
polarsignals_q01/datafusion:vortex-file-compressed	348330246	347823686	1.00
polarsignals_q02/datafusion:vortex-file-compressed	22408468	20987293	1.07
polarsignals_q03/datafusion:vortex-file-compressed	360892173	347291394	1.04
polarsignals_q04/datafusion:vortex-file-compressed	12421371	11567780	1.07
polarsignals_q05/datafusion:vortex-file-compressed	17108438	16130606	1.06
polarsignals_q06/datafusion:vortex-file-compressed	21163649	20479258	1.03
polarsignals_q07/datafusion:vortex-file-compressed 🚨	14251328	12239904	1.16
polarsignals_q08/datafusion:vortex-file-compressed	445196916	427776674	1.04
polarsignals_q09/datafusion:vortex-file-compressed 🚨	11867891	10314245	1.15

[github-actions]

Benchmarks: FineWeb NVMe

Summary

• Overall: 0.965x ➖
• Vortex: 0.970x ➖
• Parquet: 0.956x ➖

Verdict

No clear signal

• Attributed Vortex impact: +1.4%
• Confidence: low
• Environment shift: -4.4%

Statistical Summary

• Systemic shift (parquet controls): -4.4%
• Control sigma: +2.0%
• Residual noise: +1.7%
• Median polish overall: -2.6%

datafusion / vortex-file-compressed (0.956x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚀	4229529	5253096	0.81
fineweb_q01/datafusion:vortex-file-compressed	25220709	26518669	0.95
fineweb_q02/datafusion:vortex-file-compressed	26851603	27624430	0.97
fineweb_q03/datafusion:vortex-file-compressed	82060747	83033981	0.99
fineweb_q04/datafusion:vortex-file-compressed	221156993	227877723	0.97
fineweb_q05/datafusion:vortex-file-compressed	199650140	205051350	0.97
fineweb_q06/datafusion:vortex-file-compressed	68708620	71427908	0.96
fineweb_q07/datafusion:vortex-file-compressed	70399187	66328168	1.06
fineweb_q08/datafusion:vortex-file-compressed	25395680	27030628	0.94

datafusion / vortex-compact (0.972x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	4525510	4553186	0.99
fineweb_q01/datafusion:vortex-compact	161153296	166450502	0.97
fineweb_q02/datafusion:vortex-compact	163335249	167086729	0.98
fineweb_q03/datafusion:vortex-compact	1432678721	1475630158	0.97
fineweb_q04/datafusion:vortex-compact	1545269467	1581301562	0.98
fineweb_q05/datafusion:vortex-compact	1228056895	1268587112	0.97
fineweb_q06/datafusion:vortex-compact	687503483	705657951	0.97
fineweb_q07/datafusion:vortex-compact	719704126	734989955	0.98
fineweb_q08/datafusion:vortex-compact	22499387	23870222	0.94

datafusion / parquet (0.942x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	6404807	6430208	1.00
fineweb_q01/datafusion:parquet 🚀	266891055	300086561	0.89
fineweb_q02/datafusion:parquet	271480511	289578203	0.94
fineweb_q03/datafusion:parquet	283333928	292602685	0.97
fineweb_q04/datafusion:parquet	284687370	313530314	0.91
fineweb_q05/datafusion:parquet	282751845	298951478	0.95
fineweb_q06/datafusion:parquet	274367179	296045167	0.93
fineweb_q07/datafusion:parquet	275101682	295219822	0.93
fineweb_q08/datafusion:parquet	268148086	274211770	0.98

duckdb / vortex-file-compressed (0.973x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3318534	3357410	0.99
fineweb_q01/duckdb:vortex-file-compressed	26929645	28469731	0.95
fineweb_q02/duckdb:vortex-file-compressed	27909158	27880574	1.00
fineweb_q03/duckdb:vortex-file-compressed 🚀	114361099	132487010	0.86
fineweb_q04/duckdb:vortex-file-compressed	202484050	216787214	0.93
fineweb_q05/duckdb:vortex-file-compressed	190236750	178856421	1.06
fineweb_q06/duckdb:vortex-file-compressed	72526640	68323953	1.06
fineweb_q07/duckdb:vortex-file-compressed	67178528	70404127	0.95
fineweb_q08/duckdb:vortex-file-compressed	26617175	27661036	0.96

duckdb / vortex-compact (0.979x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚀	4132914	4610981	0.90
fineweb_q01/duckdb:vortex-compact	107637486	113497946	0.95
fineweb_q02/duckdb:vortex-compact	116904069	119703668	0.98
fineweb_q03/duckdb:vortex-compact	856509073	878109910	0.98
fineweb_q04/duckdb:vortex-compact	907663114	923281308	0.98
fineweb_q05/duckdb:vortex-compact	810087548	830326318	0.98
fineweb_q06/duckdb:vortex-compact	465711791	466054981	1.00
fineweb_q07/duckdb:vortex-compact	479189902	480324910	1.00
fineweb_q08/duckdb:vortex-compact	24773633	23272169	1.06

duckdb / parquet (0.971x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	35759719	37236527	0.96
fineweb_q01/duckdb:parquet	92548065	96120883	0.96
fineweb_q02/duckdb:parquet	95099455	99292199	0.96
fineweb_q03/duckdb:parquet	305044685	308856692	0.99
fineweb_q04/duckdb:parquet	438663026	445034788	0.99
fineweb_q05/duckdb:parquet	408004526	417173378	0.98
fineweb_q06/duckdb:parquet	197945691	208245629	0.95
fineweb_q07/duckdb:parquet	210038023	214737853	0.98
fineweb_q08/duckdb:parquet	56121353	57439719	0.98

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-0.6%	-2.2%	+1.6%	+42.1%	➖ noise
0	datafusion:vortex-file-compressed	-19.5%	-2.2%	-17.7%	+74.3%	➖ noise
0	duckdb:vortex-compact	-10.4%	-2.2%	-8.4%	+40.9%	➖ noise
0	duckdb:vortex-file-compressed	-1.2%	-2.2%	+1.1%	+55.5%	➖ noise
1	datafusion:vortex-compact	-3.2%	-7.5%	+4.6%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	-4.9%	-7.5%	+2.8%	+13.5%	➖ noise
1	duckdb:vortex-compact	-5.2%	-7.5%	+2.5%	+20.3%	➖ noise
1	duckdb:vortex-file-compressed	-5.4%	-7.5%	+2.2%	+41.7%	➖ noise
2	datafusion:vortex-compact	-2.2%	-5.2%	+3.2%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-2.8%	-5.2%	+2.6%	+18.0%	➖ noise
2	duckdb:vortex-compact	-2.3%	-5.2%	+3.1%	+12.5%	➖ noise
2	duckdb:vortex-file-compressed	+0.1%	-5.2%	+5.6%	+10.8%	➖ noise
3	datafusion:vortex-compact	-2.9%	-2.2%	-0.7%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-1.2%	-2.2%	+1.1%	+29.6%	➖ noise
3	duckdb:vortex-compact	-2.5%	-2.2%	-0.3%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-13.7%	-2.2%	-11.7%	+30.2%	➖ noise
4	datafusion:vortex-compact	-2.3%	-5.4%	+3.3%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-2.9%	-5.4%	+2.6%	+10.0%	➖ noise
4	duckdb:vortex-compact	-1.7%	-5.4%	+3.9%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-6.6%	-5.4%	-1.3%	+10.0%	➖ noise
5	datafusion:vortex-compact	-3.2%	-3.8%	+0.7%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-2.6%	-3.8%	+1.2%	+10.0%	➖ noise
5	duckdb:vortex-compact	-2.4%	-3.8%	+1.4%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+6.4%	-3.8%	+10.6%	+10.0%	🚨 regression
6	datafusion:vortex-compact	-2.6%	-6.1%	+3.8%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-3.8%	-6.1%	+2.5%	+10.6%	➖ noise
6	duckdb:vortex-compact	-0.1%	-6.1%	+6.5%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+6.2%	-6.1%	+13.1%	+17.1%	➖ noise
7	datafusion:vortex-compact	-2.1%	-4.5%	+2.6%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+6.1%	-4.5%	+11.2%	+14.5%	➖ noise
7	duckdb:vortex-compact	-0.2%	-4.5%	+4.5%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-4.6%	-4.5%	-0.1%	+10.0%	➖ noise
8	datafusion:vortex-compact	-5.7%	-2.3%	-3.6%	+18.1%	➖ noise
8	datafusion:vortex-file-compressed	-6.0%	-2.3%	-3.9%	+25.4%	➖ noise
8	duckdb:vortex-compact	+6.5%	-2.3%	+8.9%	+12.6%	➖ noise
8	duckdb:vortex-file-compressed	-3.8%	-2.3%	-1.6%	+20.1%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Summary

• Overall: 1.147x ➖
• Vortex: 1.157x ➖
• Parquet: 1.127x ➖

Verdict

No clear signal

• Attributed Vortex impact: +2.7%
• Confidence: environment too noisy
• Environment shift: +12.7%

Statistical Summary

• Systemic shift (parquet controls): +12.7%
• Control sigma: +10.8%
• Residual noise: +10.3%
• Median polish overall: +10.5%

datafusion / vortex-file-compressed (1.422x ❌, 0↑ 12↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚨	324992853	181234068	1.79
tpch_q02/datafusion:vortex-file-compressed 🚨	658079982	454163453	1.45
tpch_q03/datafusion:vortex-file-compressed	334340903	369103860	0.91
tpch_q04/datafusion:vortex-file-compressed 🚨	368883828	236229371	1.56
tpch_q05/datafusion:vortex-file-compressed 🚨	631478144	403833084	1.56
tpch_q06/datafusion:vortex-file-compressed 🚨	519467285	259703027	2.00
tpch_q07/datafusion:vortex-file-compressed 🚨	638217911	386604746	1.65
tpch_q08/datafusion:vortex-file-compressed	672417052	662992164	1.01
tpch_q09/datafusion:vortex-file-compressed	608813933	592842927	1.03
tpch_q10/datafusion:vortex-file-compressed 🚨	1130467025	477184452	2.37
tpch_q11/datafusion:vortex-file-compressed 🚨	692854071	271910635	2.55
tpch_q12/datafusion:vortex-file-compressed 🚨	599390714	342982778	1.75
tpch_q13/datafusion:vortex-file-compressed	278937215	226602628	1.23
tpch_q14/datafusion:vortex-file-compressed 🚨	325804169	179583538	1.81
tpch_q15/datafusion:vortex-file-compressed 🚨	506598496	299299253	1.69
tpch_q16/datafusion:vortex-file-compressed 🚨	285195003	195834940	1.46
tpch_q17/datafusion:vortex-file-compressed	387567224	317150789	1.22
tpch_q18/datafusion:vortex-file-compressed	342396215	314296851	1.09
tpch_q19/datafusion:vortex-file-compressed	384261042	326974427	1.18
tpch_q20/datafusion:vortex-file-compressed	404669852	377082547	1.07
tpch_q21/datafusion:vortex-file-compressed	587997055	549723582	1.07
tpch_q22/datafusion:vortex-file-compressed	226226664	201184961	1.12

datafusion / vortex-compact (1.138x ➖, 0↑ 6↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	245219626	238859609	1.03
tpch_q02/datafusion:vortex-compact	483279900	459137827	1.05
tpch_q03/datafusion:vortex-compact 🚨	394371999	299081323	1.32
tpch_q04/datafusion:vortex-compact	242113222	209009060	1.16
tpch_q05/datafusion:vortex-compact	476376459	508466598	0.94
tpch_q06/datafusion:vortex-compact	376755852	443274434	0.85
tpch_q07/datafusion:vortex-compact	475110372	499024015	0.95
tpch_q08/datafusion:vortex-compact 🚨	764532436	573504595	1.33
tpch_q09/datafusion:vortex-compact	476408383	490902497	0.97
tpch_q10/datafusion:vortex-compact 🚨	666689646	468925453	1.42
tpch_q11/datafusion:vortex-compact	351685098	281429117	1.25
tpch_q12/datafusion:vortex-compact	609878406	517311553	1.18
tpch_q13/datafusion:vortex-compact	237260971	224678517	1.06
tpch_q14/datafusion:vortex-compact 🚨	411860021	311170520	1.32
tpch_q15/datafusion:vortex-compact	578565836	445494490	1.30
tpch_q16/datafusion:vortex-compact	219533050	223503743	0.98
tpch_q17/datafusion:vortex-compact	387699905	350452113	1.11
tpch_q18/datafusion:vortex-compact	342290826	308293296	1.11
tpch_q19/datafusion:vortex-compact 🚨	587133087	410538729	1.43
tpch_q20/datafusion:vortex-compact 🚨	613109785	447795329	1.37
tpch_q21/datafusion:vortex-compact	536033449	584630362	0.92
tpch_q22/datafusion:vortex-compact	150807282	117925749	1.28

datafusion / parquet (1.176x ➖, 0↑ 6↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	221589704	247787066	0.89
tpch_q02/datafusion:parquet	505143329	461744364	1.09
tpch_q03/datafusion:parquet	311210181	314120406	0.99
tpch_q04/datafusion:parquet	157711306	188302404	0.84
tpch_q05/datafusion:parquet	587112616	535684804	1.10
tpch_q06/datafusion:parquet 🚨	226815889	137888982	1.64
tpch_q07/datafusion:parquet	663185227	591698253	1.12
tpch_q08/datafusion:parquet 🚨	882117338	629253664	1.40
tpch_q09/datafusion:parquet 🚨	735268348	538557010	1.37
tpch_q10/datafusion:parquet	740529409	592715244	1.25
tpch_q11/datafusion:parquet 🚨	566967655	341338539	1.66
tpch_q12/datafusion:parquet	289860879	262152503	1.11
tpch_q13/datafusion:parquet	467303390	430870784	1.08
tpch_q14/datafusion:parquet	207927501	194044008	1.07
tpch_q15/datafusion:parquet	316533226	303418055	1.04
tpch_q16/datafusion:parquet	177617230	175983953	1.01
tpch_q17/datafusion:parquet	454224620	494909756	0.92
tpch_q18/datafusion:parquet	593926818	517690828	1.15
tpch_q19/datafusion:parquet 🚨	487268416	346172248	1.41
tpch_q20/datafusion:parquet	492327716	391328731	1.26
tpch_q21/datafusion:parquet	721136779	558543474	1.29
tpch_q22/datafusion:parquet 🚨	219315901	131610288	1.67

duckdb / vortex-file-compressed (1.063x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	233575233	217197049	1.08
tpch_q02/duckdb:vortex-file-compressed	919767701	874905419	1.05
tpch_q03/duckdb:vortex-file-compressed	589719429	593712652	0.99
tpch_q04/duckdb:vortex-file-compressed	363872438	354693273	1.03
tpch_q05/duckdb:vortex-file-compressed	826631670	887503315	0.93
tpch_q06/duckdb:vortex-file-compressed	452579097	358635271	1.26
tpch_q07/duckdb:vortex-file-compressed	785526611	755537736	1.04
tpch_q08/duckdb:vortex-file-compressed	1057000853	951703049	1.11
tpch_q09/duckdb:vortex-file-compressed	870800675	864844534	1.01
tpch_q10/duckdb:vortex-file-compressed	806694565	668514281	1.21
tpch_q11/duckdb:vortex-file-compressed	517183273	498177533	1.04
tpch_q12/duckdb:vortex-file-compressed	548224122	485834486	1.13
tpch_q13/duckdb:vortex-file-compressed	530833899	457421914	1.16
tpch_q14/duckdb:vortex-file-compressed	539525782	488488920	1.10
tpch_q15/duckdb:vortex-file-compressed	288359443	239109262	1.21
tpch_q16/duckdb:vortex-file-compressed	312749778	330764333	0.95
tpch_q17/duckdb:vortex-file-compressed	576846592	562349047	1.03
tpch_q18/duckdb:vortex-file-compressed	609312420	538129225	1.13
tpch_q19/duckdb:vortex-file-compressed	479021338	510040939	0.94
tpch_q20/duckdb:vortex-file-compressed	809568938	828746227	0.98
tpch_q21/duckdb:vortex-file-compressed	1134490582	1037473295	1.09
tpch_q22/duckdb:vortex-file-compressed	365889425	357967306	1.02

duckdb / vortex-compact (1.040x ➖, 0↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	299694043	266806052	1.12
tpch_q02/duckdb:vortex-compact	999547006	839833588	1.19
tpch_q03/duckdb:vortex-compact	612342297	532025016	1.15
tpch_q04/duckdb:vortex-compact	363198945	333714845	1.09
tpch_q05/duckdb:vortex-compact	852811745	848360636	1.01
tpch_q06/duckdb:vortex-compact	358967089	459828120	0.78
tpch_q07/duckdb:vortex-compact	659140563	633025872	1.04
tpch_q08/duckdb:vortex-compact	960933665	912123339	1.05
tpch_q09/duckdb:vortex-compact	951506642	919227950	1.04
tpch_q10/duckdb:vortex-compact	682996662	795694258	0.86
tpch_q11/duckdb:vortex-compact	495045653	482575291	1.03
tpch_q12/duckdb:vortex-compact 🚨	593062731	381919739	1.55
tpch_q13/duckdb:vortex-compact	437018472	450185285	0.97
tpch_q14/duckdb:vortex-compact	552878703	452173261	1.22
tpch_q15/duckdb:vortex-compact	297116193	270091303	1.10
tpch_q16/duckdb:vortex-compact	289601465	331888622	0.87
tpch_q17/duckdb:vortex-compact	583583279	584142002	1.00
tpch_q18/duckdb:vortex-compact	482336468	484358065	1.00
tpch_q19/duckdb:vortex-compact	442589221	513775511	0.86
tpch_q20/duckdb:vortex-compact	682531848	774651432	0.88
tpch_q21/duckdb:vortex-compact	1193540488	971723903	1.23
tpch_q22/duckdb:vortex-compact	351648844	319140898	1.10

duckdb / parquet (1.079x ➖, 0↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	610595789	470970935	1.30
tpch_q02/duckdb:parquet	1270189829	1292414694	0.98
tpch_q03/duckdb:parquet	949389208	1014786211	0.94
tpch_q04/duckdb:parquet	649832348	613775321	1.06
tpch_q05/duckdb:parquet	1385298864	1463951736	0.95
tpch_q06/duckdb:parquet	423015247	368294571	1.15
tpch_q07/duckdb:parquet	1503655407	1320608645	1.14
tpch_q08/duckdb:parquet	1814717343	1591299651	1.14
tpch_q09/duckdb:parquet	1529383588	1378242295	1.11
tpch_q10/duckdb:parquet	1435859573	1350636374	1.06
tpch_q11/duckdb:parquet	802144599	846843789	0.95
tpch_q12/duckdb:parquet	643017266	551342389	1.17
tpch_q13/duckdb:parquet	832024156	873131573	0.95
tpch_q14/duckdb:parquet	709891655	610484081	1.16
tpch_q15/duckdb:parquet 🚨	752232400	512989969	1.47
tpch_q16/duckdb:parquet	606539242	588070475	1.03
tpch_q17/duckdb:parquet	845766060	712988275	1.19
tpch_q18/duckdb:parquet	828426523	839496771	0.99
tpch_q19/duckdb:parquet	888621205	867593624	1.02
tpch_q20/duckdb:parquet	1043290034	971898548	1.07
tpch_q21/duckdb:parquet	1216780445	1204471654	1.01
tpch_q22/duckdb:parquet	484157697	456382342	1.06

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+2.7%	+7.7%	-4.7%	+152.4%	➖ noise
1	datafusion:vortex-file-compressed	+79.3%	+7.7%	+66.5%	+137.2%	➖ noise
1	duckdb:vortex-compact	+12.3%	+7.7%	+4.3%	+106.0%	➖ noise
1	duckdb:vortex-file-compressed	+7.5%	+7.7%	-0.1%	+38.0%	➖ noise
2	datafusion:vortex-compact	+5.3%	+3.7%	+1.5%	+34.1%	➖ noise
2	datafusion:vortex-file-compressed	+44.9%	+3.7%	+39.7%	+34.8%	🚨 regression
2	duckdb:vortex-compact	+19.0%	+3.7%	+14.8%	+30.2%	➖ noise
2	duckdb:vortex-file-compressed	+5.1%	+3.7%	+1.4%	+32.4%	➖ noise
3	datafusion:vortex-compact	+31.9%	-3.7%	+37.0%	+71.9%	➖ noise
3	datafusion:vortex-file-compressed	-9.4%	-3.7%	-5.9%	+83.6%	➖ noise
3	duckdb:vortex-compact	+15.1%	-3.7%	+19.5%	+31.8%	➖ noise
3	duckdb:vortex-file-compressed	-0.7%	-3.7%	+3.2%	+30.9%	➖ noise
4	datafusion:vortex-compact	+15.8%	-5.8%	+23.0%	+33.1%	➖ noise
4	datafusion:vortex-file-compressed	+56.2%	-5.8%	+65.8%	+83.7%	➖ noise
4	duckdb:vortex-compact	+8.8%	-5.8%	+15.6%	+30.2%	➖ noise
4	duckdb:vortex-file-compressed	+2.6%	-5.8%	+8.9%	+30.2%	➖ noise
5	datafusion:vortex-compact	-6.3%	+1.8%	-8.0%	+39.3%	➖ noise
5	datafusion:vortex-file-compressed	+56.4%	+1.8%	+53.5%	+54.3%	➖ noise
5	duckdb:vortex-compact	+0.5%	+1.8%	-1.3%	+31.4%	➖ noise
5	duckdb:vortex-file-compressed	-6.9%	+1.8%	-8.5%	+31.2%	➖ noise
6	datafusion:vortex-compact	-15.0%	+37.5%	-38.2%	+44.9%	✅ faster
6	datafusion:vortex-file-compressed	+100.0%	+37.5%	+45.5%	+62.7%	➖ noise
6	duckdb:vortex-compact	-21.9%	+37.5%	-43.2%	+38.4%	✅ faster
6	duckdb:vortex-file-compressed	+26.2%	+37.5%	-8.2%	+48.6%	➖ noise
7	datafusion:vortex-compact	-4.8%	+13.0%	-15.7%	+36.1%	➖ noise
7	datafusion:vortex-file-compressed	+65.1%	+13.0%	+46.1%	+39.3%	🚨 regression
7	duckdb:vortex-compact	+4.1%	+13.0%	-7.8%	+30.2%	➖ noise
7	duckdb:vortex-file-compressed	+4.0%	+13.0%	-8.0%	+40.8%	➖ noise
8	datafusion:vortex-compact	+33.3%	+26.4%	+5.4%	+49.1%	➖ noise
8	datafusion:vortex-file-compressed	+1.4%	+26.4%	-19.8%	+30.2%	➖ noise
8	duckdb:vortex-compact	+5.4%	+26.4%	-16.7%	+30.2%	➖ noise
8	duckdb:vortex-file-compressed	+11.1%	+26.4%	-12.2%	+30.2%	➖ noise
9	datafusion:vortex-compact	-3.0%	+23.1%	-21.2%	+33.2%	➖ noise
9	datafusion:vortex-file-compressed	+2.7%	+23.1%	-16.6%	+62.0%	➖ noise
9	duckdb:vortex-compact	+3.5%	+23.1%	-15.9%	+30.2%	➖ noise
9	duckdb:vortex-file-compressed	+0.7%	+23.1%	-18.2%	+30.2%	➖ noise
10	datafusion:vortex-compact	+42.2%	+15.2%	+23.4%	+41.8%	➖ noise
10	datafusion:vortex-file-compressed	+136.9%	+15.2%	+105.6%	+30.2%	🚨 regression
10	duckdb:vortex-compact	-14.2%	+15.2%	-25.5%	+30.2%	✅ faster
10	duckdb:vortex-file-compressed	+20.7%	+15.2%	+4.7%	+30.2%	➖ noise
11	datafusion:vortex-compact	+25.0%	+25.4%	-0.4%	+34.4%	➖ noise
11	datafusion:vortex-file-compressed	+154.8%	+25.4%	+103.1%	+30.5%	🚨 regression
11	duckdb:vortex-compact	+2.6%	+25.4%	-18.2%	+30.2%	➖ noise
11	duckdb:vortex-file-compressed	+3.8%	+25.4%	-17.2%	+43.5%	➖ noise
12	datafusion:vortex-compact	+17.9%	+13.6%	+3.8%	+42.9%	➖ noise
12	datafusion:vortex-file-compressed	+74.8%	+13.6%	+53.9%	+40.6%	🚨 regression
12	duckdb:vortex-compact	+55.3%	+13.6%	+36.7%	+39.1%	➖ noise
12	duckdb:vortex-file-compressed	+12.8%	+13.6%	-0.6%	+31.8%	➖ noise
13	datafusion:vortex-compact	+5.6%	+1.7%	+3.9%	+65.9%	➖ noise
13	datafusion:vortex-file-compressed	+23.1%	+1.7%	+21.1%	+30.2%	➖ noise
13	duckdb:vortex-compact	-2.9%	+1.7%	-4.5%	+52.6%	➖ noise
13	duckdb:vortex-file-compressed	+16.0%	+1.7%	+14.2%	+30.2%	➖ noise
14	datafusion:vortex-compact	+32.4%	+11.6%	+18.6%	+44.5%	➖ noise
14	datafusion:vortex-file-compressed	+81.4%	+11.6%	+62.5%	+61.7%	🚨 regression
14	duckdb:vortex-compact	+22.3%	+11.6%	+9.5%	+33.8%	➖ noise
14	duckdb:vortex-file-compressed	+10.4%	+11.6%	-1.1%	+46.4%	➖ noise
15	datafusion:vortex-compact	+29.9%	+23.7%	+5.0%	+45.9%	➖ noise
15	datafusion:vortex-file-compressed	+69.3%	+23.7%	+36.9%	+43.9%	➖ noise
15	duckdb:vortex-compact	+10.0%	+23.7%	-11.1%	+34.2%	➖ noise
15	duckdb:vortex-file-compressed	+20.6%	+23.7%	-2.5%	+30.2%	➖ noise
16	datafusion:vortex-compact	-1.8%	+2.0%	-3.7%	+57.5%	➖ noise
16	datafusion:vortex-file-compressed	+45.6%	+2.0%	+42.7%	+30.2%	🚨 regression
16	duckdb:vortex-compact	-12.7%	+2.0%	-14.5%	+30.2%	➖ noise
16	duckdb:vortex-file-compressed	-5.4%	+2.0%	-7.3%	+30.2%	➖ noise
17	datafusion:vortex-compact	+10.6%	+4.3%	+6.0%	+30.3%	➖ noise
17	datafusion:vortex-file-compressed	+22.2%	+4.3%	+17.1%	+36.5%	➖ noise
17	duckdb:vortex-compact	-0.1%	+4.3%	-4.3%	+30.2%	➖ noise
17	duckdb:vortex-file-compressed	+2.6%	+4.3%	-1.7%	+35.5%	➖ noise
18	datafusion:vortex-compact	+11.0%	+6.4%	+4.3%	+30.2%	➖ noise
18	datafusion:vortex-file-compressed	+8.9%	+6.4%	+2.4%	+37.2%	➖ noise
18	duckdb:vortex-compact	-0.4%	+6.4%	-6.4%	+30.2%	➖ noise
18	duckdb:vortex-file-compressed	+13.2%	+6.4%	+6.4%	+30.2%	➖ noise
19	datafusion:vortex-compact	+43.0%	+20.1%	+19.1%	+30.2%	➖ noise
19	datafusion:vortex-file-compressed	+17.5%	+20.1%	-2.1%	+30.2%	➖ noise
19	duckdb:vortex-compact	-13.9%	+20.1%	-28.3%	+30.2%	✅ faster
19	duckdb:vortex-file-compressed	-6.1%	+20.1%	-21.8%	+30.2%	➖ noise
20	datafusion:vortex-compact	+36.9%	+16.2%	+17.8%	+30.2%	➖ noise
20	datafusion:vortex-file-compressed	+7.3%	+16.2%	-7.7%	+30.2%	➖ noise
20	duckdb:vortex-compact	-11.9%	+16.2%	-24.2%	+30.2%	✅ faster
20	duckdb:vortex-file-compressed	-2.3%	+16.2%	-15.9%	+31.1%	➖ noise
21	datafusion:vortex-compact	-8.3%	+14.2%	-19.7%	+30.2%	➖ noise
21	datafusion:vortex-file-compressed	+7.0%	+14.2%	-6.3%	+30.2%	➖ noise
21	duckdb:vortex-compact	+22.8%	+14.2%	+7.5%	+30.2%	➖ noise
21	duckdb:vortex-file-compressed	+9.4%	+14.2%	-4.3%	+30.2%	➖ noise
22	datafusion:vortex-compact	+27.9%	+33.0%	-3.8%	+43.7%	➖ noise
22	datafusion:vortex-file-compressed	+12.4%	+33.0%	-15.4%	+44.3%	➖ noise
22	duckdb:vortex-compact	+10.2%	+33.0%	-17.1%	+31.7%	➖ noise
22	duckdb:vortex-file-compressed	+2.2%	+33.0%	-23.1%	+40.7%	➖ noise

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Summary

• Overall: 0.951x ➖
• Vortex: 0.948x ➖
• Parquet: 0.973x ➖

Verdict

No clear signal

• Attributed Vortex impact: -3.1%
• Confidence: low
• Environment shift: -2.7%

Statistical Summary

• Systemic shift (parquet controls): -2.7%
• Control sigma: +3.3%
• Residual noise: +3.3%
• Median polish overall: -5.3%

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed	29056233	28107365	1.03
tpcds_q02/datafusion:vortex-file-compressed	74985253	76156743	0.98
tpcds_q03/datafusion:vortex-file-compressed	26888914	27314941	0.98
tpcds_q04/datafusion:vortex-file-compressed	393122038	394659980	1.00
tpcds_q05/datafusion:vortex-file-compressed	70463105	74575533	0.94
tpcds_q06/datafusion:vortex-file-compressed	74138742	75310552	0.98
tpcds_q07/datafusion:vortex-file-compressed	77295807	76792294	1.01
tpcds_q08/datafusion:vortex-file-compressed	40265744	39198797	1.03
tpcds_q09/datafusion:vortex-file-compressed	47570012	46188884	1.03
tpcds_q10/datafusion:vortex-file-compressed	47610533	47851330	0.99
tpcds_q11/datafusion:vortex-file-compressed	230998570	226642236	1.02
tpcds_q12/datafusion:vortex-file-compressed	34473440	35183354	0.98
tpcds_q13/datafusion:vortex-file-compressed	75271608	76390516	0.99
tpcds_q14/datafusion:vortex-file-compressed	208528197	211240942	0.99
tpcds_q15/datafusion:vortex-file-compressed	48765124	49908853	0.98
tpcds_q16/datafusion:vortex-file-compressed	29357796	28838919	1.02
tpcds_q17/datafusion:vortex-file-compressed	107784820	115354789	0.93
tpcds_q18/datafusion:vortex-file-compressed	102307904	100464151	1.02
tpcds_q19/datafusion:vortex-file-compressed	46123387	47366612	0.97
tpcds_q20/datafusion:vortex-file-compressed	40671732	39176102	1.04
tpcds_q21/datafusion:vortex-file-compressed	171329645	178576420	0.96
tpcds_q22/datafusion:vortex-file-compressed	70410091	70720602	1.00
tpcds_q23/datafusion:vortex-file-compressed	184193771	187003906	0.98
tpcds_q24/datafusion:vortex-file-compressed	182352879	181994746	1.00
tpcds_q25/datafusion:vortex-file-compressed	111290173	111341309	1.00
tpcds_q26/datafusion:vortex-file-compressed	62196906	62927597	0.99
tpcds_q27/datafusion:vortex-file-compressed	171036642	161879765	1.06
tpcds_q28/datafusion:vortex-file-compressed	50272648	48821153	1.03
tpcds_q29/datafusion:vortex-file-compressed	108983112	110239643	0.99
tpcds_q30/datafusion:vortex-file-compressed	29803513	31312427	0.95
tpcds_q31/datafusion:vortex-file-compressed	177027626	177997210	0.99
tpcds_q32/datafusion:vortex-file-compressed	23760070	23291811	1.02
tpcds_q33/datafusion:vortex-file-compressed	38707678	36654648	1.06
tpcds_q34/datafusion:vortex-file-compressed	36922535	36741129	1.00
tpcds_q35/datafusion:vortex-file-compressed	60137128	58547981	1.03
tpcds_q36/datafusion:vortex-file-compressed	105753981	103719070	1.02
tpcds_q37/datafusion:vortex-file-compressed	38179151	38755368	0.99
tpcds_q38/datafusion:vortex-file-compressed	88077955	86591562	1.02
tpcds_q39/datafusion:vortex-file-compressed	185214898	194030086	0.95
tpcds_q40/datafusion:vortex-file-compressed	55554027	55924272	0.99
tpcds_q41/datafusion:vortex-file-compressed	13362532	13529078	0.99
tpcds_q42/datafusion:vortex-file-compressed	31087422	30511998	1.02
tpcds_q43/datafusion:vortex-file-compressed	49207793	48300445	1.02
tpcds_q44/datafusion:vortex-file-compressed	41192816	41688196	0.99
tpcds_q45/datafusion:vortex-file-compressed	48588352	48444020	1.00
tpcds_q46/datafusion:vortex-file-compressed	65803258	64411655	1.02
tpcds_q47/datafusion:vortex-file-compressed	273554679	274188703	1.00
tpcds_q48/datafusion:vortex-file-compressed	68308645	67960415	1.01
tpcds_q49/datafusion:vortex-file-compressed	70638280	68735280	1.03
tpcds_q50/datafusion:vortex-file-compressed	73598660	73123295	1.01
tpcds_q51/datafusion:vortex-file-compressed	96177172	92172985	1.04
tpcds_q52/datafusion:vortex-file-compressed	29596661	28912194	1.02
tpcds_q53/datafusion:vortex-file-compressed	29466086	29037140	1.01
tpcds_q54/datafusion:vortex-file-compressed	48337086	47263421	1.02
tpcds_q55/datafusion:vortex-file-compressed	30887125	30666088	1.01
tpcds_q56/datafusion:vortex-file-compressed	48304929	45425520	1.06
tpcds_q57/datafusion:vortex-file-compressed	183400126	179850007	1.02
tpcds_q58/datafusion:vortex-file-compressed	109567710	109612165	1.00
tpcds_q59/datafusion:vortex-file-compressed	90525245	91419013	0.99
tpcds_q60/datafusion:vortex-file-compressed	46935521	47525051	0.99
tpcds_q61/datafusion:vortex-file-compressed	56521349	56652539	1.00
tpcds_q62/datafusion:vortex-file-compressed	44594460	43418589	1.03
tpcds_q63/datafusion:vortex-file-compressed	29493259	28653501	1.03
tpcds_q64/datafusion:vortex-file-compressed	716726743	714326482	1.00
tpcds_q65/datafusion:vortex-file-compressed	50053064	51803179	0.97
tpcds_q66/datafusion:vortex-file-compressed	109087405	107031027	1.02
tpcds_q67/datafusion:vortex-file-compressed	140632681	143028551	0.98
tpcds_q68/datafusion:vortex-file-compressed	64535535	66958987	0.96
tpcds_q69/datafusion:vortex-file-compressed	45656837	44873694	1.02
tpcds_q70/datafusion:vortex-file-compressed	130496467	132741680	0.98
tpcds_q71/datafusion:vortex-file-compressed	29590025	29287820	1.01
tpcds_q72/datafusion:vortex-file-compressed	3385179645	3388269580	1.00
tpcds_q73/datafusion:vortex-file-compressed	38321502	38358136	1.00
tpcds_q74/datafusion:vortex-file-compressed	169026645	165305321	1.02
tpcds_q75/datafusion:vortex-file-compressed	130335716	131400019	0.99
tpcds_q76/datafusion:vortex-file-compressed	65959881	68703408	0.96
tpcds_q77/datafusion:vortex-file-compressed	54076506	54028953	1.00
tpcds_q78/datafusion:vortex-file-compressed	181584842	177070644	1.03
tpcds_q79/datafusion:vortex-file-compressed	43098052	42624387	1.01
tpcds_q80/datafusion:vortex-file-compressed	116196702	115999490	1.00
tpcds_q81/datafusion:vortex-file-compressed	36247045	38052143	0.95
tpcds_q82/datafusion:vortex-file-compressed	40309169	39863349	1.01
tpcds_q83/datafusion:vortex-file-compressed	65928133	67154255	0.98
tpcds_q84/datafusion:vortex-file-compressed	14852507	15323089	0.97
tpcds_q85/datafusion:vortex-file-compressed	134677053	133753177	1.01
tpcds_q86/datafusion:vortex-file-compressed	31412049	30263809	1.04
tpcds_q87/datafusion:vortex-file-compressed	89918884	88660014	1.01
tpcds_q88/datafusion:vortex-file-compressed	81042746	79050387	1.03
tpcds_q89/datafusion:vortex-file-compressed	55476568	56697135	0.98
tpcds_q90/datafusion:vortex-file-compressed	16413430	16203441	1.01
tpcds_q91/datafusion:vortex-file-compressed	27553477	25996037	1.06
tpcds_q92/datafusion:vortex-file-compressed	19446482	19460677	1.00
tpcds_q93/datafusion:vortex-file-compressed	36760839	35633947	1.03
tpcds_q94/datafusion:vortex-file-compressed	26204764	25496908	1.03
tpcds_q95/datafusion:vortex-file-compressed	88006041	87944106	1.00
tpcds_q96/datafusion:vortex-file-compressed	14932408	14764369	1.01
tpcds_q97/datafusion:vortex-file-compressed	30922728	31763659	0.97
tpcds_q98/datafusion:vortex-file-compressed	51153594	50129284	1.02
tpcds_q99/datafusion:vortex-file-compressed	62931112	59640187	1.06

datafusion / vortex-compact (0.891x ✅, 63↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact	33987449	36481055	0.93
tpcds_q02/datafusion:vortex-compact	79630549	80722905	0.99
tpcds_q03/datafusion:vortex-compact	33486039	32010641	1.05
tpcds_q04/datafusion:vortex-compact	433415202	444580398	0.97
tpcds_q05/datafusion:vortex-compact	80240727	83179076	0.96
tpcds_q06/datafusion:vortex-compact	81329866	80172989	1.01
tpcds_q07/datafusion:vortex-compact	89956013	92083203	0.98
tpcds_q08/datafusion:vortex-compact	49052530	48080352	1.02
tpcds_q09/datafusion:vortex-compact	98884469	99555174	0.99
tpcds_q10/datafusion:vortex-compact	68093169	67807628	1.00
tpcds_q11/datafusion:vortex-compact	257042210	257710295	1.00
tpcds_q12/datafusion:vortex-compact 🚀	37504847	41752627	0.90
tpcds_q13/datafusion:vortex-compact	143161975	149301398	0.96
tpcds_q14/datafusion:vortex-compact 🚀	269560486	311509068	0.87
tpcds_q15/datafusion:vortex-compact 🚀	52845746	62863019	0.84
tpcds_q16/datafusion:vortex-compact 🚀	39840961	44355903	0.90
tpcds_q17/datafusion:vortex-compact 🚀	128540780	144773128	0.89
tpcds_q18/datafusion:vortex-compact 🚀	111382093	133643528	0.83
tpcds_q19/datafusion:vortex-compact	62409191	69082919	0.90
tpcds_q20/datafusion:vortex-compact 🚀	44588452	50197082	0.89
tpcds_q21/datafusion:vortex-compact 🚀	174264720	208602908	0.84
tpcds_q22/datafusion:vortex-compact 🚀	74512551	88566866	0.84
tpcds_q23/datafusion:vortex-compact 🚀	231061078	276999041	0.83
tpcds_q24/datafusion:vortex-compact 🚀	210444388	245174546	0.86
tpcds_q25/datafusion:vortex-compact 🚀	132389753	149985070	0.88
tpcds_q26/datafusion:vortex-compact 🚀	76238881	85050468	0.90
tpcds_q27/datafusion:vortex-compact 🚀	210206123	247755697	0.85
tpcds_q28/datafusion:vortex-compact 🚀	102077969	114719461	0.89
tpcds_q29/datafusion:vortex-compact 🚀	128597647	147607660	0.87
tpcds_q30/datafusion:vortex-compact 🚀	36616276	42332516	0.86
tpcds_q31/datafusion:vortex-compact	217379162	238217156	0.91
tpcds_q32/datafusion:vortex-compact 🚀	28585571	35356417	0.81
tpcds_q33/datafusion:vortex-compact 🚀	51185596	61038966	0.84
tpcds_q34/datafusion:vortex-compact 🚀	57430359	66543851	0.86
tpcds_q35/datafusion:vortex-compact 🚀	73909407	89985424	0.82
tpcds_q36/datafusion:vortex-compact	131682720	145515805	0.90
tpcds_q37/datafusion:vortex-compact 🚀	48200993	57685354	0.84
tpcds_q38/datafusion:vortex-compact 🚀	100954232	113134833	0.89
tpcds_q39/datafusion:vortex-compact 🚀	190213278	230186897	0.83
tpcds_q40/datafusion:vortex-compact 🚀	59550197	75066433	0.79
tpcds_q41/datafusion:vortex-compact 🚀	15308144	20396756	0.75
tpcds_q42/datafusion:vortex-compact 🚀	36186815	42133763	0.86
tpcds_q43/datafusion:vortex-compact 🚀	55513819	63243018	0.88
tpcds_q44/datafusion:vortex-compact	71735999	79179684	0.91
tpcds_q45/datafusion:vortex-compact 🚀	52860542	60116704	0.88
tpcds_q46/datafusion:vortex-compact 🚀	89993933	106653404	0.84
tpcds_q47/datafusion:vortex-compact 🚀	295236642	372100680	0.79
tpcds_q48/datafusion:vortex-compact 🚀	107602152	122036296	0.88
tpcds_q49/datafusion:vortex-compact 🚀	97617045	113333917	0.86
tpcds_q50/datafusion:vortex-compact 🚀	93720995	109355148	0.86
tpcds_q51/datafusion:vortex-compact 🚀	102564391	120649240	0.85
tpcds_q52/datafusion:vortex-compact	37145720	39997048	0.93
tpcds_q53/datafusion:vortex-compact 🚀	40724131	45970091	0.89
tpcds_q54/datafusion:vortex-compact 🚀	63213436	72382278	0.87
tpcds_q55/datafusion:vortex-compact	37417648	39348157	0.95
tpcds_q56/datafusion:vortex-compact 🚀	59675489	67816864	0.88
tpcds_q57/datafusion:vortex-compact 🚀	197943133	225933181	0.88
tpcds_q58/datafusion:vortex-compact 🚀	118172100	134994767	0.88
tpcds_q59/datafusion:vortex-compact 🚀	108279106	131986037	0.82
tpcds_q60/datafusion:vortex-compact 🚀	58971212	67917430	0.87
tpcds_q61/datafusion:vortex-compact 🚀	82978801	94639906	0.88
tpcds_q62/datafusion:vortex-compact 🚀	46015685	52396904	0.88
tpcds_q63/datafusion:vortex-compact 🚀	40124068	46845228	0.86
tpcds_q64/datafusion:vortex-compact 🚀	798700025	914071185	0.87
tpcds_q65/datafusion:vortex-compact 🚀	70770487	84277063	0.84
tpcds_q66/datafusion:vortex-compact 🚀	109775277	131118125	0.84
tpcds_q67/datafusion:vortex-compact 🚀	149025898	176675126	0.84
tpcds_q68/datafusion:vortex-compact 🚀	90973012	105226025	0.86
tpcds_q69/datafusion:vortex-compact 🚀	62529872	72791273	0.86
tpcds_q70/datafusion:vortex-compact 🚀	139282840	162096615	0.86
tpcds_q71/datafusion:vortex-compact 🚀	45390728	53091123	0.85
tpcds_q72/datafusion:vortex-compact 🚀	3694791477	4398647669	0.84
tpcds_q73/datafusion:vortex-compact 🚀	59680445	66855190	0.89
tpcds_q74/datafusion:vortex-compact	194436327	211216836	0.92
tpcds_q75/datafusion:vortex-compact 🚀	189075708	211332087	0.89
tpcds_q76/datafusion:vortex-compact	83792744	91886064	0.91
tpcds_q77/datafusion:vortex-compact 🚀	70561118	78561413	0.90
tpcds_q78/datafusion:vortex-compact 🚀	215963689	247654569	0.87
tpcds_q79/datafusion:vortex-compact	72535027	78391066	0.93
tpcds_q80/datafusion:vortex-compact	152550891	159897772	0.95
tpcds_q81/datafusion:vortex-compact 🚀	45709164	51436115	0.89
tpcds_q82/datafusion:vortex-compact	55276401	60279666	0.92
tpcds_q83/datafusion:vortex-compact	69132812	75407872	0.92
tpcds_q84/datafusion:vortex-compact 🚀	19200826	21441978	0.90
tpcds_q85/datafusion:vortex-compact	167081456	172934493	0.97
tpcds_q86/datafusion:vortex-compact 🚀	33663664	37479477	0.90
tpcds_q87/datafusion:vortex-compact	106347855	113695558	0.94
tpcds_q88/datafusion:vortex-compact	134934980	147899519	0.91
tpcds_q89/datafusion:vortex-compact	69484982	74843745	0.93
tpcds_q90/datafusion:vortex-compact	23451228	24940443	0.94
tpcds_q91/datafusion:vortex-compact	42590164	46559511	0.91
tpcds_q92/datafusion:vortex-compact	24054558	26363498	0.91
tpcds_q93/datafusion:vortex-compact	55977868	60917301	0.92
tpcds_q94/datafusion:vortex-compact	35207920	35272713	1.00
tpcds_q95/datafusion:vortex-compact	102798109	107050535	0.96
tpcds_q96/datafusion:vortex-compact 🚀	24825858	27827281	0.89
tpcds_q97/datafusion:vortex-compact	46203070	50251123	0.92
tpcds_q98/datafusion:vortex-compact	59912697	65702429	0.91
tpcds_q99/datafusion:vortex-compact 🚀	68347231	77210115	0.89

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	37028155	37834882	0.98
tpcds_q02/datafusion:parquet	50145906	49936014	1.00
tpcds_q03/datafusion:parquet	17135632	17303673	0.99
tpcds_q04/datafusion:parquet	350380541	361921091	0.97
tpcds_q05/datafusion:parquet	93959483	90395113	1.04
tpcds_q06/datafusion:parquet	96677174	94872724	1.02
tpcds_q07/datafusion:parquet	138818845	130154081	1.07
tpcds_q08/datafusion:parquet	38386105	37800377	1.02
tpcds_q09/datafusion:parquet	55636717	53858353	1.03
tpcds_q10/datafusion:parquet	103261428	103973988	0.99
tpcds_q11/datafusion:parquet	224633270	228901283	0.98
tpcds_q12/datafusion:parquet	30589912	33218085	0.92
tpcds_q13/datafusion:parquet	142488538	140919053	1.01
tpcds_q14/datafusion:parquet	207509633	213568431	0.97
tpcds_q15/datafusion:parquet	53711952	55101905	0.97
tpcds_q16/datafusion:parquet	33234254	33157052	1.00
tpcds_q17/datafusion:parquet	172650201	173567524	0.99
tpcds_q18/datafusion:parquet	178238641	180361788	0.99
tpcds_q19/datafusion:parquet	34356974	35483946	0.97
tpcds_q20/datafusion:parquet	24783899	24935411	0.99
tpcds_q21/datafusion:parquet	27390239	27737924	0.99
tpcds_q22/datafusion:parquet	148932486	152383134	0.98
tpcds_q23/datafusion:parquet	179538252	179803002	1.00
tpcds_q24/datafusion:parquet	220557143	213993691	1.03
tpcds_q25/datafusion:parquet	180574608	176433036	1.02
tpcds_q26/datafusion:parquet	116314426	116220374	1.00
tpcds_q27/datafusion:parquet	262667534	259026647	1.01
tpcds_q28/datafusion:parquet	53922541	51844364	1.04
tpcds_q29/datafusion:parquet	181829161	181207563	1.00
tpcds_q30/datafusion:parquet	44867509	44696056	1.00
tpcds_q31/datafusion:parquet	109946137	104915841	1.05
tpcds_q32/datafusion:parquet	30991848	28646042	1.08
tpcds_q33/datafusion:parquet	38324696	35702266	1.07
tpcds_q34/datafusion:parquet	35670305	35950901	0.99
tpcds_q35/datafusion:parquet	96521211	96657317	1.00
tpcds_q36/datafusion:parquet	83194213	83258391	1.00
tpcds_q37/datafusion:parquet	25568512	25430472	1.01
tpcds_q38/datafusion:parquet	62596200	65243859	0.96
tpcds_q39/datafusion:parquet	98400435	98734128	1.00
tpcds_q40/datafusion:parquet	35958583	37146186	0.97
tpcds_q41/datafusion:parquet	12206477	12649473	0.96
tpcds_q42/datafusion:parquet	15305840	15110148	1.01
tpcds_q43/datafusion:parquet	26708673	26347446	1.01
tpcds_q44/datafusion:parquet	41473843	41427392	1.00
tpcds_q45/datafusion:parquet	69595234	65058031	1.07
tpcds_q46/datafusion:parquet	49583669	50593956	0.98
tpcds_q47/datafusion:parquet	194733595	184697751	1.05
tpcds_q48/datafusion:parquet	133810621	127362523	1.05
tpcds_q49/datafusion:parquet	73849234	74422680	0.99
tpcds_q50/datafusion:parquet	110181743	113511963	0.97
tpcds_q51/datafusion:parquet	97637197	98606060	0.99
tpcds_q52/datafusion:parquet	15267820	15789836	0.97
tpcds_q53/datafusion:parquet	29946980	31210978	0.96
tpcds_q54/datafusion:parquet	49805026	46552101	1.07
tpcds_q55/datafusion:parquet	16945116	15750936	1.08
tpcds_q56/datafusion:parquet	37180838	36013447	1.03
tpcds_q57/datafusion:parquet	134076192	133870560	1.00
tpcds_q58/datafusion:parquet	70422580	71425093	0.99
tpcds_q59/datafusion:parquet	70783789	65597640	1.08
tpcds_q60/datafusion:parquet	38512172	37091745	1.04
tpcds_q61/datafusion:parquet	66161945	65059317	1.02
tpcds_q62/datafusion:parquet	47479861	45307362	1.05
tpcds_q63/datafusion:parquet	31838200	30186876	1.05
tpcds_q64/datafusion:parquet	1000320229	999555379	1.00
tpcds_q65/datafusion:parquet	50147040	50771077	0.99
tpcds_q66/datafusion:parquet	83637700	90664431	0.92
tpcds_q67/datafusion:parquet	177556794	181001469	0.98
tpcds_q68/datafusion:parquet	50977364	50410663	1.01
tpcds_q69/datafusion:parquet	93957446	94279323	1.00
tpcds_q70/datafusion:parquet	110696833	110411342	1.00
tpcds_q71/datafusion:parquet	28707075	28749568	1.00
tpcds_q72/datafusion:parquet	862413787	864906831	1.00
tpcds_q73/datafusion:parquet	35524870	38158978	0.93
tpcds_q74/datafusion:parquet	131069032	133144108	0.98
tpcds_q75/datafusion:parquet	131962990	129541260	1.02
tpcds_q76/datafusion:parquet	84542380	87619880	0.96
tpcds_q77/datafusion:parquet	58712620	57662351	1.02
tpcds_q78/datafusion:parquet	181520889	180106821	1.01
tpcds_q79/datafusion:parquet	39840978	40464333	0.98
tpcds_q80/datafusion:parquet	113222906	111647271	1.01
tpcds_q81/datafusion:parquet	45145129	43957423	1.03
tpcds_q82/datafusion:parquet	28902261	28725053	1.01
tpcds_q83/datafusion:parquet	58251622	53228842	1.09
tpcds_q84/datafusion:parquet	49903775	48461148	1.03
tpcds_q85/datafusion:parquet	246318029	246750656	1.00
tpcds_q86/datafusion:parquet	21456572	20788799	1.03
tpcds_q87/datafusion:parquet	63203010	65252041	0.97
tpcds_q88/datafusion:parquet	79283173	79996366	0.99
tpcds_q89/datafusion:parquet	38788968	36874047	1.05
tpcds_q90/datafusion:parquet	19086966	18483610	1.03
tpcds_q91/datafusion:parquet	76472882	79051357	0.97
tpcds_q92/datafusion:parquet	26925850	25037531	1.08
tpcds_q93/datafusion:parquet	40459507	38680260	1.05
tpcds_q94/datafusion:parquet	29793591	27421892	1.09
tpcds_q95/datafusion:parquet	133786057	136374148	0.98
tpcds_q96/datafusion:parquet	15017613	15299326	0.98
tpcds_q97/datafusion:parquet	35696459	35047838	1.02
tpcds_q98/datafusion:parquet	36778207	37600613	0.98
tpcds_q99/datafusion:parquet	46174552	46640176	0.99

duckdb / vortex-file-compressed (0.969x ➖, 5↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	27588247	29088524	0.95
tpcds_q02/duckdb:vortex-file-compressed	89295394	89750955	0.99
tpcds_q03/duckdb:vortex-file-compressed	24840423	24548387	1.01
tpcds_q04/duckdb:vortex-file-compressed	111584073	120931051	0.92
tpcds_q05/duckdb:vortex-file-compressed	103018916	114167861	0.90
tpcds_q06/duckdb:vortex-file-compressed	37488087	40051775	0.94
tpcds_q07/duckdb:vortex-file-compressed	24904108	26652419	0.93
tpcds_q08/duckdb:vortex-file-compressed	24876777	27388512	0.91
tpcds_q09/duckdb:vortex-file-compressed	42403677	45022664	0.94
tpcds_q10/duckdb:vortex-file-compressed	40454016	40772021	0.99
tpcds_q11/duckdb:vortex-file-compressed	63333831	67289197	0.94
tpcds_q12/duckdb:vortex-file-compressed	16539000	16734468	0.99
tpcds_q13/duckdb:vortex-file-compressed	35338330	37649011	0.94
tpcds_q14/duckdb:vortex-file-compressed	202591849	203417145	1.00
tpcds_q15/duckdb:vortex-file-compressed	43825780	45432321	0.96
tpcds_q16/duckdb:vortex-file-compressed	32460744	33601139	0.97
tpcds_q17/duckdb:vortex-file-compressed	40598672	42685868	0.95
tpcds_q18/duckdb:vortex-file-compressed	48615164	49707937	0.98
tpcds_q19/duckdb:vortex-file-compressed	35975338	36846841	0.98
tpcds_q20/duckdb:vortex-file-compressed	17941531	18239999	0.98
tpcds_q21/duckdb:vortex-file-compressed	22773330	21704698	1.05
tpcds_q22/duckdb:vortex-file-compressed	111881011	121134946	0.92
tpcds_q23/duckdb:vortex-file-compressed	134339641	143485710	0.94
tpcds_q24/duckdb:vortex-file-compressed	63322801	60246185	1.05
tpcds_q25/duckdb:vortex-file-compressed	41173371	40677882	1.01
tpcds_q26/duckdb:vortex-file-compressed	42346979	45418623	0.93
tpcds_q27/duckdb:vortex-file-compressed	92467347	94770437	0.98
tpcds_q28/duckdb:vortex-file-compressed	38914511	38916538	1.00
tpcds_q29/duckdb:vortex-file-compressed	41174803	40655985	1.01
tpcds_q30/duckdb:vortex-file-compressed	31857484	34031894	0.94
tpcds_q31/duckdb:vortex-file-compressed	26330666	27328160	0.96
tpcds_q32/duckdb:vortex-file-compressed	18948013	18304873	1.04
tpcds_q33/duckdb:vortex-file-compressed	75849519	73785533	1.03
tpcds_q34/duckdb:vortex-file-compressed	19704957	21510410	0.92
tpcds_q35/duckdb:vortex-file-compressed	71193929	75399058	0.94
tpcds_q36/duckdb:vortex-file-compressed	29685741	31418327	0.94
tpcds_q37/duckdb:vortex-file-compressed	24604313	25308676	0.97
tpcds_q38/duckdb:vortex-file-compressed	41441946	42176143	0.98
tpcds_q39/duckdb:vortex-file-compressed	47707753	46636600	1.02
tpcds_q40/duckdb:vortex-file-compressed	24952294	24813568	1.01
tpcds_q41/duckdb:vortex-file-compressed	15153885	15195861	1.00
tpcds_q42/duckdb:vortex-file-compressed	12516319	13272985	0.94
tpcds_q43/duckdb:vortex-file-compressed	21149488	21475406	0.98
tpcds_q44/duckdb:vortex-file-compressed	26738576	25920530	1.03
tpcds_q45/duckdb:vortex-file-compressed	30807255	31267292	0.99
tpcds_q46/duckdb:vortex-file-compressed	51825109	52145388	0.99
tpcds_q47/duckdb:vortex-file-compressed	53323437	56405377	0.95
tpcds_q48/duckdb:vortex-file-compressed	32731399	33567562	0.98
tpcds_q49/duckdb:vortex-file-compressed	33465652	34146514	0.98
tpcds_q50/duckdb:vortex-file-compressed	36826580	39252220	0.94
tpcds_q51/duckdb:vortex-file-compressed	104242199	106830198	0.98
tpcds_q52/duckdb:vortex-file-compressed 🚀	12941690	14654459	0.88
tpcds_q53/duckdb:vortex-file-compressed	18466063	19347808	0.95
tpcds_q54/duckdb:vortex-file-compressed	53110427	55881325	0.95
tpcds_q55/duckdb:vortex-file-compressed 🚀	11606889	13407811	0.87
tpcds_q56/duckdb:vortex-file-compressed	72763330	75433370	0.96
tpcds_q57/duckdb:vortex-file-compressed	46083785	48247766	0.96
tpcds_q58/duckdb:vortex-file-compressed	34515621	34985663	0.99
tpcds_q59/duckdb:vortex-file-compressed	59848647	60094483	1.00
tpcds_q60/duckdb:vortex-file-compressed	74622136	80430302	0.93
tpcds_q61/duckdb:vortex-file-compressed	39792860	40991572	0.97
tpcds_q62/duckdb:vortex-file-compressed	19380042	19697194	0.98
tpcds_q63/duckdb:vortex-file-compressed	18814828	19293741	0.98
tpcds_q64/duckdb:vortex-file-compressed	85417445	87700885	0.97
tpcds_q65/duckdb:vortex-file-compressed 🚀	23963023	27022701	0.89
tpcds_q66/duckdb:vortex-file-compressed	63470605	64309670	0.99
tpcds_q67/duckdb:vortex-file-compressed	151683315	159038446	0.95
tpcds_q68/duckdb:vortex-file-compressed	42155294	44301389	0.95
tpcds_q69/duckdb:vortex-file-compressed	40647937	42611651	0.95
tpcds_q70/duckdb:vortex-file-compressed	26197188	26586936	0.99
tpcds_q71/duckdb:vortex-file-compressed	22227878	21975452	1.01
tpcds_q72/duckdb:vortex-file-compressed	179494535	183525224	0.98
tpcds_q73/duckdb:vortex-file-compressed	20028595	21567648	0.93
tpcds_q74/duckdb:vortex-file-compressed	50856094	56008910	0.91
tpcds_q75/duckdb:vortex-file-compressed	63307160	65213519	0.97
tpcds_q76/duckdb:vortex-file-compressed 🚀	65312060	74002573	0.88
tpcds_q77/duckdb:vortex-file-compressed	71874213	67283248	1.07
tpcds_q78/duckdb:vortex-file-compressed	83819067	84100885	1.00
tpcds_q79/duckdb:vortex-file-compressed	35781099	37765419	0.95
tpcds_q80/duckdb:vortex-file-compressed	100207732	100275344	1.00
tpcds_q81/duckdb:vortex-file-compressed	37776955	38012589	0.99
tpcds_q82/duckdb:vortex-file-compressed	25164437	26476154	0.95
tpcds_q83/duckdb:vortex-file-compressed	30503743	29794021	1.02
tpcds_q84/duckdb:vortex-file-compressed	19454115	19769489	0.98
tpcds_q85/duckdb:vortex-file-compressed	49067309	50403111	0.97
tpcds_q86/duckdb:vortex-file-compressed 🚀	17791855	19851208	0.90
tpcds_q87/duckdb:vortex-file-compressed	42976952	42801003	1.00
tpcds_q88/duckdb:vortex-file-compressed	42569834	44513347	0.96
tpcds_q89/duckdb:vortex-file-compressed	19280148	20871074	0.92
tpcds_q90/duckdb:vortex-file-compressed	16717449	16480490	1.01
tpcds_q91/duckdb:vortex-file-compressed	29877072	31293620	0.95
tpcds_q92/duckdb:vortex-file-compressed	15790058	16989190	0.93
tpcds_q93/duckdb:vortex-file-compressed	34113824	33749622	1.01
tpcds_q94/duckdb:vortex-file-compressed	25247706	25796417	0.98
tpcds_q95/duckdb:vortex-file-compressed	156472282	147771532	1.06
tpcds_q96/duckdb:vortex-file-compressed	18748987	19851712	0.94
tpcds_q97/duckdb:vortex-file-compressed	43294299	41692369	1.04
tpcds_q98/duckdb:vortex-file-compressed	19796189	19332856	1.02
tpcds_q99/duckdb:vortex-file-compressed	33485994	34369353	0.97

duckdb / vortex-compact (0.934x ➖, 16↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	38601789	36474994	1.06
tpcds_q02/duckdb:vortex-compact	128311149	133356443	0.96
tpcds_q03/duckdb:vortex-compact	51767580	54328112	0.95
tpcds_q04/duckdb:vortex-compact	126291937	132712991	0.95
tpcds_q05/duckdb:vortex-compact 🚀	171319114	194097144	0.88
tpcds_q06/duckdb:vortex-compact	41859796	45010614	0.93
tpcds_q07/duckdb:vortex-compact	41533150	39289910	1.06
tpcds_q08/duckdb:vortex-compact	29421267	31421231	0.94
tpcds_q09/duckdb:vortex-compact	114783619	120068369	0.96
tpcds_q10/duckdb:vortex-compact 🚀	47833497	54023080	0.89
tpcds_q11/duckdb:vortex-compact	76613562	85052328	0.90
tpcds_q12/duckdb:vortex-compact	21139759	20816791	1.02
tpcds_q13/duckdb:vortex-compact	56196376	57378843	0.98
tpcds_q14/duckdb:vortex-compact	282634193	299300961	0.94
tpcds_q15/duckdb:vortex-compact	45500544	49701625	0.92
tpcds_q16/duckdb:vortex-compact	37608218	41035582	0.92
tpcds_q17/duckdb:vortex-compact 🚀	52013324	58128387	0.89
tpcds_q18/duckdb:vortex-compact	68715300	74921044	0.92
tpcds_q19/duckdb:vortex-compact	41455189	44641282	0.93
tpcds_q20/duckdb:vortex-compact	21052709	22064527	0.95
tpcds_q21/duckdb:vortex-compact	27822842	29246737	0.95
tpcds_q22/duckdb:vortex-compact	111718870	123521924	0.90
tpcds_q23/duckdb:vortex-compact	167912316	184145312	0.91
tpcds_q24/duckdb:vortex-compact	77035910	84801624	0.91
tpcds_q25/duckdb:vortex-compact	51720128	54427373	0.95
tpcds_q26/duckdb:vortex-compact	54019672	53154612	1.02
tpcds_q27/duckdb:vortex-compact	146747499	151797712	0.97
tpcds_q28/duckdb:vortex-compact	108071700	113001297	0.96
tpcds_q29/duckdb:vortex-compact	52427728	57188904	0.92
tpcds_q30/duckdb:vortex-compact	34955629	38581852	0.91
tpcds_q31/duckdb:vortex-compact 🚀	30556950	34357813	0.89
tpcds_q32/duckdb:vortex-compact	23090351	23823846	0.97
tpcds_q33/duckdb:vortex-compact	149270779	151663785	0.98
tpcds_q34/duckdb:vortex-compact 🚀	29494384	33245842	0.89
tpcds_q35/duckdb:vortex-compact 🚀	70769734	79336016	0.89
tpcds_q36/duckdb:vortex-compact	35176361	36806784	0.96
tpcds_q37/duckdb:vortex-compact	31849154	32990351	0.97
tpcds_q38/duckdb:vortex-compact 🚀	38844632	44007001	0.88
tpcds_q39/duckdb:vortex-compact	55956930	54781228	1.02
tpcds_q40/duckdb:vortex-compact	31248994	34343510	0.91
tpcds_q41/duckdb:vortex-compact 🚀	17405087	19618452	0.89
tpcds_q42/duckdb:vortex-compact	15253595	16777604	0.91
tpcds_q43/duckdb:vortex-compact	24189578	25297751	0.96
tpcds_q44/duckdb:vortex-compact	34962838	37689078	0.93
tpcds_q45/duckdb:vortex-compact	32500582	34721358	0.94
tpcds_q46/duckdb:vortex-compact	63165307	66911699	0.94
tpcds_q47/duckdb:vortex-compact	54531874	58673767	0.93
tpcds_q48/duckdb:vortex-compact	45240775	49118355	0.92
tpcds_q49/duckdb:vortex-compact	49733454	50920067	0.98
tpcds_q50/duckdb:vortex-compact	54442977	58946376	0.92
tpcds_q51/duckdb:vortex-compact	104478845	109412563	0.95
tpcds_q52/duckdb:vortex-compact	16197581	16612162	0.98
tpcds_q53/duckdb:vortex-compact	22733009	24545641	0.93
tpcds_q54/duckdb:vortex-compact	86422914	94317164	0.92
tpcds_q55/duckdb:vortex-compact	15170046	15866529	0.96
tpcds_q56/duckdb:vortex-compact	144051325	153903086	0.94
tpcds_q57/duckdb:vortex-compact	47646353	51712056	0.92
tpcds_q58/duckdb:vortex-compact	40523612	42437692	0.95
tpcds_q59/duckdb:vortex-compact	65742374	69413468	0.95
tpcds_q60/duckdb:vortex-compact	146368807	154284514	0.95
tpcds_q61/duckdb:vortex-compact	54912903	57080610	0.96
tpcds_q62/duckdb:vortex-compact	22957626	23709488	0.97
tpcds_q63/duckdb:vortex-compact	22775298	23502587	0.97
tpcds_q64/duckdb:vortex-compact	104804863	116175170	0.90
tpcds_q65/duckdb:vortex-compact	28579561	29822400	0.96
tpcds_q66/duckdb:vortex-compact	95263820	102477924	0.93
tpcds_q67/duckdb:vortex-compact 🚀	149895716	167062790	0.90
tpcds_q68/duckdb:vortex-compact	58223083	60313057	0.97
tpcds_q69/duckdb:vortex-compact	49566398	52764109	0.94
tpcds_q70/duckdb:vortex-compact	29035669	31187758	0.93
tpcds_q71/duckdb:vortex-compact	26408416	28905562	0.91
tpcds_q72/duckdb:vortex-compact	195612993	203047922	0.96
tpcds_q73/duckdb:vortex-compact	29219194	29656118	0.99
tpcds_q74/duckdb:vortex-compact 🚀	59224676	66215823	0.89
tpcds_q75/duckdb:vortex-compact	69929753	74791072	0.94
tpcds_q76/duckdb:vortex-compact	134215704	141508197	0.95
tpcds_q77/duckdb:vortex-compact	133514779	144735627	0.92
tpcds_q78/duckdb:vortex-compact	87495495	90053782	0.97
tpcds_q79/duckdb:vortex-compact	61007464	66945443	0.91
tpcds_q80/duckdb:vortex-compact	174602180	187439030	0.93
tpcds_q81/duckdb:vortex-compact 🚀	39085666	46763932	0.84
tpcds_q82/duckdb:vortex-compact	33109506	34965368	0.95
tpcds_q83/duckdb:vortex-compact	46466724	51061295	0.91
tpcds_q84/duckdb:vortex-compact	21869005	23168996	0.94
tpcds_q85/duckdb:vortex-compact 🚀	60424013	67950963	0.89
tpcds_q86/duckdb:vortex-compact 🚀	18919880	21288376	0.89
tpcds_q87/duckdb:vortex-compact	44013256	47635072	0.92
tpcds_q88/duckdb:vortex-compact	45831663	50382460	0.91
tpcds_q89/duckdb:vortex-compact	23815894	25782573	0.92
tpcds_q90/duckdb:vortex-compact	16209423	17096777	0.95
tpcds_q91/duckdb:vortex-compact	45323298	49678287	0.91
tpcds_q92/duckdb:vortex-compact	21841775	23495676	0.93
tpcds_q93/duckdb:vortex-compact	38359039	42243710	0.91
tpcds_q94/duckdb:vortex-compact 🚀	28635498	33518454	0.85
tpcds_q95/duckdb:vortex-compact	149713278	154780662	0.97
tpcds_q96/duckdb:vortex-compact 🚀	18736118	20957342	0.89
tpcds_q97/duckdb:vortex-compact	40861797	45096083	0.91
tpcds_q98/duckdb:vortex-compact	23141917	24396098	0.95
tpcds_q99/duckdb:vortex-compact 🚀	34503450	40815884	0.85

duckdb / parquet (0.940x ➖, 17↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	50600874	48318528	1.05
tpcds_q02/duckdb:parquet	60645168	66256111	0.92
tpcds_q03/duckdb:parquet	12619512	13704915	0.92
tpcds_q04/duckdb:parquet	128931088	140929008	0.91
tpcds_q05/duckdb:parquet	77579418	78541360	0.99
tpcds_q06/duckdb:parquet 🚀	30419916	35756230	0.85
tpcds_q07/duckdb:parquet	24572927	25398830	0.97
tpcds_q08/duckdb:parquet	28958030	31442124	0.92
tpcds_q09/duckdb:parquet	40231302	42249195	0.95
tpcds_q10/duckdb:parquet	36280796	40295870	0.90
tpcds_q11/duckdb:parquet	91796342	98615015	0.93
tpcds_q12/duckdb:parquet	14806801	16245608	0.91
tpcds_q13/duckdb:parquet	35123850	37855089	0.93
tpcds_q14/duckdb:parquet	164166831	178024442	0.92
tpcds_q15/duckdb:parquet 🚀	30250442	35866560	0.84
tpcds_q16/duckdb:parquet 🚀	22176468	25386515	0.87
tpcds_q17/duckdb:parquet	39740153	43034489	0.92
tpcds_q18/duckdb:parquet 🚀	45724619	52320650	0.87
tpcds_q19/duckdb:parquet 🚀	29729120	33141678	0.90
tpcds_q20/duckdb:parquet 🚀	15796129	18516269	0.85
tpcds_q21/duckdb:parquet	12621413	13297007	0.95
tpcds_q22/duckdb:parquet 🚀	65970359	81383495	0.81
tpcds_q23/duckdb:parquet 🚀	114864928	129974769	0.88
tpcds_q24/duckdb:parquet 🚀	45429587	52102318	0.87
tpcds_q25/duckdb:parquet 🚀	32631516	36577972	0.89
tpcds_q26/duckdb:parquet 🚀	35583645	41883094	0.85
tpcds_q27/duckdb:parquet	91115845	97344761	0.94
tpcds_q28/duckdb:parquet	36614843	40208561	0.91
tpcds_q29/duckdb:parquet 🚀	36823401	41380827	0.89
tpcds_q30/duckdb:parquet	40521980	44735391	0.91
tpcds_q31/duckdb:parquet	23188041	25359813	0.91
tpcds_q32/duckdb:parquet	11770952	12953732	0.91
tpcds_q33/duckdb:parquet	71456294	73667651	0.97
tpcds_q34/duckdb:parquet	22400121	23333309	0.96
tpcds_q35/duckdb:parquet 🚀	62077662	69274015	0.90
tpcds_q36/duckdb:parquet	21778217	23788781	0.92
tpcds_q37/duckdb:parquet	15071063	15442931	0.98
tpcds_q38/duckdb:parquet 🚀	34548214	39193591	0.88
tpcds_q39/duckdb:parquet	34616463	36317483	0.95
tpcds_q40/duckdb:parquet	19908200	21104935	0.94
tpcds_q41/duckdb:parquet	8333445	9234149	0.90
tpcds_q42/duckdb:parquet	11193406	11636415	0.96
tpcds_q43/duckdb:parquet	16398698	17438859	0.94
tpcds_q44/duckdb:parquet	23311220	25262484	0.92
tpcds_q45/duckdb:parquet 🚀	28071970	32544645	0.86
tpcds_q46/duckdb:parquet	48626913	52299723	0.93
tpcds_q47/duckdb:parquet	48162325	51106185	0.94
tpcds_q48/duckdb:parquet	31326066	32864537	0.95
tpcds_q49/duckdb:parquet	27220504	28704766	0.95
tpcds_q50/duckdb:parquet	26312197	27305851	0.96
tpcds_q51/duckdb:parquet	97917716	103151892	0.95
tpcds_q52/duckdb:parquet	11701185	12674453	0.92
tpcds_q53/duckdb:parquet	16658180	17741085	0.94
tpcds_q54/duckdb:parquet	41433355	43429859	0.95
tpcds_q55/duckdb:parquet	12083223	11702930	1.03
tpcds_q56/duckdb:parquet	76204505	73127380	1.04
tpcds_q57/duckdb:parquet	36612263	38716941	0.95
tpcds_q58/duckdb:parquet	24145587	23731974	1.02
tpcds_q59/duckdb:parquet	36406496	38074507	0.96
tpcds_q60/duckdb:parquet	76070622	80204427	0.95
tpcds_q61/duckdb:parquet 🚀	30429783	33846205	0.90
tpcds_q62/duckdb:parquet	12846882	12903121	1.00
tpcds_q63/duckdb:parquet	16517447	16872738	0.98
tpcds_q64/duckdb:parquet	76489592	81120003	0.94
tpcds_q65/duckdb:parquet	20722364	21289731	0.97
tpcds_q66/duckdb:parquet	57647690	58788722	0.98
tpcds_q67/duckdb:parquet	142258557	153402994	0.93
tpcds_q68/duckdb:parquet	39328925	40498378	0.97
tpcds_q69/duckdb:parquet	37303817	39634103	0.94
tpcds_q70/duckdb:parquet	20964217	21767684	0.96
tpcds_q71/duckdb:parquet	19202953	20196883	0.95
tpcds_q72/duckdb:parquet	169534612	173390032	0.98
tpcds_q73/duckdb:parquet	18806132	19123990	0.98
tpcds_q74/duckdb:parquet	52191062	53944142	0.97
tpcds_q75/duckdb:parquet	55031304	58723627	0.94
tpcds_q76/duckdb:parquet	71401826	69784478	1.02
tpcds_q77/duckdb:parquet	64183787	66446740	0.97
tpcds_q78/duckdb:parquet	76831596	81222391	0.95
tpcds_q79/duckdb:parquet	28244374	30147414	0.94
tpcds_q80/duckdb:parquet	85749824	89668819	0.96
tpcds_q81/duckdb:parquet	49358158	49782340	0.99
tpcds_q82/duckdb:parquet	16305511	17884387	0.91
tpcds_q83/duckdb:parquet	17144892	16568861	1.03
tpcds_q84/duckdb:parquet	20203695	20276375	1.00
tpcds_q85/duckdb:parquet	42130875	42269621	1.00
tpcds_q86/duckdb:parquet	12970841	13724849	0.95
tpcds_q87/duckdb:parquet 🚀	36936631	42060267	0.88
tpcds_q88/duckdb:parquet	30055973	30236314	0.99
tpcds_q89/duckdb:parquet	17939519	18603270	0.96
tpcds_q90/duckdb:parquet	7857428	8228807	0.95
tpcds_q91/duckdb:parquet	23934123	24023626	1.00
tpcds_q92/duckdb:parquet	12414668	13544983	0.92
tpcds_q93/duckdb:parquet	31740201	34481453	0.92
tpcds_q94/duckdb:parquet	17117383	17452843	0.98
tpcds_q95/duckdb:parquet	139163796	137971005	1.01
tpcds_q96/duckdb:parquet	9657685	10486666	0.92
tpcds_q97/duckdb:parquet	36718111	38862600	0.94
tpcds_q98/duckdb:parquet	18343138	19044174	0.96
tpcds_q99/duckdb:parquet	20996269	20666753	1.02

duckdb / duckdb (0.919x ➖, 29↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb 🚀	19428714	22325454	0.87
tpcds_q02/duckdb:duckdb	18099104	19340822	0.94
tpcds_q03/duckdb:duckdb	8379735	9102881	0.92
tpcds_q04/duckdb:duckdb	163784348	172157099	0.95
tpcds_q05/duckdb:duckdb	18917605	19687969	0.96
tpcds_q06/duckdb:duckdb	22315388	24220583	0.92
tpcds_q07/duckdb:duckdb	37348280	41433107	0.90
tpcds_q08/duckdb:duckdb	119650534	122882273	0.97
tpcds_q09/duckdb:duckdb	19385979	20740558	0.93
tpcds_q10/duckdb:duckdb	23290385	24853695	0.94
tpcds_q11/duckdb:duckdb	138053122	146681964	0.94
tpcds_q12/duckdb:duckdb	11362642	11362457	1.00
tpcds_q13/duckdb:duckdb	23950169	24984516	0.96
tpcds_q14/duckdb:duckdb	93852184	99164807	0.95
tpcds_q15/duckdb:duckdb 🚀	24175251	27228855	0.89
tpcds_q16/duckdb:duckdb	17693627	18391387	0.96
tpcds_q17/duckdb:duckdb	21000895	23221755	0.90
tpcds_q18/duckdb:duckdb	43941231	48025595	0.91
tpcds_q19/duckdb:duckdb	16691270	18482950	0.90
tpcds_q20/duckdb:duckdb	11618419	12808020	0.91
tpcds_q21/duckdb:duckdb 🚀	6466168	8181104	0.79
tpcds_q22/duckdb:duckdb 🚀	60213950	75130195	0.80
tpcds_q23/duckdb:duckdb	81765814	85969550	0.95
tpcds_q24/duckdb:duckdb 🚀	22411825	28151263	0.80
tpcds_q25/duckdb:duckdb	17166410	18643969	0.92
tpcds_q26/duckdb:duckdb	26678404	29072411	0.92
tpcds_q27/duckdb:duckdb	40131631	43018232	0.93
tpcds_q28/duckdb:duckdb	21640469	22564190	0.96
tpcds_q29/duckdb:duckdb	19993861	21373082	0.94
tpcds_q30/duckdb:duckdb 🚀	28674280	33001333	0.87
tpcds_q31/duckdb:duckdb	19764634	21940427	0.90
tpcds_q32/duckdb:duckdb	7172490	7917786	0.91
tpcds_q33/duckdb:duckdb	13351559	13261002	1.01
tpcds_q34/duckdb:duckdb 🚀	14660152	17397468	0.84
tpcds_q35/duckdb:duckdb	33519210	35035857	0.96
tpcds_q36/duckdb:duckdb 🚀	68063081	77310220	0.88
tpcds_q37/duckdb:duckdb	7401659	8108774	0.91
tpcds_q38/duckdb:duckdb	30588197	32190640	0.95
tpcds_q39/duckdb:duckdb	26143111	27703706	0.94
tpcds_q40/duckdb:duckdb 🚀	12121347	14274113	0.85
tpcds_q41/duckdb:duckdb	8722770	9179520	0.95
tpcds_q42/duckdb:duckdb 🚀	6416380	7470263	0.86
tpcds_q43/duckdb:duckdb 🚀	10916249	12258575	0.89
tpcds_q44/duckdb:duckdb 🚀	12632143	14353475	0.88
tpcds_q45/duckdb:duckdb 🚀	16901944	19699489	0.86
tpcds_q46/duckdb:duckdb 🚀	34889226	42851311	0.81
tpcds_q47/duckdb:duckdb	40137580	44286051	0.91
tpcds_q48/duckdb:duckdb	21993164	23071605	0.95
tpcds_q49/duckdb:duckdb	16320119	16296007	1.00
tpcds_q50/duckdb:duckdb	13670753	15010283	0.91
tpcds_q51/duckdb:duckdb	91044910	96272240	0.95
tpcds_q52/duckdb:duckdb	7138695	7829817	0.91
tpcds_q53/duckdb:duckdb 🚀	11515580	12831184	0.90
tpcds_q54/duckdb:duckdb	16953990	16687590	1.02
tpcds_q55/duckdb:duckdb	6994136	7221130	0.97
tpcds_q56/duckdb:duckdb	13192129	14250041	0.93
tpcds_q57/duckdb:duckdb	30591916	33228612	0.92
tpcds_q58/duckdb:duckdb	12155766	12898649	0.94
tpcds_q59/duckdb:duckdb	34941861	35754878	0.98
tpcds_q60/duckdb:duckdb	14605486	16157400	0.90
tpcds_q61/duckdb:duckdb	14544276	14923821	0.97
tpcds_q62/duckdb:duckdb	8940010	9682149	0.92
tpcds_q63/duckdb:duckdb	11092224	12138515	0.91
tpcds_q64/duckdb:duckdb	53804840	55015419	0.98
tpcds_q65/duckdb:duckdb 🚀	32188490	37472890	0.86
tpcds_q66/duckdb:duckdb	24572248	25072342	0.98
tpcds_q67/duckdb:duckdb 🚀	127195633	145385527	0.87
tpcds_q68/duckdb:duckdb 🚀	24706681	28839543	0.86
tpcds_q69/duckdb:duckdb	23685849	25979369	0.91
tpcds_q70/duckdb:duckdb	14474736	15224325	0.95
tpcds_q71/duckdb:duckdb	13299250	13595688	0.98
tpcds_q72/duckdb:duckdb	41704720	43653573	0.96
tpcds_q73/duckdb:duckdb 🚀	10299365	11548838	0.89
tpcds_q74/duckdb:duckdb	97505835	104035046	0.94
tpcds_q75/duckdb:duckdb 🚀	39757771	44888278	0.89
tpcds_q76/duckdb:duckdb	11995005	13307623	0.90
tpcds_q77/duckdb:duckdb	11896308	12767709	0.93
tpcds_q78/duckdb:duckdb	60946099	66092150	0.92
tpcds_q79/duckdb:duckdb 🚀	17753764	21581027	0.82
tpcds_q80/duckdb:duckdb 🚀	27586380	30938184	0.89
tpcds_q81/duckdb:duckdb 🚀	37707123	42606216	0.89
tpcds_q82/duckdb:duckdb	8472642	8363356	1.01
tpcds_q83/duckdb:duckdb	9197350	9619644	0.96
tpcds_q84/duckdb:duckdb 🚀	13208172	15480921	0.85
tpcds_q85/duckdb:duckdb 🚀	23355117	26295152	0.89
tpcds_q86/duckdb:duckdb 🚀	10345648	12340223	0.84
tpcds_q87/duckdb:duckdb 🚀	32365348	37545279	0.86
tpcds_q88/duckdb:duckdb	23562544	25191858	0.94
tpcds_q89/duckdb:duckdb	12884242	13852379	0.93
tpcds_q90/duckdb:duckdb 🚀	5381372	5994505	0.90
tpcds_q91/duckdb:duckdb	12487211	13050739	0.96
tpcds_q92/duckdb:duckdb	9239159	9237406	1.00
tpcds_q93/duckdb:duckdb	21689118	23075495	0.94
tpcds_q94/duckdb:duckdb	12442914	12850297	0.97
tpcds_q95/duckdb:duckdb	125246224	118782231	1.05
tpcds_q96/duckdb:duckdb 🚀	4471070	5192147	0.86
tpcds_q97/duckdb:duckdb	30012962	31485125	0.95
tpcds_q98/duckdb:duckdb	12719726	13648270	0.93
tpcds_q99/duckdb:duckdb	15932201	16129848	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-6.8%	+1.2%	-8.0%	+13.5%	➖ noise
1	datafusion:vortex-file-compressed	+3.4%	+1.2%	+2.1%	+21.7%	➖ noise
1	duckdb:duckdb	-13.0%	+1.2%	-14.0%	+13.9%	✅ faster
1	duckdb:vortex-compact	+5.8%	+1.2%	+4.5%	+15.8%	➖ noise
1	duckdb:vortex-file-compressed	-5.2%	+1.2%	-6.3%	+12.2%	➖ noise
2	datafusion:vortex-compact	-1.4%	-4.1%	+2.9%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-1.5%	-4.1%	+2.7%	+11.8%	➖ noise
2	duckdb:duckdb	-6.4%	-4.1%	-2.4%	+14.5%	➖ noise
2	duckdb:vortex-compact	-3.8%	-4.1%	+0.4%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-0.5%	-4.1%	+3.8%	+10.4%	➖ noise
3	datafusion:vortex-compact	+4.6%	-4.5%	+9.5%	+18.5%	➖ noise
3	datafusion:vortex-file-compressed	-1.6%	-4.5%	+3.1%	+11.3%	➖ noise
3	duckdb:duckdb	-7.9%	-4.5%	-3.6%	+14.7%	➖ noise
3	duckdb:vortex-compact	-4.7%	-4.5%	-0.2%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+1.2%	-4.5%	+6.0%	+12.4%	➖ noise
4	datafusion:vortex-compact	-2.5%	-5.9%	+3.6%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-0.4%	-5.9%	+5.8%	+10.0%	➖ noise
4	duckdb:duckdb	-4.9%	-5.9%	+1.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	-4.8%	-5.9%	+1.1%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-7.7%	-5.9%	-2.0%	+10.0%	➖ noise
5	datafusion:vortex-compact	-3.5%	+1.3%	-4.8%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-5.5%	+1.3%	-6.8%	+10.0%	➖ noise
5	duckdb:duckdb	-3.9%	+1.3%	-5.2%	+15.0%	➖ noise
5	duckdb:vortex-compact	-11.7%	+1.3%	-12.9%	+14.2%	✅ faster
5	duckdb:vortex-file-compressed	-9.8%	+1.3%	-10.9%	+13.7%	➖ noise
6	datafusion:vortex-compact	+1.4%	-6.9%	+9.0%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-1.6%	-6.9%	+5.7%	+10.0%	➖ noise
6	duckdb:duckdb	-7.9%	-6.9%	-1.0%	+13.7%	➖ noise
6	duckdb:vortex-compact	-7.0%	-6.9%	-0.1%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-6.4%	-6.9%	+0.5%	+10.0%	➖ noise
7	datafusion:vortex-compact	-2.3%	+1.6%	-3.8%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+0.7%	+1.6%	-0.9%	+10.0%	➖ noise
7	duckdb:duckdb	-9.9%	+1.6%	-11.3%	+13.3%	➖ noise
7	duckdb:vortex-compact	+5.7%	+1.6%	+4.1%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-6.6%	+1.6%	-8.0%	+10.0%	➖ noise
8	datafusion:vortex-compact	+2.0%	-3.3%	+5.5%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+2.7%	-3.3%	+6.2%	+10.0%	➖ noise
8	duckdb:duckdb	-2.6%	-3.3%	+0.7%	+10.0%	➖ noise
8	duckdb:vortex-compact	-6.4%	-3.3%	-3.2%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-9.2%	-3.3%	-6.1%	+10.0%	➖ noise
9	datafusion:vortex-compact	-0.7%	-0.8%	+0.1%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+3.0%	-0.8%	+3.8%	+10.0%	➖ noise
9	duckdb:duckdb	-6.5%	-0.8%	-5.8%	+10.0%	➖ noise
9	duckdb:vortex-compact	-4.4%	-0.8%	-3.6%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-5.8%	-0.8%	-5.0%	+10.0%	➖ noise
10	datafusion:vortex-compact	+0.4%	-5.4%	+6.2%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-0.5%	-5.4%	+5.2%	+10.0%	➖ noise
10	duckdb:duckdb	-6.3%	-5.4%	-0.9%	+10.0%	➖ noise
10	duckdb:vortex-compact	-11.5%	-5.4%	-6.4%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-0.8%	-5.4%	+4.9%	+10.0%	➖ noise
11	datafusion:vortex-compact	-0.3%	-4.4%	+4.4%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+1.9%	-4.4%	+6.6%	+10.0%	➖ noise
11	duckdb:duckdb	-5.9%	-4.4%	-1.5%	+10.0%	➖ noise
11	duckdb:vortex-compact	-9.9%	-4.4%	-5.8%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	-5.9%	-4.4%	-1.5%	+10.0%	➖ noise
12	datafusion:vortex-compact	-10.2%	-8.4%	-2.0%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-2.0%	-8.4%	+7.0%	+10.0%	➖ noise
12	duckdb:duckdb	+0.0%	-8.4%	+9.2%	+10.0%	➖ noise
12	duckdb:vortex-compact	+1.6%	-8.4%	+10.8%	+12.5%	➖ noise
12	duckdb:vortex-file-compressed	-1.2%	-8.4%	+7.9%	+13.5%	➖ noise
13	datafusion:vortex-compact	-4.1%	-3.1%	-1.0%	+10.3%	➖ noise
13	datafusion:vortex-file-compressed	-1.5%	-3.1%	+1.7%	+10.0%	➖ noise
13	duckdb:duckdb	-4.1%	-3.1%	-1.0%	+10.0%	➖ noise
13	duckdb:vortex-compact	-2.1%	-3.1%	+1.1%	+16.3%	➖ noise
13	duckdb:vortex-file-compressed	-6.1%	-3.1%	-3.1%	+10.0%	➖ noise
14	datafusion:vortex-compact	-13.5%	-5.3%	-8.6%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-1.3%	-5.3%	+4.3%	+10.0%	➖ noise
14	duckdb:duckdb	-5.4%	-5.3%	-0.0%	+10.0%	➖ noise
14	duckdb:vortex-compact	-5.6%	-5.3%	-0.2%	+14.2%	➖ noise
14	duckdb:vortex-file-compressed	-0.4%	-5.3%	+5.2%	+13.3%	➖ noise
15	datafusion:vortex-compact	-15.9%	-9.3%	-7.3%	+10.6%	➖ noise
15	datafusion:vortex-file-compressed	-2.3%	-9.3%	+7.8%	+10.9%	➖ noise
15	duckdb:duckdb	-11.2%	-9.3%	-2.1%	+16.7%	➖ noise
15	duckdb:vortex-compact	-8.5%	-9.3%	+1.0%	+17.3%	➖ noise
15	duckdb:vortex-file-compressed	-3.5%	-9.3%	+6.4%	+10.9%	➖ noise
16	datafusion:vortex-compact	-10.2%	-6.4%	-4.0%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	+1.8%	-6.4%	+8.8%	+10.0%	➖ noise
16	duckdb:duckdb	-3.8%	-6.4%	+2.8%	+10.6%	➖ noise
16	duckdb:vortex-compact	-8.4%	-6.4%	-2.1%	+14.4%	➖ noise
16	duckdb:vortex-file-compressed	-3.4%	-6.4%	+3.2%	+11.3%	➖ noise
17	datafusion:vortex-compact	-11.2%	-4.2%	-7.4%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-6.6%	-4.2%	-2.5%	+10.0%	➖ noise
17	duckdb:duckdb	-9.6%	-4.2%	-5.6%	+10.3%	➖ noise
17	duckdb:vortex-compact	-10.5%	-4.2%	-6.6%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-4.9%	-4.2%	-0.8%	+10.0%	➖ noise
18	datafusion:vortex-compact	-16.7%	-7.1%	-10.3%	+10.0%	✅ faster
18	datafusion:vortex-file-compressed	+1.8%	-7.1%	+9.6%	+10.0%	➖ noise
18	duckdb:duckdb	-8.5%	-7.1%	-1.5%	+10.9%	➖ noise
18	duckdb:vortex-compact	-8.3%	-7.1%	-1.3%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-2.2%	-7.1%	+5.2%	+11.4%	➖ noise
19	datafusion:vortex-compact	-9.7%	-6.8%	-3.1%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-2.6%	-6.8%	+4.5%	+10.6%	➖ noise
19	duckdb:duckdb	-9.7%	-6.8%	-3.1%	+22.9%	➖ noise
19	duckdb:vortex-compact	-7.1%	-6.8%	-0.4%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	-2.4%	-6.8%	+4.8%	+14.2%	➖ noise
20	datafusion:vortex-compact	-11.2%	-7.9%	-3.5%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	+3.8%	-7.9%	+12.7%	+10.0%	🚨 regression
20	duckdb:duckdb	-9.3%	-7.9%	-1.5%	+11.1%	➖ noise
20	duckdb:vortex-compact	-4.6%	-7.9%	+3.6%	+18.1%	➖ noise
20	duckdb:vortex-file-compressed	-1.6%	-7.9%	+6.8%	+10.0%	➖ noise
21	datafusion:vortex-compact	-16.5%	-3.2%	-13.7%	+10.6%	✅ faster
21	datafusion:vortex-file-compressed	-4.1%	-3.2%	-0.9%	+10.0%	➖ noise
21	duckdb:duckdb	-21.0%	-3.2%	-18.4%	+15.7%	✅ faster
21	duckdb:vortex-compact	-4.9%	-3.2%	-1.7%	+12.9%	➖ noise
21	duckdb:vortex-file-compressed	+4.9%	-3.2%	+8.4%	+15.5%	➖ noise
22	datafusion:vortex-compact	-15.9%	-11.0%	-5.5%	+11.1%	➖ noise
22	datafusion:vortex-file-compressed	-0.4%	-11.0%	+11.9%	+11.9%	➖ noise
22	duckdb:duckdb	-19.9%	-11.0%	-10.0%	+11.7%	➖ noise
22	duckdb:vortex-compact	-9.6%	-11.0%	+1.6%	+11.0%	➖ noise
22	duckdb:vortex-file-compressed	-7.6%	-11.0%	+3.8%	+10.8%	➖ noise
23	datafusion:vortex-compact	-16.6%	-6.1%	-11.2%	+10.0%	✅ faster
23	datafusion:vortex-file-compressed	-1.5%	-6.1%	+4.9%	+10.0%	➖ noise
23	duckdb:duckdb	-4.9%	-6.1%	+1.2%	+12.5%	➖ noise
23	duckdb:vortex-compact	-8.8%	-6.1%	-2.9%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	-6.4%	-6.1%	-0.3%	+11.6%	➖ noise
24	datafusion:vortex-compact	-14.2%	-5.2%	-9.5%	+10.0%	✅ faster
24	datafusion:vortex-file-compressed	+0.2%	-5.2%	+5.7%	+10.0%	➖ noise
24	duckdb:duckdb	-20.4%	-5.2%	-16.0%	+10.2%	✅ faster
24	duckdb:vortex-compact	-9.2%	-5.2%	-4.2%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+5.1%	-5.2%	+10.9%	+12.1%	➖ noise
25	datafusion:vortex-compact	-11.7%	-4.4%	-7.6%	+10.0%	➖ noise
25	datafusion:vortex-file-compressed	-0.0%	-4.4%	+4.6%	+10.0%	➖ noise
25	duckdb:duckdb	-7.9%	-4.4%	-3.6%	+10.0%	➖ noise
25	duckdb:vortex-compact	-5.0%	-4.4%	-0.6%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	+1.2%	-4.4%	+5.9%	+10.0%	➖ noise
26	datafusion:vortex-compact	-10.4%	-7.8%	-2.8%	+10.0%	➖ noise
26	datafusion:vortex-file-compressed	-1.2%	-7.8%	+7.2%	+10.6%	➖ noise
26	duckdb:duckdb	-8.2%	-7.8%	-0.5%	+25.1%	➖ noise
26	duckdb:vortex-compact	+1.6%	-7.8%	+10.2%	+14.8%	➖ noise
26	duckdb:vortex-file-compressed	-6.8%	-7.8%	+1.1%	+10.0%	➖ noise
27	datafusion:vortex-compact	-15.2%	-2.6%	-12.9%	+10.0%	✅ faster
27	datafusion:vortex-file-compressed	+5.7%	-2.6%	+8.4%	+10.0%	➖ noise
27	duckdb:duckdb	-6.7%	-2.6%	-4.2%	+13.9%	➖ noise
27	duckdb:vortex-compact	-3.3%	-2.6%	-0.8%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	-2.4%	-2.6%	+0.1%	+10.0%	➖ noise
28	datafusion:vortex-compact	-11.0%	-2.7%	-8.6%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	+3.0%	-2.7%	+5.8%	+10.0%	➖ noise
28	duckdb:duckdb	-4.1%	-2.7%	-1.5%	+10.0%	➖ noise
28	duckdb:vortex-compact	-4.4%	-2.7%	-1.7%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	-0.0%	-2.7%	+2.7%	+10.0%	➖ noise
29	datafusion:vortex-compact	-12.9%	-5.5%	-7.8%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	-1.1%	-5.5%	+4.6%	+10.0%	➖ noise
29	duckdb:duckdb	-6.5%	-5.5%	-1.0%	+10.0%	➖ noise
29	duckdb:vortex-compact	-8.3%	-5.5%	-3.0%	+10.0%	➖ noise
29	duckdb:vortex-file-compressed	+1.3%	-5.5%	+7.2%	+11.8%	➖ noise
30	datafusion:vortex-compact	-13.5%	-4.6%	-9.3%	+10.0%	✅ faster
30	datafusion:vortex-file-compressed	-4.8%	-4.6%	-0.2%	+10.0%	➖ noise
30	duckdb:duckdb	-13.1%	-4.6%	-8.9%	+10.0%	➖ noise
30	duckdb:vortex-compact	-9.4%	-4.6%	-5.0%	+10.0%	➖ noise
30	duckdb:vortex-file-compressed	-6.4%	-4.6%	-1.8%	+10.0%	➖ noise
31	datafusion:vortex-compact	-8.7%	-2.1%	-6.8%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	-0.5%	-2.1%	+1.6%	+10.0%	➖ noise
31	duckdb:duckdb	-9.9%	-2.1%	-8.0%	+13.9%	➖ noise
31	duckdb:vortex-compact	-11.1%	-2.1%	-9.1%	+10.6%	➖ noise
31	duckdb:vortex-file-compressed	-3.7%	-2.1%	-1.6%	+10.0%	➖ noise
32	datafusion:vortex-compact	-19.2%	-0.8%	-18.5%	+15.4%	✅ faster
32	datafusion:vortex-file-compressed	+2.0%	-0.8%	+2.9%	+10.0%	➖ noise
32	duckdb:duckdb	-9.4%	-0.8%	-8.6%	+11.8%	➖ noise
32	duckdb:vortex-compact	-3.1%	-0.8%	-2.2%	+10.4%	➖ noise
32	duckdb:vortex-file-compressed	+3.5%	-0.8%	+4.4%	+12.3%	➖ noise
33	datafusion:vortex-compact	-16.1%	+2.0%	-17.8%	+10.0%	✅ faster
33	datafusion:vortex-file-compressed	+5.6%	+2.0%	+3.5%	+11.3%	➖ noise
33	duckdb:duckdb	+0.7%	+2.0%	-1.3%	+10.0%	➖ noise
33	duckdb:vortex-compact	-1.6%	+2.0%	-3.5%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	+2.8%	+2.0%	+0.7%	+11.6%	➖ noise
34	datafusion:vortex-compact	-13.7%	-2.4%	-11.6%	+10.0%	✅ faster
34	datafusion:vortex-file-compressed	+0.5%	-2.4%	+3.0%	+10.0%	➖ noise
34	duckdb:duckdb	-15.7%	-2.4%	-13.7%	+11.2%	✅ faster
34	duckdb:vortex-compact	-11.3%	-2.4%	-9.1%	+10.0%	✅ faster
34	duckdb:vortex-file-compressed	-8.4%	-2.4%	-6.1%	+11.4%	➖ noise
35	datafusion:vortex-compact	-17.9%	-5.4%	-13.2%	+10.0%	✅ faster
35	datafusion:vortex-file-compressed	+2.7%	-5.4%	+8.6%	+10.0%	➖ noise
35	duckdb:duckdb	-4.3%	-5.4%	+1.1%	+11.5%	➖ noise
35	duckdb:vortex-compact	-10.8%	-5.4%	-5.7%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	-5.6%	-5.4%	-0.2%	+10.0%	➖ noise
36	datafusion:vortex-compact	-9.5%	-4.4%	-5.4%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	+2.0%	-4.4%	+6.6%	+10.0%	➖ noise
36	duckdb:duckdb	-12.0%	-4.4%	-8.0%	+10.0%	➖ noise
36	duckdb:vortex-compact	-4.4%	-4.4%	-0.1%	+10.0%	➖ noise
36	duckdb:vortex-file-compressed	-5.5%	-4.4%	-1.2%	+10.0%	➖ noise
37	datafusion:vortex-compact	-16.4%	-0.9%	-15.6%	+12.0%	✅ faster
37	datafusion:vortex-file-compressed	-1.5%	-0.9%	-0.5%	+12.6%	➖ noise
37	duckdb:duckdb	-8.7%	-0.9%	-7.9%	+16.4%	➖ noise
37	duckdb:vortex-compact	-3.5%	-0.9%	-2.5%	+13.2%	➖ noise
37	duckdb:vortex-file-compressed	-2.8%	-0.9%	-1.9%	+13.2%	➖ noise
38	datafusion:vortex-compact	-10.8%	-8.0%	-3.0%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	+1.7%	-8.0%	+10.6%	+10.0%	🚨 regression
38	duckdb:duckdb	-5.0%	-8.0%	+3.3%	+13.0%	➖ noise
38	duckdb:vortex-compact	-11.7%	-8.0%	-4.0%	+15.4%	➖ noise
38	duckdb:vortex-file-compressed	-1.7%	-8.0%	+6.8%	+10.4%	➖ noise
39	datafusion:vortex-compact	-17.4%	-2.5%	-15.2%	+20.6%	➖ noise
39	datafusion:vortex-file-compressed	-4.5%	-2.5%	-2.1%	+19.9%	➖ noise
39	duckdb:duckdb	-5.6%	-2.5%	-3.2%	+17.4%	➖ noise
39	duckdb:vortex-compact	+2.1%	-2.5%	+4.8%	+20.0%	➖ noise
39	duckdb:vortex-file-compressed	+2.3%	-2.5%	+5.0%	+16.1%	➖ noise
40	datafusion:vortex-compact	-20.7%	-4.4%	-17.0%	+12.6%	✅ faster
40	datafusion:vortex-file-compressed	-0.7%	-4.4%	+4.0%	+11.3%	➖ noise
40	duckdb:duckdb	-15.1%	-4.4%	-11.1%	+20.8%	➖ noise
40	duckdb:vortex-compact	-9.0%	-4.4%	-4.8%	+11.1%	➖ noise
40	duckdb:vortex-file-compressed	+0.6%	-4.4%	+5.2%	+11.7%	➖ noise
41	datafusion:vortex-compact	-24.9%	-6.7%	-19.6%	+10.2%	✅ faster
41	datafusion:vortex-file-compressed	-1.2%	-6.7%	+5.8%	+17.2%	➖ noise
41	duckdb:duckdb	-5.0%	-6.7%	+1.8%	+10.0%	➖ noise
41	duckdb:vortex-compact	-11.3%	-6.7%	-4.9%	+10.8%	➖ noise
41	duckdb:vortex-file-compressed	-0.3%	-6.7%	+6.9%	+10.0%	➖ noise
42	datafusion:vortex-compact	-14.1%	-1.3%	-13.0%	+13.3%	✅ faster
42	datafusion:vortex-file-compressed	+1.9%	-1.3%	+3.2%	+13.1%	➖ noise
42	duckdb:duckdb	-14.1%	-1.3%	-13.0%	+13.1%	✅ faster
42	duckdb:vortex-compact	-9.1%	-1.3%	-7.9%	+17.8%	➖ noise
42	duckdb:vortex-file-compressed	-5.7%	-1.3%	-4.5%	+17.9%	➖ noise
43	datafusion:vortex-compact	-12.2%	-2.4%	-10.1%	+10.0%	✅ faster
43	datafusion:vortex-file-compressed	+1.9%	-2.4%	+4.3%	+10.0%	➖ noise
43	duckdb:duckdb	-11.0%	-2.4%	-8.8%	+12.9%	➖ noise
43	duckdb:vortex-compact	-4.4%	-2.4%	-2.1%	+11.0%	➖ noise
43	duckdb:vortex-file-compressed	-1.5%	-2.4%	+0.9%	+10.0%	➖ noise
44	datafusion:vortex-compact	-9.4%	-3.9%	-5.7%	+10.0%	➖ noise
44	datafusion:vortex-file-compressed	-1.2%	-3.9%	+2.8%	+10.0%	➖ noise
44	duckdb:duckdb	-12.0%	-3.9%	-8.4%	+13.6%	➖ noise
44	duckdb:vortex-compact	-7.2%	-3.9%	-3.5%	+10.6%	➖ noise
44	duckdb:vortex-file-compressed	+3.2%	-3.9%	+7.3%	+15.1%	➖ noise
45	datafusion:vortex-compact	-12.1%	-3.9%	-8.5%	+10.0%	➖ noise
45	datafusion:vortex-file-compressed	+0.3%	-3.9%	+4.4%	+10.0%	➖ noise
45	duckdb:duckdb	-14.2%	-3.9%	-10.7%	+18.1%	➖ noise
45	duckdb:vortex-compact	-6.4%	-3.9%	-2.6%	+11.5%	➖ noise
45	duckdb:vortex-file-compressed	-1.5%	-3.9%	+2.6%	+11.2%	➖ noise
46	datafusion:vortex-compact	-15.6%	-4.5%	-11.6%	+10.0%	✅ faster
46	datafusion:vortex-file-compressed	+2.2%	-4.5%	+7.0%	+10.0%	➖ noise
46	duckdb:duckdb	-18.6%	-4.5%	-14.7%	+10.0%	✅ faster
46	duckdb:vortex-compact	-5.6%	-4.5%	-1.1%	+10.0%	➖ noise
46	duckdb:vortex-file-compressed	-0.6%	-4.5%	+4.1%	+10.0%	➖ noise
47	datafusion:vortex-compact	-20.7%	-0.3%	-20.4%	+10.0%	✅ faster
47	datafusion:vortex-file-compressed	-0.2%	-0.3%	+0.1%	+10.0%	➖ noise
47	duckdb:duckdb	-9.4%	-0.3%	-9.1%	+10.0%	➖ noise
47	duckdb:vortex-compact	-7.1%	-0.3%	-6.8%	+10.0%	➖ noise
47	duckdb:vortex-file-compressed	-5.5%	-0.3%	-5.2%	+10.0%	➖ noise
48	datafusion:vortex-compact	-11.8%	+0.1%	-11.9%	+10.0%	✅ faster
48	datafusion:vortex-file-compressed	+0.5%	+0.1%	+0.4%	+10.0%	➖ noise
48	duckdb:duckdb	-4.7%	+0.1%	-4.7%	+10.0%	➖ noise
48	duckdb:vortex-compact	-7.9%	+0.1%	-8.0%	+13.7%	➖ noise
48	duckdb:vortex-file-compressed	-2.5%	+0.1%	-2.6%	+10.0%	➖ noise
49	datafusion:vortex-compact	-13.9%	-3.0%	-11.2%	+10.0%	✅ faster
49	datafusion:vortex-file-compressed	+2.8%	-3.0%	+5.9%	+10.9%	➖ noise
49	duckdb:duckdb	+0.1%	-3.0%	+3.2%	+10.6%	➖ noise
49	duckdb:vortex-compact	-2.3%	-3.0%	+0.7%	+12.7%	➖ noise
49	duckdb:vortex-file-compressed	-2.0%	-3.0%	+1.0%	+11.4%	➖ noise
50	datafusion:vortex-compact	-14.3%	-3.3%	-11.4%	+10.0%	✅ faster
50	datafusion:vortex-file-compressed	+0.7%	-3.3%	+4.1%	+10.0%	➖ noise
50	duckdb:duckdb	-8.9%	-3.3%	-5.8%	+10.1%	➖ noise
50	duckdb:vortex-compact	-7.6%	-3.3%	-4.5%	+10.0%	➖ noise
50	duckdb:vortex-file-compressed	-6.2%	-3.3%	-3.0%	+10.0%	➖ noise
51	datafusion:vortex-compact	-15.0%	-3.0%	-12.3%	+12.4%	✅ faster
51	datafusion:vortex-file-compressed	+4.3%	-3.0%	+7.6%	+11.8%	➖ noise
51	duckdb:duckdb	-5.4%	-3.0%	-2.5%	+10.1%	➖ noise
51	duckdb:vortex-compact	-4.5%	-3.0%	-1.5%	+12.8%	➖ noise
51	duckdb:vortex-file-compressed	-2.4%	-3.0%	+0.6%	+10.0%	➖ noise
52	datafusion:vortex-compact	-7.1%	-5.5%	-1.7%	+12.3%	➖ noise
52	datafusion:vortex-file-compressed	+2.4%	-5.5%	+8.3%	+13.6%	➖ noise
52	duckdb:duckdb	-8.8%	-5.5%	-3.5%	+15.7%	➖ noise
52	duckdb:vortex-compact	-2.5%	-5.5%	+3.2%	+15.5%	➖ noise
52	duckdb:vortex-file-compressed	-11.7%	-5.5%	-6.5%	+16.1%	➖ noise
53	datafusion:vortex-compact	-11.4%	-5.1%	-6.7%	+10.0%	➖ noise
53	datafusion:vortex-file-compressed	+1.5%	-5.1%	+6.9%	+10.0%	➖ noise
53	duckdb:duckdb	-10.3%	-5.1%	-5.4%	+15.7%	➖ noise
53	duckdb:vortex-compact	-7.4%	-5.1%	-2.4%	+10.0%	➖ noise
53	duckdb:vortex-file-compressed	-4.6%	-5.1%	+0.6%	+11.5%	➖ noise
54	datafusion:vortex-compact	-12.7%	+1.0%	-13.6%	+10.0%	✅ faster
54	datafusion:vortex-file-compressed	+2.3%	+1.0%	+1.2%	+10.0%	➖ noise
54	duckdb:duckdb	+1.6%	+1.0%	+0.6%	+10.0%	➖ noise
54	duckdb:vortex-compact	-8.4%	+1.0%	-9.3%	+10.0%	✅ faster
54	duckdb:vortex-file-compressed	-5.0%	+1.0%	-5.9%	+10.6%	➖ noise
55	datafusion:vortex-compact	-4.9%	+5.4%	-9.8%	+14.0%	➖ noise
55	datafusion:vortex-file-compressed	+0.7%	+5.4%	-4.4%	+12.1%	➖ noise
55	duckdb:duckdb	-3.1%	+5.4%	-8.1%	+16.5%	➖ noise
55	duckdb:vortex-compact	-4.4%	+5.4%	-9.3%	+12.2%	➖ noise
55	duckdb:vortex-file-compressed	-13.4%	+5.4%	-17.9%	+19.8%	✅ faster
56	datafusion:vortex-compact	-12.0%	+3.7%	-15.2%	+10.0%	✅ faster
56	datafusion:vortex-file-compressed	+6.3%	+3.7%	+2.5%	+10.0%	➖ noise
56	duckdb:duckdb	-7.4%	+3.7%	-10.7%	+10.6%	✅ faster
56	duckdb:vortex-compact	-6.4%	+3.7%	-9.8%	+10.0%	✅ faster
56	duckdb:vortex-file-compressed	-3.5%	+3.7%	-7.0%	+10.0%	➖ noise
57	datafusion:vortex-compact	-12.4%	-2.7%	-10.0%	+10.0%	✅ faster
57	datafusion:vortex-file-compressed	+2.0%	-2.7%	+4.8%	+10.0%	➖ noise
57	duckdb:duckdb	-7.9%	-2.7%	-5.4%	+19.7%	➖ noise
57	duckdb:vortex-compact	-7.9%	-2.7%	-5.3%	+10.0%	➖ noise
57	duckdb:vortex-file-compressed	-4.5%	-2.7%	-1.9%	+18.1%	➖ noise
58	datafusion:vortex-compact	-12.5%	+0.2%	-12.6%	+10.0%	✅ faster
58	datafusion:vortex-file-compressed	-0.0%	+0.2%	-0.2%	+10.0%	➖ noise
58	duckdb:duckdb	-5.8%	+0.2%	-5.9%	+12.4%	➖ noise
58	duckdb:vortex-compact	-4.5%	+0.2%	-4.7%	+17.2%	➖ noise
58	duckdb:vortex-file-compressed	-1.3%	+0.2%	-1.5%	+13.3%	➖ noise
59	datafusion:vortex-compact	-18.0%	+1.6%	-19.2%	+10.0%	✅ faster
59	datafusion:vortex-file-compressed	-1.0%	+1.6%	-2.5%	+10.0%	➖ noise
59	duckdb:duckdb	-2.3%	+1.6%	-3.8%	+10.0%	➖ noise
59	duckdb:vortex-compact	-5.3%	+1.6%	-6.8%	+10.0%	➖ noise
59	duckdb:vortex-file-compressed	-0.4%	+1.6%	-2.0%	+10.0%	➖ noise
60	datafusion:vortex-compact	-13.2%	-0.8%	-12.5%	+10.0%	✅ faster
60	datafusion:vortex-file-compressed	-1.2%	-0.8%	-0.5%	+10.0%	➖ noise
60	duckdb:duckdb	-9.6%	-0.8%	-8.9%	+11.2%	➖ noise
60	duckdb:vortex-compact	-5.1%	-0.8%	-4.4%	+10.0%	➖ noise
60	duckdb:vortex-file-compressed	-7.2%	-0.8%	-6.5%	+13.3%	➖ noise
61	datafusion:vortex-compact	-12.3%	-4.4%	-8.3%	+10.0%	➖ noise
61	datafusion:vortex-file-compressed	-0.2%	-4.4%	+4.3%	+10.0%	➖ noise
61	duckdb:duckdb	-2.5%	-4.4%	+1.9%	+10.0%	➖ noise
61	duckdb:vortex-compact	-3.8%	-4.4%	+0.6%	+10.0%	➖ noise
61	duckdb:vortex-file-compressed	-2.9%	-4.4%	+1.5%	+10.0%	➖ noise
62	datafusion:vortex-compact	-12.2%	+2.1%	-14.0%	+15.7%	✅ faster
62	datafusion:vortex-file-compressed	+2.7%	+2.1%	+0.6%	+14.2%	➖ noise
62	duckdb:duckdb	-7.7%	+2.1%	-9.6%	+24.3%	➖ noise
62	duckdb:vortex-compact	-3.2%	+2.1%	-5.2%	+29.9%	➖ noise
62	duckdb:vortex-file-compressed	-1.6%	+2.1%	-3.7%	+22.7%	➖ noise
63	datafusion:vortex-compact	-14.3%	+1.6%	-15.7%	+10.1%	✅ faster
63	datafusion:vortex-file-compressed	+2.9%	+1.6%	+1.3%	+10.0%	➖ noise
63	duckdb:duckdb	-8.6%	+1.6%	-10.1%	+10.9%	✅ faster
63	duckdb:vortex-compact	-3.1%	+1.6%	-4.6%	+10.0%	➖ noise
63	duckdb:vortex-file-compressed	-2.5%	+1.6%	-4.0%	+13.9%	➖ noise
64	datafusion:vortex-compact	-12.6%	-2.9%	-10.1%	+10.0%	✅ faster
64	datafusion:vortex-file-compressed	+0.3%	-2.9%	+3.3%	+10.0%	➖ noise
64	duckdb:duckdb	-2.2%	-2.9%	+0.7%	+10.0%	➖ noise
64	duckdb:vortex-compact	-9.8%	-2.9%	-7.1%	+10.0%	➖ noise
64	duckdb:vortex-file-compressed	-2.6%	-2.9%	+0.3%	+10.0%	➖ noise
65	datafusion:vortex-compact	-16.0%	-1.9%	-14.4%	+10.8%	✅ faster
65	datafusion:vortex-file-compressed	-3.4%	-1.9%	-1.5%	+10.0%	➖ noise
65	duckdb:duckdb	-14.1%	-1.9%	-12.4%	+17.7%	➖ noise
65	duckdb:vortex-compact	-4.2%	-1.9%	-2.3%	+10.0%	➖ noise
65	duckdb:vortex-file-compressed	-11.3%	-1.9%	-9.6%	+11.2%	➖ noise
66	datafusion:vortex-compact	-16.3%	-4.9%	-12.0%	+10.7%	✅ faster
66	datafusion:vortex-file-compressed	+1.9%	-4.9%	+7.2%	+11.8%	➖ noise
66	duckdb:duckdb	-2.0%	-4.9%	+3.0%	+14.2%	➖ noise
66	duckdb:vortex-compact	-7.0%	-4.9%	-2.3%	+10.7%	➖ noise
66	duckdb:vortex-file-compressed	-1.3%	-4.9%	+3.8%	+13.6%	➖ noise
67	datafusion:vortex-compact	-15.6%	-4.6%	-11.6%	+10.0%	✅ faster
67	datafusion:vortex-file-compressed	-1.7%	-4.6%	+3.1%	+10.0%	➖ noise
67	duckdb:duckdb	-12.5%	-4.6%	-8.3%	+10.0%	➖ noise
67	duckdb:vortex-compact	-10.3%	-4.6%	-5.9%	+10.0%	➖ noise
67	duckdb:vortex-file-compressed	-4.6%	-4.6%	-0.0%	+10.0%	➖ noise
68	datafusion:vortex-compact	-13.5%	-0.9%	-12.8%	+10.0%	✅ faster
68	datafusion:vortex-file-compressed	-3.6%	-0.9%	-2.7%	+10.0%	➖ noise
68	duckdb:duckdb	-14.3%	-0.9%	-13.6%	+10.0%	✅ faster
68	duckdb:vortex-compact	-3.5%	-0.9%	-2.6%	+10.0%	➖ noise
68	duckdb:vortex-file-compressed	-4.8%	-0.9%	-4.0%	+10.0%	➖ noise
69	datafusion:vortex-compact	-14.1%	-3.2%	-11.3%	+10.0%	✅ faster
69	datafusion:vortex-file-compressed	+1.7%	-3.2%	+5.1%	+10.0%	➖ noise
69	duckdb:duckdb	-8.8%	-3.2%	-5.9%	+11.7%	➖ noise
69	duckdb:vortex-compact	-6.1%	-3.2%	-3.0%	+10.0%	➖ noise
69	duckdb:vortex-file-compressed	-4.6%	-3.2%	-1.5%	+10.0%	➖ noise
70	datafusion:vortex-compact	-14.1%	-1.7%	-12.6%	+10.8%	✅ faster
70	datafusion:vortex-file-compressed	-1.7%	-1.7%	+0.0%	+10.4%	➖ noise
70	duckdb:duckdb	-4.9%	-1.7%	-3.2%	+13.7%	➖ noise
70	duckdb:vortex-compact	-6.9%	-1.7%	-5.3%	+10.0%	➖ noise
70	duckdb:vortex-file-compressed	-1.5%	-1.7%	+0.3%	+10.9%	➖ noise
71	datafusion:vortex-compact	-14.5%	-2.6%	-12.3%	+10.0%	✅ faster
71	datafusion:vortex-file-compressed	+1.0%	-2.6%	+3.7%	+10.0%	➖ noise
71	duckdb:duckdb	-2.2%	-2.6%	+0.4%	+14.0%	➖ noise
71	duckdb:vortex-compact	-8.6%	-2.6%	-6.2%	+10.0%	➖ noise
71	duckdb:vortex-file-compressed	+1.1%	-2.6%	+3.8%	+16.1%	➖ noise
72	datafusion:vortex-compact	-16.0%	-1.3%	-14.9%	+10.0%	✅ faster
72	datafusion:vortex-file-compressed	-0.1%	-1.3%	+1.2%	+10.0%	➖ noise
72	duckdb:duckdb	-4.5%	-1.3%	-3.2%	+11.5%	➖ noise
72	duckdb:vortex-compact	-3.7%	-1.3%	-2.4%	+10.0%	➖ noise
72	duckdb:vortex-file-compressed	-2.2%	-1.3%	-0.9%	+10.0%	➖ noise
73	datafusion:vortex-compact	-10.7%	-4.3%	-6.7%	+14.3%	➖ noise
73	datafusion:vortex-file-compressed	-0.1%	-4.3%	+4.4%	+19.2%	➖ noise
73	duckdb:duckdb	-10.8%	-4.3%	-6.8%	+11.3%	➖ noise
73	duckdb:vortex-compact	-1.5%	-4.3%	+3.0%	+10.0%	➖ noise
73	duckdb:vortex-file-compressed	-7.1%	-4.3%	-2.9%	+13.1%	➖ noise
74	datafusion:vortex-compact	-7.9%	-2.4%	-5.7%	+10.0%	➖ noise
74	datafusion:vortex-file-compressed	+2.3%	-2.4%	+4.8%	+10.0%	➖ noise
74	duckdb:duckdb	-6.3%	-2.4%	-4.0%	+17.0%	➖ noise
74	duckdb:vortex-compact	-10.6%	-2.4%	-8.4%	+10.0%	➖ noise
74	duckdb:vortex-file-compressed	-9.2%	-2.4%	-7.0%	+10.2%	➖ noise
75	datafusion:vortex-compact	-10.5%	-2.3%	-8.4%	+10.0%	➖ noise
75	datafusion:vortex-file-compressed	-0.8%	-2.3%	+1.5%	+10.0%	➖ noise
75	duckdb:duckdb	-11.4%	-2.3%	-9.3%	+10.5%	➖ noise
75	duckdb:vortex-compact	-6.5%	-2.3%	-4.3%	+10.7%	➖ noise
75	duckdb:vortex-file-compressed	-2.9%	-2.3%	-0.6%	+11.2%	➖ noise
76	datafusion:vortex-compact	-8.8%	-0.6%	-8.2%	+11.6%	➖ noise
76	datafusion:vortex-file-compressed	-4.0%	-0.6%	-3.4%	+14.4%	➖ noise
76	duckdb:duckdb	-9.9%	-0.6%	-9.3%	+16.4%	➖ noise
76	duckdb:vortex-compact	-5.2%	-0.6%	-4.5%	+12.3%	➖ noise
76	duckdb:vortex-file-compressed	-11.7%	-0.6%	-11.2%	+22.7%	➖ noise
77	datafusion:vortex-compact	-10.2%	-0.8%	-9.4%	+10.0%	✅ faster
77	datafusion:vortex-file-compressed	+0.1%	-0.8%	+0.9%	+10.0%	➖ noise
77	duckdb:duckdb	-6.8%	-0.8%	-6.0%	+10.0%	➖ noise
77	duckdb:vortex-compact	-7.8%	-0.8%	-7.0%	+10.0%	➖ noise
77	duckdb:vortex-file-compressed	+6.8%	-0.8%	+7.7%	+10.0%	➖ noise
78	datafusion:vortex-compact	-12.8%	-2.4%	-10.7%	+10.0%	✅ faster
78	datafusion:vortex-file-compressed	+2.5%	-2.4%	+5.0%	+10.0%	➖ noise
78	duckdb:duckdb	-7.8%	-2.4%	-5.6%	+10.0%	➖ noise
78	duckdb:vortex-compact	-2.8%	-2.4%	-0.5%	+10.0%	➖ noise
78	duckdb:vortex-file-compressed	-0.3%	-2.4%	+2.1%	+10.0%	➖ noise
79	datafusion:vortex-compact	-7.5%	-4.0%	-3.7%	+10.0%	➖ noise
79	datafusion:vortex-file-compressed	+1.1%	-4.0%	+5.3%	+11.4%	➖ noise
79	duckdb:duckdb	-17.7%	-4.0%	-14.3%	+10.0%	✅ faster
79	duckdb:vortex-compact	-8.9%	-4.0%	-5.1%	+10.0%	➖ noise
79	duckdb:vortex-file-compressed	-5.3%	-4.0%	-1.4%	+10.7%	➖ noise
80	datafusion:vortex-compact	-4.6%	-1.5%	-3.1%	+10.0%	➖ noise
80	datafusion:vortex-file-compressed	+0.2%	-1.5%	+1.7%	+10.0%	➖ noise
80	duckdb:duckdb	-10.8%	-1.5%	-9.5%	+12.0%	➖ noise
80	duckdb:vortex-compact	-6.8%	-1.5%	-5.4%	+10.0%	➖ noise
80	duckdb:vortex-file-compressed	-0.1%	-1.5%	+1.5%	+13.8%	➖ noise
81	datafusion:vortex-compact	-11.1%	+0.9%	-11.9%	+10.3%	✅ faster
81	datafusion:vortex-file-compressed	-4.7%	+0.9%	-5.6%	+10.0%	➖ noise
81	duckdb:duckdb	-11.5%	+0.9%	-12.3%	+10.3%	✅ faster
81	duckdb:vortex-compact	-16.4%	+0.9%	-17.2%	+10.0%	✅ faster
81	duckdb:vortex-file-compressed	-0.6%	+0.9%	-1.5%	+10.0%	➖ noise
82	datafusion:vortex-compact	-8.3%	-4.2%	-4.3%	+12.3%	➖ noise
82	datafusion:vortex-file-compressed	+1.1%	-4.2%	+5.6%	+12.2%	➖ noise
82	duckdb:duckdb	+1.3%	-4.2%	+5.8%	+15.4%	➖ noise
82	duckdb:vortex-compact	-5.3%	-4.2%	-1.1%	+12.8%	➖ noise
82	duckdb:vortex-file-compressed	-5.0%	-4.2%	-0.8%	+14.5%	➖ noise
83	datafusion:vortex-compact	-8.3%	+6.4%	-13.8%	+10.3%	✅ faster
83	datafusion:vortex-file-compressed	-1.8%	+6.4%	-7.7%	+10.0%	➖ noise
83	duckdb:duckdb	-4.4%	+6.4%	-10.2%	+13.0%	➖ noise
83	duckdb:vortex-compact	-9.0%	+6.4%	-14.5%	+10.0%	✅ faster
83	duckdb:vortex-file-compressed	+2.4%	+6.4%	-3.8%	+10.0%	➖ noise
84	datafusion:vortex-compact	-10.5%	+1.3%	-11.6%	+10.0%	✅ faster
84	datafusion:vortex-file-compressed	-3.1%	+1.3%	-4.3%	+13.8%	➖ noise
84	duckdb:duckdb	-14.7%	+1.3%	-15.8%	+11.3%	✅ faster
84	duckdb:vortex-compact	-5.6%	+1.3%	-6.8%	+10.0%	➖ noise
84	duckdb:vortex-file-compressed	-1.6%	+1.3%	-2.9%	+10.0%	➖ noise
85	datafusion:vortex-compact	-3.4%	-0.3%	-3.1%	+10.0%	➖ noise
85	datafusion:vortex-file-compressed	+0.7%	-0.3%	+0.9%	+10.0%	➖ noise
85	duckdb:duckdb	-11.2%	-0.3%	-11.0%	+12.9%	➖ noise
85	duckdb:vortex-compact	-11.1%	-0.3%	-10.9%	+10.0%	✅ faster
85	duckdb:vortex-file-compressed	-2.7%	-0.3%	-2.4%	+10.0%	➖ noise
86	datafusion:vortex-compact	-10.2%	-1.2%	-9.1%	+11.0%	➖ noise
86	datafusion:vortex-file-compressed	+3.8%	-1.2%	+5.1%	+10.0%	➖ noise
86	duckdb:duckdb	-16.2%	-1.2%	-15.1%	+13.1%	✅ faster
86	duckdb:vortex-compact	-11.1%	-1.2%	-10.0%	+22.2%	➖ noise
86	duckdb:vortex-file-compressed	-10.4%	-1.2%	-9.3%	+12.7%	➖ noise
87	datafusion:vortex-compact	-6.5%	-7.8%	+1.4%	+10.0%	➖ noise
87	datafusion:vortex-file-compressed	+1.4%	-7.8%	+10.0%	+10.0%	➖ noise
87	duckdb:duckdb	-13.8%	-7.8%	-6.5%	+11.6%	➖ noise
87	duckdb:vortex-compact	-7.6%	-7.8%	+0.2%	+14.0%	➖ noise
87	duckdb:vortex-file-compressed	+0.4%	-7.8%	+8.9%	+10.0%	➖ noise
88	datafusion:vortex-compact	-8.8%	-0.7%	-8.1%	+10.0%	➖ noise
88	datafusion:vortex-file-compressed	+2.5%	-0.7%	+3.3%	+10.0%	➖ noise
88	duckdb:duckdb	-6.5%	-0.7%	-5.8%	+10.0%	➖ noise
88	duckdb:vortex-compact	-9.0%	-0.7%	-8.4%	+10.0%	➖ noise
88	duckdb:vortex-file-compressed	-4.4%	-0.7%	-3.6%	+10.0%	➖ noise
89	datafusion:vortex-compact	-7.2%	+0.7%	-7.8%	+10.0%	➖ noise
89	datafusion:vortex-file-compressed	-2.2%	+0.7%	-2.8%	+10.0%	➖ noise
89	duckdb:duckdb	-7.0%	+0.7%	-7.7%	+12.9%	➖ noise
89	duckdb:vortex-compact	-7.6%	+0.7%	-8.3%	+10.7%	➖ noise
89	duckdb:vortex-file-compressed	-7.6%	+0.7%	-8.3%	+12.0%	➖ noise
90	datafusion:vortex-compact	-6.0%	-0.7%	-5.3%	+10.6%	➖ noise
90	datafusion:vortex-file-compressed	+1.3%	-0.7%	+2.0%	+10.0%	➖ noise
90	duckdb:duckdb	-10.2%	-0.7%	-9.6%	+12.8%	➖ noise
90	duckdb:vortex-compact	-5.2%	-0.7%	-4.5%	+15.2%	➖ noise
90	duckdb:vortex-file-compressed	+1.4%	-0.7%	+2.2%	+10.0%	➖ noise
91	datafusion:vortex-compact	-8.5%	-1.8%	-6.8%	+10.0%	➖ noise
91	datafusion:vortex-file-compressed	+6.0%	-1.8%	+8.0%	+10.0%	➖ noise
91	duckdb:duckdb	-4.3%	-1.8%	-2.5%	+12.6%	➖ noise
91	duckdb:vortex-compact	-8.8%	-1.8%	-7.1%	+12.2%	➖ noise
91	duckdb:vortex-file-compressed	-4.5%	-1.8%	-2.7%	+10.0%	➖ noise
92	datafusion:vortex-compact	-8.8%	-0.7%	-8.1%	+10.0%	➖ noise
92	datafusion:vortex-file-compressed	-0.1%	-0.7%	+0.7%	+10.0%	➖ noise
92	duckdb:duckdb	+0.0%	-0.7%	+0.7%	+14.1%	➖ noise
92	duckdb:vortex-compact	-7.0%	-0.7%	-6.4%	+16.9%	➖ noise
92	duckdb:vortex-file-compressed	-7.1%	-0.7%	-6.4%	+11.5%	➖ noise
93	datafusion:vortex-compact	-8.1%	-1.9%	-6.4%	+11.6%	➖ noise
93	datafusion:vortex-file-compressed	+3.2%	-1.9%	+5.1%	+12.0%	➖ noise
93	duckdb:duckdb	-6.0%	-1.9%	-4.2%	+11.0%	➖ noise
93	duckdb:vortex-compact	-9.2%	-1.9%	-7.5%	+12.1%	➖ noise
93	duckdb:vortex-file-compressed	+1.1%	-1.9%	+3.0%	+12.5%	➖ noise
94	datafusion:vortex-compact	-0.2%	+3.2%	-3.3%	+10.0%	➖ noise
94	datafusion:vortex-file-compressed	+2.8%	+3.2%	-0.4%	+10.0%	➖ noise
94	duckdb:duckdb	-3.2%	+3.2%	-6.2%	+10.0%	➖ noise
94	duckdb:vortex-compact	-14.6%	+3.2%	-17.2%	+14.9%	✅ faster
94	duckdb:vortex-file-compressed	-2.1%	+3.2%	-5.2%	+10.0%	➖ noise
95	datafusion:vortex-compact	-4.0%	-0.5%	-3.5%	+10.0%	➖ noise
95	datafusion:vortex-file-compressed	+0.1%	-0.5%	+0.6%	+10.0%	➖ noise
95	duckdb:duckdb	+5.4%	-0.5%	+6.0%	+15.8%	➖ noise
95	duckdb:vortex-compact	-3.3%	-0.5%	-2.8%	+13.2%	➖ noise
95	duckdb:vortex-file-compressed	+5.9%	-0.5%	+6.4%	+18.9%	➖ noise
96	datafusion:vortex-compact	-10.8%	-4.9%	-6.2%	+10.0%	➖ noise
96	datafusion:vortex-file-compressed	+1.1%	-4.9%	+6.4%	+11.2%	➖ noise
96	duckdb:duckdb	-13.9%	-4.9%	-9.4%	+14.2%	➖ noise
96	duckdb:vortex-compact	-10.6%	-4.9%	-6.0%	+27.1%	➖ noise
96	duckdb:vortex-file-compressed	-5.6%	-4.9%	-0.7%	+21.1%	➖ noise
97	datafusion:vortex-compact	-8.1%	-1.9%	-6.3%	+10.0%	➖ noise
97	datafusion:vortex-file-compressed	-2.6%	-1.9%	-0.8%	+10.0%	➖ noise
97	duckdb:duckdb	-4.7%	-1.9%	-2.8%	+11.0%	➖ noise
97	duckdb:vortex-compact	-9.4%	-1.9%	-7.6%	+17.6%	➖ noise
97	duckdb:vortex-file-compressed	+3.8%	-1.9%	+5.9%	+17.9%	➖ noise
98	datafusion:vortex-compact	-8.8%	-2.9%	-6.1%	+10.0%	➖ noise
98	datafusion:vortex-file-compressed	+2.0%	-2.9%	+5.1%	+11.6%	➖ noise
98	duckdb:duckdb	-6.8%	-2.9%	-4.0%	+13.2%	➖ noise
98	duckdb:vortex-compact	-5.1%	-2.9%	-2.3%	+12.4%	➖ noise
98	duckdb:vortex-file-compressed	+2.4%	-2.9%	+5.5%	+10.0%	➖ noise
99	datafusion:vortex-compact	-11.5%	+0.3%	-11.7%	+10.0%	✅ faster
99	datafusion:vortex-file-compressed	+5.5%	+0.3%	+5.2%	+10.0%	➖ noise
99	duckdb:duckdb	-1.2%	+0.3%	-1.5%	+10.0%	➖ noise
99	duckdb:vortex-compact	-15.5%	+0.3%	-15.7%	+10.0%	✅ faster
99	duckdb:vortex-file-compressed	-2.6%	+0.3%	-2.9%	+20.1%	➖ noise

[github-actions]

Benchmarks: FineWeb S3

Summary

• Overall: 1.040x ➖
• Vortex: 1.034x ➖
• Parquet: 1.052x ➖

Verdict

No clear signal

• Attributed Vortex impact: -1.7%
• Confidence: environment too noisy
• Environment shift: +5.2%

Statistical Summary

• Systemic shift (parquet controls): +5.2%
• Control sigma: +5.9%
• Residual noise: +4.8%
• Median polish overall: +2.1%

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	50266128	45893138	1.10
fineweb_q01/datafusion:vortex-file-compressed	481469061	519198149	0.93
fineweb_q02/datafusion:vortex-file-compressed	503167636	559246073	0.90
fineweb_q03/datafusion:vortex-file-compressed	1408189555	1376010684	1.02
fineweb_q04/datafusion:vortex-file-compressed	1383105819	1391516446	0.99
fineweb_q05/datafusion:vortex-file-compressed	1380825026	1387337544	1.00
fineweb_q06/datafusion:vortex-file-compressed	1474342418	1542046418	0.96
fineweb_q07/datafusion:vortex-file-compressed	1390259778	1432777630	0.97
fineweb_q08/datafusion:vortex-file-compressed	567429062	578807928	0.98

datafusion / vortex-compact (1.014x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	32161710	32682119	0.98
fineweb_q01/datafusion:vortex-compact	588746982	509961075	1.15
fineweb_q02/datafusion:vortex-compact	709554729	669060665	1.06
fineweb_q03/datafusion:vortex-compact	1847777692	1845794145	1.00
fineweb_q04/datafusion:vortex-compact	2237161242	2199675662	1.02
fineweb_q05/datafusion:vortex-compact	1709735961	1700214299	1.01
fineweb_q06/datafusion:vortex-compact	1450869503	1402302986	1.03
fineweb_q07/datafusion:vortex-compact	1244644993	1372519991	0.91
fineweb_q08/datafusion:vortex-compact	394258787	402528552	0.98

datafusion / parquet (1.066x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1131881442	1127078620	1.00
fineweb_q01/datafusion:parquet	1796479574	1790803230	1.00
fineweb_q02/datafusion:parquet	1878472822	1744640081	1.08
fineweb_q03/datafusion:parquet	2126459537	1829639301	1.16
fineweb_q04/datafusion:parquet	2122039439	1895426883	1.12
fineweb_q05/datafusion:parquet	2132559496	1725748611	1.24
fineweb_q06/datafusion:parquet	1754631620	1739640626	1.01
fineweb_q07/datafusion:parquet	1716360160	1877858916	0.91
fineweb_q08/datafusion:parquet	1882035965	1701798524	1.11

duckdb / vortex-file-compressed (1.124x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	109155528	95570143	1.14
fineweb_q01/duckdb:vortex-file-compressed	623865392	557248689	1.12
fineweb_q02/duckdb:vortex-file-compressed	528065244	416818790	1.27
fineweb_q03/duckdb:vortex-file-compressed	1556329357	1462318377	1.06
fineweb_q04/duckdb:vortex-file-compressed	1596626326	1509888549	1.06
fineweb_q05/duckdb:vortex-file-compressed	1490546150	1529709156	0.97
fineweb_q06/duckdb:vortex-file-compressed	2035342328	1671408718	1.22
fineweb_q07/duckdb:vortex-file-compressed	1802895858	1543812261	1.17
fineweb_q08/duckdb:vortex-file-compressed	736487030	650063573	1.13

duckdb / vortex-compact (1.024x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	84518752	82195790	1.03
fineweb_q01/duckdb:vortex-compact	588811253	533669108	1.10
fineweb_q02/duckdb:vortex-compact	598983599	603065551	0.99
fineweb_q03/duckdb:vortex-compact	1603080861	1691834592	0.95
fineweb_q04/duckdb:vortex-compact	1740670926	1757139049	0.99
fineweb_q05/duckdb:vortex-compact	1611747110	1589463577	1.01
fineweb_q06/duckdb:vortex-compact	1586201718	1455455116	1.09
fineweb_q07/duckdb:vortex-compact	1380220874	1349633319	1.02
fineweb_q08/duckdb:vortex-compact	497732230	482646287	1.03

duckdb / parquet (1.039x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1116465839	1055501310	1.06
fineweb_q01/duckdb:parquet	1722630310	1585567832	1.09
fineweb_q02/duckdb:parquet	1582061828	1619045705	0.98
fineweb_q03/duckdb:parquet	4570913111	3928111691	1.16
fineweb_q04/duckdb:parquet	1910024210	1900870547	1.00
fineweb_q05/duckdb:parquet	2717193722	2658829234	1.02
fineweb_q06/duckdb:parquet	3428414273	3314290748	1.03
fineweb_q07/duckdb:parquet	3829033331	3855168854	0.99
fineweb_q08/duckdb:parquet	1109712969	1086052827	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-1.6%	+3.1%	-4.5%	+176.6%	➖ noise
0	datafusion:vortex-file-compressed	+9.5%	+3.1%	+6.3%	+187.6%	➖ noise
0	duckdb:vortex-compact	+2.8%	+3.1%	-0.2%	+127.3%	➖ noise
0	duckdb:vortex-file-compressed	+14.2%	+3.1%	+10.8%	+57.1%	➖ noise
1	datafusion:vortex-compact	+15.4%	+4.4%	+10.6%	+66.4%	➖ noise
1	datafusion:vortex-file-compressed	-7.3%	+4.4%	-11.2%	+68.9%	➖ noise
1	duckdb:vortex-compact	+10.3%	+4.4%	+5.7%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	+12.0%	+4.4%	+7.2%	+30.0%	➖ noise
2	datafusion:vortex-compact	+6.1%	+2.6%	+3.4%	+30.0%	➖ noise
2	datafusion:vortex-file-compressed	-10.0%	+2.6%	-12.3%	+30.1%	➖ noise
2	duckdb:vortex-compact	-0.7%	+2.6%	-3.2%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+26.7%	+2.6%	+23.5%	+50.3%	➖ noise
3	datafusion:vortex-compact	+0.1%	+16.3%	-13.9%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	+2.3%	+16.3%	-12.0%	+30.0%	➖ noise
3	duckdb:vortex-compact	-5.2%	+16.3%	-18.5%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+6.4%	+16.3%	-8.5%	+30.0%	➖ noise
4	datafusion:vortex-compact	+1.7%	+6.1%	-4.1%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	-0.6%	+6.1%	-6.3%	+30.0%	➖ noise
4	duckdb:vortex-compact	-0.9%	+6.1%	-6.6%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+5.7%	+6.1%	-0.3%	+30.0%	➖ noise
5	datafusion:vortex-compact	+0.6%	+12.4%	-10.5%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-0.5%	+12.4%	-11.4%	+30.0%	➖ noise
5	duckdb:vortex-compact	+1.4%	+12.4%	-9.8%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	-2.6%	+12.4%	-13.3%	+30.0%	➖ noise
6	datafusion:vortex-compact	+3.5%	+2.1%	+1.3%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-4.4%	+2.1%	-6.4%	+30.0%	➖ noise
6	duckdb:vortex-compact	+9.0%	+2.1%	+6.7%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+21.8%	+2.1%	+19.2%	+30.0%	➖ noise
7	datafusion:vortex-compact	-9.3%	-4.7%	-4.8%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-3.0%	-4.7%	+1.8%	+30.0%	➖ noise
7	duckdb:vortex-compact	+2.3%	-4.7%	+7.3%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+16.8%	-4.7%	+22.6%	+30.0%	➖ noise
8	datafusion:vortex-compact	-2.1%	+6.3%	-7.9%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	-2.0%	+6.3%	-7.8%	+30.0%	➖ noise
8	duckdb:vortex-compact	+3.1%	+6.3%	-3.0%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+13.3%	+6.3%	+6.6%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Summary

• Overall: 0.921x ➖
• Vortex: 0.912x ➖
• Parquet: 0.942x ➖

Verdict

No clear signal

• Attributed Vortex impact: -3.0%
• Confidence: low
• Environment shift: -5.8%

Statistical Summary

• Systemic shift (parquet controls): -5.8%
• Control sigma: +2.6%
• Residual noise: +2.1%
• Median polish overall: -8.4%

datafusion / vortex-file-compressed (0.895x ✅, 11↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed 🚀	427325723	488285500	0.88
tpch_q02/datafusion:vortex-file-compressed	158063616	175473460	0.90
tpch_q03/datafusion:vortex-file-compressed 🚀	244324640	281998528	0.87
tpch_q04/datafusion:vortex-file-compressed	108880465	116042878	0.94
tpch_q05/datafusion:vortex-file-compressed 🚀	454684423	513841339	0.88
tpch_q06/datafusion:vortex-file-compressed	40109217	44485486	0.90
tpch_q07/datafusion:vortex-file-compressed 🚀	635560527	757781463	0.84
tpch_q08/datafusion:vortex-file-compressed 🚀	467815830	526170356	0.89
tpch_q09/datafusion:vortex-file-compressed 🚀	797694713	903782106	0.88
tpch_q10/datafusion:vortex-file-compressed 🚀	285391287	328552457	0.87
tpch_q11/datafusion:vortex-file-compressed	117741972	129385002	0.91
tpch_q12/datafusion:vortex-file-compressed	124094511	137437387	0.90
tpch_q13/datafusion:vortex-file-compressed	226521476	246195819	0.92
tpch_q14/datafusion:vortex-file-compressed	71761214	78138628	0.92
tpch_q15/datafusion:vortex-file-compressed	109672579	118475752	0.93
tpch_q16/datafusion:vortex-file-compressed	91643441	100730627	0.91
tpch_q17/datafusion:vortex-file-compressed 🚀	735529582	828636212	0.89
tpch_q18/datafusion:vortex-file-compressed 🚀	964087734	1090943052	0.88
tpch_q19/datafusion:vortex-file-compressed	125618312	134800656	0.93
tpch_q20/datafusion:vortex-file-compressed 🚀	197825902	225142955	0.88
tpch_q21/datafusion:vortex-file-compressed 🚀	755940373	881154262	0.86
tpch_q22/datafusion:vortex-file-compressed	60733875	66116940	0.92

datafusion / vortex-compact (0.913x ➖, 9↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	473282035	505308312	0.94
tpch_q02/datafusion:vortex-compact	165429791	179052501	0.92
tpch_q03/datafusion:vortex-compact 🚀	261312784	295804468	0.88
tpch_q04/datafusion:vortex-compact	129073129	143136485	0.90
tpch_q05/datafusion:vortex-compact 🚀	466523488	532375362	0.88
tpch_q06/datafusion:vortex-compact	64569646	69414499	0.93
tpch_q07/datafusion:vortex-compact 🚀	671735190	752311806	0.89
tpch_q08/datafusion:vortex-compact 🚀	475214866	530276390	0.90
tpch_q09/datafusion:vortex-compact 🚀	807148267	920619356	0.88
tpch_q10/datafusion:vortex-compact	329238055	357349645	0.92
tpch_q11/datafusion:vortex-compact	122455110	133761326	0.92
tpch_q12/datafusion:vortex-compact	185611434	201753240	0.92
tpch_q13/datafusion:vortex-compact	274415179	296455319	0.93
tpch_q14/datafusion:vortex-compact	89342850	96152488	0.93
tpch_q15/datafusion:vortex-compact 🚀	165796439	185585587	0.89
tpch_q16/datafusion:vortex-compact	100851903	105058893	0.96
tpch_q17/datafusion:vortex-compact 🚀	736186609	825836062	0.89
tpch_q18/datafusion:vortex-compact 🚀	977298941	1107000406	0.88
tpch_q19/datafusion:vortex-compact	228969530	244662998	0.94
tpch_q20/datafusion:vortex-compact	229664747	248503458	0.92
tpch_q21/datafusion:vortex-compact 🚀	793345821	893588740	0.89
tpch_q22/datafusion:vortex-compact	74710628	76179859	0.98

datafusion / parquet (0.922x ➖, 7↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	454446628	496049299	0.92
tpch_q02/datafusion:parquet	262979182	273544939	0.96
tpch_q03/datafusion:parquet	387447680	424722183	0.91
tpch_q04/datafusion:parquet	150215502	155106114	0.97
tpch_q05/datafusion:parquet 🚀	567190898	633396261	0.90
tpch_q06/datafusion:parquet	127410549	132014908	0.97
tpch_q07/datafusion:parquet	788814789	868440918	0.91
tpch_q08/datafusion:parquet	637660600	697402841	0.91
tpch_q09/datafusion:parquet 🚀	953202156	1067351868	0.89
tpch_q10/datafusion:parquet 🚀	581652170	648308613	0.90
tpch_q11/datafusion:parquet	193074918	205293188	0.94
tpch_q12/datafusion:parquet	251626761	250519629	1.00
tpch_q13/datafusion:parquet	348339633	354165210	0.98
tpch_q14/datafusion:parquet	194180871	211652830	0.92
tpch_q15/datafusion:parquet 🚀	259967840	306743343	0.85
tpch_q16/datafusion:parquet	177268922	188932441	0.94
tpch_q17/datafusion:parquet 🚀	835538952	929998254	0.90
tpch_q18/datafusion:parquet	1026890417	1135025441	0.90
tpch_q19/datafusion:parquet 🚀	323396229	379536063	0.85
tpch_q20/datafusion:parquet	369729352	400463245	0.92
tpch_q21/datafusion:parquet 🚀	877452986	990716647	0.89
tpch_q22/datafusion:parquet	220850092	226128290	0.98

datafusion / arrow (0.877x ✅, 18↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow 🚀	723828803	815031861	0.89
tpch_q02/datafusion:arrow	202137929	212158600	0.95
tpch_q03/datafusion:arrow 🚀	555071633	643680388	0.86
tpch_q04/datafusion:arrow 🚀	396119771	477750972	0.83
tpch_q05/datafusion:arrow 🚀	1042556793	1200549886	0.87
tpch_q06/datafusion:arrow 🚀	324190923	377490924	0.86
tpch_q07/datafusion:arrow 🚀	1359215253	1587353570	0.86
tpch_q08/datafusion:arrow 🚀	1264781751	1452381454	0.87
tpch_q09/datafusion:arrow 🚀	1526304102	1742180785	0.88
tpch_q10/datafusion:arrow 🚀	665934911	778056121	0.86
tpch_q11/datafusion:arrow	176192736	192980724	0.91
tpch_q12/datafusion:arrow 🚀	743778425	832646265	0.89
tpch_q13/datafusion:arrow	534041896	562298568	0.95
tpch_q14/datafusion:arrow 🚀	358176827	439236461	0.82
tpch_q15/datafusion:arrow 🚀	758632906	923179047	0.82
tpch_q16/datafusion:arrow	123474944	133840060	0.92
tpch_q17/datafusion:arrow 🚀	1554985056	1752383590	0.89
tpch_q18/datafusion:arrow 🚀	2147363540	2390053160	0.90
tpch_q19/datafusion:arrow 🚀	572187990	656268986	0.87
tpch_q20/datafusion:arrow 🚀	562904484	661098349	0.85
tpch_q21/datafusion:arrow 🚀	4041977897	4617867220	0.88
tpch_q22/datafusion:arrow 🚀	174344635	196524072	0.89

duckdb / vortex-file-compressed (0.914x ➖, 5↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	176034926	186767634	0.94
tpch_q02/duckdb:vortex-file-compressed 🚀	51350850	59599609	0.86
tpch_q03/duckdb:vortex-file-compressed	129832490	140605706	0.92
tpch_q04/duckdb:vortex-file-compressed	150839289	166885415	0.90
tpch_q05/duckdb:vortex-file-compressed	131441109	144263256	0.91
tpch_q06/duckdb:vortex-file-compressed 🚀	49613185	55215065	0.90
tpch_q07/duckdb:vortex-file-compressed	146721270	159754656	0.92
tpch_q08/duckdb:vortex-file-compressed 🚀	171405850	206206826	0.83
tpch_q09/duckdb:vortex-file-compressed	336988193	361636746	0.93
tpch_q10/duckdb:vortex-file-compressed	154493936	166933369	0.93
tpch_q11/duckdb:vortex-file-compressed	36005242	38969116	0.92
tpch_q12/duckdb:vortex-file-compressed	93541683	103680460	0.90
tpch_q13/duckdb:vortex-file-compressed	244045343	260026051	0.94
tpch_q14/duckdb:vortex-file-compressed	73347226	73564536	1.00
tpch_q15/duckdb:vortex-file-compressed	97440973	108210359	0.90
tpch_q16/duckdb:vortex-file-compressed	78741384	84917117	0.93
tpch_q17/duckdb:vortex-file-compressed 🚀	101061771	113890470	0.89
tpch_q18/duckdb:vortex-file-compressed	280484688	310600918	0.90
tpch_q19/duckdb:vortex-file-compressed	90696997	95525438	0.95
tpch_q20/duckdb:vortex-file-compressed 🚀	165647117	184647741	0.90
tpch_q21/duckdb:vortex-file-compressed	549675231	609329325	0.90
tpch_q22/duckdb:vortex-file-compressed	77546556	81898148	0.95

duckdb / vortex-compact (0.928x ➖, 4↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	230203827	236109871	0.97
tpch_q02/duckdb:vortex-compact	59542158	61668200	0.97
tpch_q03/duckdb:vortex-compact	142113167	151632342	0.94
tpch_q04/duckdb:vortex-compact	177165676	193906463	0.91
tpch_q05/duckdb:vortex-compact 🚀	145159518	165287220	0.88
tpch_q06/duckdb:vortex-compact	87578689	90703378	0.97
tpch_q07/duckdb:vortex-compact	206141305	220380063	0.94
tpch_q08/duckdb:vortex-compact 🚀	191785162	219464059	0.87
tpch_q09/duckdb:vortex-compact	362476669	390385777	0.93
tpch_q10/duckdb:vortex-compact 🚀	185255564	208476475	0.89
tpch_q11/duckdb:vortex-compact 🚀	41642733	46569198	0.89
tpch_q12/duckdb:vortex-compact	211093463	221597501	0.95
tpch_q13/duckdb:vortex-compact	291229187	312483563	0.93
tpch_q14/duckdb:vortex-compact	103348046	112673365	0.92
tpch_q15/duckdb:vortex-compact	121496220	129383288	0.94
tpch_q16/duckdb:vortex-compact	86508541	93114957	0.93
tpch_q17/duckdb:vortex-compact	117569816	129104146	0.91
tpch_q18/duckdb:vortex-compact	296903642	318585155	0.93
tpch_q19/duckdb:vortex-compact	115032520	118948743	0.97
tpch_q20/duckdb:vortex-compact	209524728	221535471	0.95
tpch_q21/duckdb:vortex-compact	630367134	688082228	0.92
tpch_q22/duckdb:vortex-compact	87624843	94566796	0.93

duckdb / parquet (0.962x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	256491599	257488989	1.00
tpch_q02/duckdb:parquet	105052113	109684663	0.96
tpch_q03/duckdb:parquet	209544752	223048588	0.94
tpch_q04/duckdb:parquet	135044415	140485527	0.96
tpch_q05/duckdb:parquet	217446029	230734435	0.94
tpch_q06/duckdb:parquet	66348563	69191599	0.96
tpch_q07/duckdb:parquet	179139145	188310312	0.95
tpch_q08/duckdb:parquet	255955068	273425288	0.94
tpch_q09/duckdb:parquet	457603509	479138792	0.96
tpch_q10/duckdb:parquet	606679250	630229692	0.96
tpch_q11/duckdb:parquet	46101257	44574015	1.03
tpch_q12/duckdb:parquet	127234542	133333908	0.95
tpch_q13/duckdb:parquet 🚀	409795456	469031305	0.87
tpch_q14/duckdb:parquet	176737513	173289894	1.02
tpch_q15/duckdb:parquet	99377950	103713775	0.96
tpch_q16/duckdb:parquet	160030865	169248016	0.95
tpch_q17/duckdb:parquet	182170246	184432150	0.99
tpch_q18/duckdb:parquet	352779042	362083853	0.97
tpch_q19/duckdb:parquet	280098946	289462837	0.97
tpch_q20/duckdb:parquet	229797426	234049435	0.98
tpch_q21/duckdb:parquet	578073510	606681416	0.95
tpch_q22/duckdb:parquet	289207153	296909571	0.97

duckdb / duckdb (0.958x ➖, 1↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	116902783	118431716	0.99
tpch_q02/duckdb:duckdb	44890798	47863105	0.94
tpch_q03/duckdb:duckdb	97841548	101250817	0.97
tpch_q04/duckdb:duckdb	131348980	141622705	0.93
tpch_q05/duckdb:duckdb	110646739	117104506	0.94
tpch_q06/duckdb:duckdb	39492398	38449925	1.03
tpch_q07/duckdb:duckdb	86606378	89049897	0.97
tpch_q08/duckdb:duckdb	111040185	117070496	0.95
tpch_q09/duckdb:duckdb	276444055	289436123	0.96
tpch_q10/duckdb:duckdb	204986409	215301736	0.95
tpch_q11/duckdb:duckdb 🚀	15704628	18254757	0.86
tpch_q12/duckdb:duckdb	85363931	87767534	0.97
tpch_q13/duckdb:duckdb	251406484	265617192	0.95
tpch_q14/duckdb:duckdb	71669929	73961005	0.97
tpch_q15/duckdb:duckdb	77906106	81591735	0.95
tpch_q16/duckdb:duckdb	72953903	77149154	0.95
tpch_q17/duckdb:duckdb	84044904	85977001	0.98
tpch_q18/duckdb:duckdb	213832999	225093688	0.95
tpch_q19/duckdb:duckdb	116462728	120566286	0.97
tpch_q20/duckdb:duckdb	110959779	114572711	0.97
tpch_q21/duckdb:duckdb	301281645	320275415	0.94
tpch_q22/duckdb:duckdb	69763840	68393051	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-11.2%	-4.5%	-7.0%	+11.8%	➖ noise
1	datafusion:vortex-compact	-6.3%	-4.5%	-2.0%	+13.8%	➖ noise
1	datafusion:vortex-file-compressed	-12.5%	-4.5%	-8.4%	+13.4%	➖ noise
1	duckdb:duckdb	-1.3%	-4.5%	+3.3%	+11.9%	➖ noise
1	duckdb:vortex-compact	-2.5%	-4.5%	+2.1%	+12.0%	➖ noise
1	duckdb:vortex-file-compressed	-5.7%	-4.5%	-1.3%	+12.9%	➖ noise
2	datafusion:arrow	-4.7%	-4.0%	-0.7%	+10.0%	➖ noise
2	datafusion:vortex-compact	-7.6%	-4.0%	-3.7%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-9.9%	-4.0%	-6.1%	+10.0%	➖ noise
2	duckdb:duckdb	-6.2%	-4.0%	-2.3%	+10.3%	➖ noise
2	duckdb:vortex-compact	-3.4%	-4.0%	+0.6%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-13.8%	-4.0%	-10.2%	+10.0%	✅ faster
3	datafusion:arrow	-13.8%	-7.4%	-6.8%	+10.0%	➖ noise
3	datafusion:vortex-compact	-11.7%	-7.4%	-4.6%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-13.4%	-7.4%	-6.4%	+10.0%	➖ noise
3	duckdb:duckdb	-3.4%	-7.4%	+4.4%	+10.0%	➖ noise
3	duckdb:vortex-compact	-6.3%	-7.4%	+1.2%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-7.7%	-7.4%	-0.3%	+10.0%	➖ noise
4	datafusion:arrow	-17.1%	-3.5%	-14.1%	+10.0%	✅ faster
4	datafusion:vortex-compact	-9.8%	-3.5%	-6.5%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	-6.2%	-3.5%	-2.8%	+10.0%	➖ noise
4	duckdb:duckdb	-7.3%	-3.5%	-3.9%	+10.0%	➖ noise
4	duckdb:vortex-compact	-8.6%	-3.5%	-5.3%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-9.6%	-3.5%	-6.3%	+10.0%	➖ noise
5	datafusion:arrow	-13.2%	-8.1%	-5.5%	+10.0%	➖ noise
5	datafusion:vortex-compact	-12.4%	-8.1%	-4.6%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-11.5%	-8.1%	-3.7%	+10.0%	➖ noise
5	duckdb:duckdb	-5.5%	-8.1%	+2.9%	+10.0%	➖ noise
5	duckdb:vortex-compact	-12.2%	-8.1%	-4.4%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-8.9%	-8.1%	-0.8%	+10.0%	➖ noise
6	datafusion:arrow	-14.1%	-3.8%	-10.7%	+10.0%	✅ faster
6	datafusion:vortex-compact	-7.0%	-3.8%	-3.3%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-9.8%	-3.8%	-6.3%	+10.0%	➖ noise
6	duckdb:duckdb	+2.7%	-3.8%	+6.8%	+14.6%	➖ noise
6	duckdb:vortex-compact	-3.4%	-3.8%	+0.4%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-10.1%	-3.8%	-6.6%	+10.3%	➖ noise
7	datafusion:arrow	-14.4%	-7.0%	-7.9%	+10.0%	➖ noise
7	datafusion:vortex-compact	-10.7%	-7.0%	-3.9%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-16.1%	-7.0%	-9.8%	+10.0%	✅ faster
7	duckdb:duckdb	-2.7%	-7.0%	+4.6%	+10.0%	➖ noise
7	duckdb:vortex-compact	-6.5%	-7.0%	+0.6%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-8.2%	-7.0%	-1.2%	+10.0%	➖ noise
8	datafusion:arrow	-12.9%	-7.5%	-5.9%	+10.0%	➖ noise
8	datafusion:vortex-compact	-10.4%	-7.5%	-3.1%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	-11.1%	-7.5%	-3.9%	+10.0%	➖ noise
8	duckdb:duckdb	-5.2%	-7.5%	+2.5%	+10.0%	➖ noise
8	duckdb:vortex-compact	-12.6%	-7.5%	-5.5%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-16.9%	-7.5%	-10.2%	+10.0%	✅ faster
9	datafusion:arrow	-12.4%	-7.6%	-5.1%	+10.0%	➖ noise
9	datafusion:vortex-compact	-12.3%	-7.6%	-5.1%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	-11.7%	-7.6%	-4.4%	+10.0%	➖ noise
9	duckdb:duckdb	-4.5%	-7.6%	+3.4%	+10.0%	➖ noise
9	duckdb:vortex-compact	-7.1%	-7.6%	+0.5%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-6.8%	-7.6%	+0.9%	+10.0%	➖ noise
10	datafusion:arrow	-14.4%	-7.1%	-7.9%	+10.0%	➖ noise
10	datafusion:vortex-compact	-7.9%	-7.1%	-0.9%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-13.1%	-7.1%	-6.5%	+10.0%	➖ noise
10	duckdb:duckdb	-4.8%	-7.1%	+2.4%	+10.0%	➖ noise
10	duckdb:vortex-compact	-11.1%	-7.1%	-4.4%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-7.5%	-7.1%	-0.4%	+10.0%	➖ noise
11	datafusion:arrow	-8.7%	-1.4%	-7.4%	+13.3%	➖ noise
11	datafusion:vortex-compact	-8.5%	-1.4%	-7.2%	+12.9%	➖ noise
11	datafusion:vortex-file-compressed	-9.0%	-1.4%	-7.7%	+13.0%	➖ noise
11	duckdb:duckdb	-14.0%	-1.4%	-12.8%	+21.5%	➖ noise
11	duckdb:vortex-compact	-10.6%	-1.4%	-9.3%	+17.1%	➖ noise
11	duckdb:vortex-file-compressed	-7.6%	-1.4%	-6.3%	+16.7%	➖ noise
12	datafusion:arrow	-10.7%	-2.1%	-8.8%	+40.2%	➖ noise
12	datafusion:vortex-compact	-8.0%	-2.1%	-6.0%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-9.7%	-2.1%	-7.8%	+10.0%	➖ noise
12	duckdb:duckdb	-2.7%	-2.1%	-0.7%	+10.0%	➖ noise
12	duckdb:vortex-compact	-4.7%	-2.1%	-2.7%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	-9.8%	-2.1%	-7.8%	+10.0%	➖ noise
13	datafusion:arrow	-5.0%	-7.3%	+2.5%	+10.0%	➖ noise
13	datafusion:vortex-compact	-7.4%	-7.3%	-0.1%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	-8.0%	-7.3%	-0.7%	+10.0%	➖ noise
13	duckdb:duckdb	-5.4%	-7.3%	+2.1%	+10.0%	➖ noise
13	duckdb:vortex-compact	-6.8%	-7.3%	+0.5%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	-6.1%	-7.3%	+1.2%	+10.0%	➖ noise
14	datafusion:arrow	-18.5%	-3.3%	-15.7%	+10.0%	✅ faster
14	datafusion:vortex-compact	-7.1%	-3.3%	-3.9%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-8.2%	-3.3%	-5.1%	+10.0%	➖ noise
14	duckdb:duckdb	-3.1%	-3.3%	+0.2%	+10.0%	➖ noise
14	duckdb:vortex-compact	-8.3%	-3.3%	-5.2%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	-0.3%	-3.3%	+3.1%	+10.0%	➖ noise
15	datafusion:arrow	-17.8%	-9.9%	-8.8%	+10.0%	➖ noise
15	datafusion:vortex-compact	-10.7%	-9.9%	-0.9%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	-7.4%	-9.9%	+2.7%	+10.0%	➖ noise
15	duckdb:duckdb	-4.5%	-9.9%	+6.0%	+10.0%	➖ noise
15	duckdb:vortex-compact	-6.1%	-9.9%	+4.2%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	-10.0%	-9.9%	-0.1%	+10.0%	➖ noise
16	datafusion:arrow	-7.7%	-5.8%	-2.1%	+10.0%	➖ noise
16	datafusion:vortex-compact	-4.0%	-5.8%	+1.9%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-9.0%	-5.8%	-3.4%	+10.0%	➖ noise
16	duckdb:duckdb	-5.4%	-5.8%	+0.4%	+10.0%	➖ noise
16	duckdb:vortex-compact	-7.1%	-5.8%	-1.4%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	-7.3%	-5.8%	-1.6%	+10.0%	➖ noise
17	datafusion:arrow	-11.3%	-5.8%	-5.8%	+10.0%	➖ noise
17	datafusion:vortex-compact	-10.9%	-5.8%	-5.4%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-11.2%	-5.8%	-5.8%	+10.0%	➖ noise
17	duckdb:duckdb	-2.2%	-5.8%	+3.8%	+10.0%	➖ noise
17	duckdb:vortex-compact	-8.9%	-5.8%	-3.3%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	-11.3%	-5.8%	-5.8%	+10.0%	➖ noise
18	datafusion:arrow	-10.2%	-6.1%	-4.3%	+12.2%	➖ noise
18	datafusion:vortex-compact	-11.7%	-6.1%	-6.0%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	-11.6%	-6.1%	-5.9%	+10.0%	➖ noise
18	duckdb:duckdb	-5.0%	-6.1%	+1.2%	+10.0%	➖ noise
18	duckdb:vortex-compact	-6.8%	-6.1%	-0.7%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-9.7%	-6.1%	-3.8%	+10.0%	➖ noise
19	datafusion:arrow	-12.8%	-9.2%	-4.0%	+10.0%	➖ noise
19	datafusion:vortex-compact	-6.4%	-9.2%	+3.1%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-6.8%	-9.2%	+2.6%	+10.0%	➖ noise
19	duckdb:duckdb	-3.4%	-9.2%	+6.4%	+10.0%	➖ noise
19	duckdb:vortex-compact	-3.3%	-9.2%	+6.5%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	-5.1%	-9.2%	+4.6%	+10.0%	➖ noise
20	datafusion:arrow	-14.9%	-4.8%	-10.6%	+10.0%	✅ faster
20	datafusion:vortex-compact	-7.6%	-4.8%	-2.9%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	-12.1%	-4.8%	-7.7%	+10.0%	➖ noise
20	duckdb:duckdb	-3.2%	-4.8%	+1.7%	+10.0%	➖ noise
20	duckdb:vortex-compact	-5.4%	-4.8%	-0.7%	+10.0%	➖ noise
20	duckdb:vortex-file-compressed	-10.3%	-4.8%	-5.8%	+10.0%	➖ noise
21	datafusion:arrow	-12.5%	-8.1%	-4.7%	+10.0%	➖ noise
21	datafusion:vortex-compact	-11.2%	-8.1%	-3.4%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	-14.2%	-8.1%	-6.6%	+10.0%	➖ noise
21	duckdb:duckdb	-5.9%	-8.1%	+2.4%	+10.0%	➖ noise
21	duckdb:vortex-compact	-8.4%	-8.1%	-0.3%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	-9.8%	-8.1%	-1.8%	+10.0%	➖ noise
22	datafusion:arrow	-11.3%	-2.5%	-9.0%	+10.0%	➖ noise
22	datafusion:vortex-compact	-1.9%	-2.5%	+0.5%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	-8.1%	-2.5%	-5.8%	+10.0%	➖ noise
22	duckdb:duckdb	+2.0%	-2.5%	+4.6%	+10.0%	➖ noise
22	duckdb:vortex-compact	-7.3%	-2.5%	-5.0%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	-5.3%	-2.5%	-2.9%	+10.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Summary

• Overall: 1.106x ➖
• Vortex: 1.122x ➖
• Parquet: 1.073x ➖

Verdict

No clear signal

• Attributed Vortex impact: +4.7%
• Confidence: environment too noisy
• Environment shift: +7.3%

Statistical Summary

• Systemic shift (parquet controls): +7.3%
• Control sigma: +10.4%
• Residual noise: +6.6%
• Median polish overall: +10.5%

datafusion / vortex-file-compressed (1.172x ➖, 0↑ 5↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	776960894	767401722	1.01
tpch_q02/datafusion:vortex-file-compressed	834312547	799957368	1.04
tpch_q03/datafusion:vortex-file-compressed	882549525	797148740	1.11
tpch_q04/datafusion:vortex-file-compressed	631338380	628179876	1.01
tpch_q05/datafusion:vortex-file-compressed	1277466111	1109573823	1.15
tpch_q06/datafusion:vortex-file-compressed	804641510	620228424	1.30
tpch_q07/datafusion:vortex-file-compressed 🚨	1576800243	1140186680	1.38
tpch_q08/datafusion:vortex-file-compressed 🚨	2358476922	1201587652	1.96
tpch_q09/datafusion:vortex-file-compressed 🚨	2257206212	1478324879	1.53
tpch_q10/datafusion:vortex-file-compressed	1199302684	1030496001	1.16
tpch_q11/datafusion:vortex-file-compressed 🚨	634468372	475997894	1.33
tpch_q12/datafusion:vortex-file-compressed	1124990831	1059815791	1.06
tpch_q13/datafusion:vortex-file-compressed	474980135	539821999	0.88
tpch_q14/datafusion:vortex-file-compressed	613213932	607014576	1.01
tpch_q15/datafusion:vortex-file-compressed	1174852349	1128102964	1.04
tpch_q16/datafusion:vortex-file-compressed	327266747	279226710	1.17
tpch_q17/datafusion:vortex-file-compressed	1330608879	1244644378	1.07
tpch_q18/datafusion:vortex-file-compressed	1498379874	1317021495	1.14
tpch_q19/datafusion:vortex-file-compressed	793433402	730080520	1.09
tpch_q20/datafusion:vortex-file-compressed	1071864229	956498095	1.12
tpch_q21/datafusion:vortex-file-compressed	1822489537	1644035738	1.11
tpch_q22/datafusion:vortex-file-compressed 🚨	660069351	428038576	1.54

datafusion / vortex-compact (1.117x ➖, 1↑ 3↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	823510731	717395374	1.15
tpch_q02/datafusion:vortex-compact 🚨	1024237836	638558707	1.60
tpch_q03/datafusion:vortex-compact 🚨	881287009	674477155	1.31
tpch_q04/datafusion:vortex-compact	511964565	549436420	0.93
tpch_q05/datafusion:vortex-compact	1108265423	982053562	1.13
tpch_q06/datafusion:vortex-compact	619660431	593125704	1.04
tpch_q07/datafusion:vortex-compact	1223805673	1240024449	0.99
tpch_q08/datafusion:vortex-compact	1424533358	1167247531	1.22
tpch_q09/datafusion:vortex-compact	1524229007	1315860510	1.16
tpch_q10/datafusion:vortex-compact	1133758593	932137907	1.22
tpch_q11/datafusion:vortex-compact	494815591	442937415	1.12
tpch_q12/datafusion:vortex-compact	864570996	810946333	1.07
tpch_q13/datafusion:vortex-compact	429890519	393075670	1.09
tpch_q14/datafusion:vortex-compact	616367657	579366170	1.06
tpch_q15/datafusion:vortex-compact	1166078907	1052025298	1.11
tpch_q16/datafusion:vortex-compact 🚨	593364484	334211129	1.78
tpch_q17/datafusion:vortex-compact	1331076256	1181389672	1.13
tpch_q18/datafusion:vortex-compact	1352096204	1196320724	1.13
tpch_q19/datafusion:vortex-compact	762628398	719319451	1.06
tpch_q20/datafusion:vortex-compact	955791730	847768250	1.13
tpch_q21/datafusion:vortex-compact	1460219129	1569044502	0.93
tpch_q22/datafusion:vortex-compact 🚀	345038743	520931060	0.66

datafusion / parquet (1.021x ➖, 1↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	944272928	875884329	1.08
tpch_q02/datafusion:parquet 🚨	995735517	683894374	1.46
tpch_q03/datafusion:parquet	1126945789	1193439829	0.94
tpch_q04/datafusion:parquet	576263651	716761239	0.80
tpch_q05/datafusion:parquet	1340770547	1302653704	1.03
tpch_q06/datafusion:parquet	520074848	595179631	0.87
tpch_q07/datafusion:parquet	1562363299	1395323327	1.12
tpch_q08/datafusion:parquet	1892032352	1783612990	1.06
tpch_q09/datafusion:parquet	2137075633	1991121223	1.07
tpch_q10/datafusion:parquet	2402991894	2315453755	1.04
tpch_q11/datafusion:parquet	594075226	781174271	0.76
tpch_q12/datafusion:parquet	835943242	794766042	1.05
tpch_q13/datafusion:parquet	715147488	687648974	1.04
tpch_q14/datafusion:parquet	886641579	800859080	1.11
tpch_q15/datafusion:parquet	1324927711	1185759475	1.12
tpch_q16/datafusion:parquet	545295713	478094647	1.14
tpch_q17/datafusion:parquet	1645504750	1498933871	1.10
tpch_q18/datafusion:parquet	1905404807	1592184805	1.20
tpch_q19/datafusion:parquet	996747047	947629579	1.05
tpch_q20/datafusion:parquet	1284655115	1185341918	1.08
tpch_q21/datafusion:parquet	1823739806	1789484493	1.02
tpch_q22/datafusion:parquet 🚀	673884347	1081492689	0.62

duckdb / vortex-file-compressed (1.125x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	682892602	602359691	1.13
tpch_q02/duckdb:vortex-file-compressed	1210067021	1073843756	1.13
tpch_q03/duckdb:vortex-file-compressed	1103360014	961648500	1.15
tpch_q04/duckdb:vortex-file-compressed	670123675	604883426	1.11
tpch_q05/duckdb:vortex-file-compressed	1239909744	1066713541	1.16
tpch_q06/duckdb:vortex-file-compressed	825588676	763642882	1.08
tpch_q07/duckdb:vortex-file-compressed	1221215975	1016253362	1.20
tpch_q08/duckdb:vortex-file-compressed	1475348935	1314353540	1.12
tpch_q09/duckdb:vortex-file-compressed	1509644798	1407605285	1.07
tpch_q10/duckdb:vortex-file-compressed	1275411783	1129439084	1.13
tpch_q11/duckdb:vortex-file-compressed	759619176	721901390	1.05
tpch_q12/duckdb:vortex-file-compressed	805083484	681286626	1.18
tpch_q13/duckdb:vortex-file-compressed	1142851955	995512255	1.15
tpch_q14/duckdb:vortex-file-compressed	1005226633	868304158	1.16
tpch_q15/duckdb:vortex-file-compressed	605316453	554974251	1.09
tpch_q16/duckdb:vortex-file-compressed	507493767	401865389	1.26
tpch_q17/duckdb:vortex-file-compressed	1089659099	980660750	1.11
tpch_q18/duckdb:vortex-file-compressed	925171899	900670329	1.03
tpch_q19/duckdb:vortex-file-compressed	817600907	804554384	1.02
tpch_q20/duckdb:vortex-file-compressed	1343572086	1150773040	1.17
tpch_q21/duckdb:vortex-file-compressed	2112222464	1875191317	1.13
tpch_q22/duckdb:vortex-file-compressed	655145836	566769449	1.16

duckdb / vortex-compact (1.077x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	625961828	625322971	1.00
tpch_q02/duckdb:vortex-compact	1089783034	1115916903	0.98
tpch_q03/duckdb:vortex-compact	802005520	825408218	0.97
tpch_q04/duckdb:vortex-compact	515427628	496821347	1.04
tpch_q05/duckdb:vortex-compact	1036489149	1046816244	0.99
tpch_q06/duckdb:vortex-compact	776281459	681792961	1.14
tpch_q07/duckdb:vortex-compact	1084827309	1152704388	0.94
tpch_q08/duckdb:vortex-compact	1496877217	1365924125	1.10
tpch_q09/duckdb:vortex-compact	1498054424	1290473280	1.16
tpch_q10/duckdb:vortex-compact	1114233103	905963959	1.23
tpch_q11/duckdb:vortex-compact	869772072	709123615	1.23
tpch_q12/duckdb:vortex-compact	660522306	648785113	1.02
tpch_q13/duckdb:vortex-compact	838562451	849261970	0.99
tpch_q14/duckdb:vortex-compact	911230714	864308225	1.05
tpch_q15/duckdb:vortex-compact	588892521	532548688	1.11
tpch_q16/duckdb:vortex-compact	406912092	432569620	0.94
tpch_q17/duckdb:vortex-compact	945544878	930642906	1.02
tpch_q18/duckdb:vortex-compact	734310755	656052640	1.12
tpch_q19/duckdb:vortex-compact	833743300	708010084	1.18
tpch_q20/duckdb:vortex-compact	1335425579	1165487890	1.15
tpch_q21/duckdb:vortex-compact	2095826827	1689573437	1.24
tpch_q22/duckdb:vortex-compact	769223085	629810140	1.22

duckdb / parquet (1.127x ➖, 0↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	861388963	874751453	0.98
tpch_q02/duckdb:parquet	1708168558	1498957615	1.14
tpch_q03/duckdb:parquet	1909874079	1522257607	1.25
tpch_q04/duckdb:parquet	1142654733	945328691	1.21
tpch_q05/duckdb:parquet	2191128756	2035023606	1.08
tpch_q06/duckdb:parquet	700186025	739007933	0.95
tpch_q07/duckdb:parquet	1925315598	1564355995	1.23
tpch_q08/duckdb:parquet	2822323504	2307279209	1.22
tpch_q09/duckdb:parquet	2451190390	2256829063	1.09
tpch_q10/duckdb:parquet	3247387863	3032822451	1.07
tpch_q11/duckdb:parquet	1010931483	966942116	1.05
tpch_q12/duckdb:parquet	1086588854	1013976574	1.07
tpch_q13/duckdb:parquet	1187622027	1158348427	1.03
tpch_q14/duckdb:parquet	1407335046	1238656360	1.14
tpch_q15/duckdb:parquet	962457387	835264920	1.15
tpch_q16/duckdb:parquet	791945781	719401710	1.10
tpch_q17/duckdb:parquet 🚨	1531317754	1173488775	1.30
tpch_q18/duckdb:parquet	1652017684	1405069428	1.18
tpch_q19/duckdb:parquet	1690397751	1395808383	1.21
tpch_q20/duckdb:parquet	1797891102	1589500068	1.13
tpch_q21/duckdb:parquet	2131811652	1887047691	1.13
tpch_q22/duckdb:parquet	1183167608	1026690970	1.15

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+14.8%	+3.0%	+11.4%	+57.2%	➖ noise
1	datafusion:vortex-file-compressed	+1.2%	+3.0%	-1.7%	+80.9%	➖ noise
1	duckdb:vortex-compact	+0.1%	+3.0%	-2.8%	+31.7%	➖ noise
1	duckdb:vortex-file-compressed	+13.4%	+3.0%	+10.0%	+33.4%	➖ noise
2	datafusion:vortex-compact	+60.4%	+28.8%	+24.5%	+44.2%	➖ noise
2	datafusion:vortex-file-compressed	+4.3%	+28.8%	-19.0%	+41.9%	➖ noise
2	duckdb:vortex-compact	-2.3%	+28.8%	-24.2%	+35.3%	➖ noise
2	duckdb:vortex-file-compressed	+12.7%	+28.8%	-12.5%	+34.3%	➖ noise
3	datafusion:vortex-compact	+30.7%	+8.8%	+20.0%	+82.2%	➖ noise
3	datafusion:vortex-file-compressed	+10.7%	+8.8%	+1.7%	+89.2%	➖ noise
3	duckdb:vortex-compact	-2.8%	+8.8%	-10.7%	+59.8%	➖ noise
3	duckdb:vortex-file-compressed	+14.7%	+8.8%	+5.4%	+44.4%	➖ noise
4	datafusion:vortex-compact	-6.8%	-1.4%	-5.5%	+33.4%	➖ noise
4	datafusion:vortex-file-compressed	+0.5%	-1.4%	+2.0%	+39.0%	➖ noise
4	duckdb:vortex-compact	+3.7%	-1.4%	+5.2%	+36.0%	➖ noise
4	duckdb:vortex-file-compressed	+10.8%	-1.4%	+12.4%	+30.7%	➖ noise
5	datafusion:vortex-compact	+12.9%	+5.3%	+7.2%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+15.1%	+5.3%	+9.4%	+30.0%	➖ noise
5	duckdb:vortex-compact	-1.0%	+5.3%	-5.9%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+16.2%	+5.3%	+10.4%	+30.0%	➖ noise
6	datafusion:vortex-compact	+4.5%	-9.0%	+14.8%	+31.1%	➖ noise
6	datafusion:vortex-file-compressed	+29.7%	-9.0%	+42.6%	+42.2%	🚨 regression
6	duckdb:vortex-compact	+13.9%	-9.0%	+25.1%	+30.1%	➖ noise
6	duckdb:vortex-file-compressed	+8.1%	-9.0%	+18.8%	+42.7%	➖ noise
7	datafusion:vortex-compact	-1.3%	+17.4%	-15.9%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	+38.3%	+17.4%	+17.8%	+30.0%	➖ noise
7	duckdb:vortex-compact	-5.9%	+17.4%	-19.8%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+20.2%	+17.4%	+2.4%	+30.0%	➖ noise
8	datafusion:vortex-compact	+22.0%	+13.9%	+7.1%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+96.3%	+13.9%	+72.3%	+55.6%	🚨 regression
8	duckdb:vortex-compact	+9.6%	+13.9%	-3.8%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+12.2%	+13.9%	-1.5%	+30.0%	➖ noise
9	datafusion:vortex-compact	+15.8%	+8.0%	+7.3%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	+52.7%	+8.0%	+41.4%	+30.0%	🚨 regression
9	duckdb:vortex-compact	+16.1%	+8.0%	+7.5%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+7.2%	+8.0%	-0.7%	+30.0%	➖ noise
10	datafusion:vortex-compact	+21.6%	+5.4%	+15.4%	+30.0%	➖ noise
10	datafusion:vortex-file-compressed	+16.4%	+5.4%	+10.4%	+32.7%	➖ noise
10	duckdb:vortex-compact	+23.0%	+5.4%	+16.7%	+37.0%	➖ noise
10	duckdb:vortex-file-compressed	+12.9%	+5.4%	+7.1%	+33.9%	➖ noise
11	datafusion:vortex-compact	+11.7%	-10.8%	+25.3%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	+33.3%	-10.8%	+49.5%	+34.7%	🚨 regression
11	duckdb:vortex-compact	+22.7%	-10.8%	+37.6%	+33.4%	🚨 regression
11	duckdb:vortex-file-compressed	+5.2%	-10.8%	+18.0%	+36.4%	➖ noise
12	datafusion:vortex-compact	+6.6%	+6.2%	+0.4%	+30.0%	➖ noise
12	datafusion:vortex-file-compressed	+6.1%	+6.2%	-0.0%	+32.5%	➖ noise
12	duckdb:vortex-compact	+1.8%	+6.2%	-4.1%	+60.4%	➖ noise
12	duckdb:vortex-file-compressed	+18.2%	+6.2%	+11.3%	+35.6%	➖ noise
13	datafusion:vortex-compact	+9.4%	+3.3%	+5.9%	+37.7%	➖ noise
13	datafusion:vortex-file-compressed	-12.0%	+3.3%	-14.8%	+40.8%	➖ noise
13	duckdb:vortex-compact	-1.3%	+3.3%	-4.4%	+65.0%	➖ noise
13	duckdb:vortex-file-compressed	+14.8%	+3.3%	+11.2%	+39.7%	➖ noise
14	datafusion:vortex-compact	+6.4%	+12.2%	-5.1%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	+1.0%	+12.2%	-9.9%	+30.0%	➖ noise
14	duckdb:vortex-compact	+5.4%	+12.2%	-6.0%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	+15.8%	+12.2%	+3.2%	+30.0%	➖ noise
15	datafusion:vortex-compact	+10.8%	+13.5%	-2.3%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	+4.1%	+13.5%	-8.2%	+30.0%	➖ noise
15	duckdb:vortex-compact	+10.6%	+13.5%	-2.5%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	+9.1%	+13.5%	-3.9%	+30.0%	➖ noise
16	datafusion:vortex-compact	+77.5%	+12.1%	+58.4%	+43.0%	🚨 regression
16	datafusion:vortex-file-compressed	+17.2%	+12.1%	+4.6%	+30.0%	➖ noise
16	duckdb:vortex-compact	-5.9%	+12.1%	-16.0%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+26.3%	+12.1%	+12.7%	+41.9%	➖ noise
17	datafusion:vortex-compact	+12.7%	+19.7%	-5.9%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	+6.9%	+19.7%	-10.7%	+30.0%	➖ noise
17	duckdb:vortex-compact	+1.6%	+19.7%	-15.1%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	+11.1%	+19.7%	-7.2%	+30.0%	➖ noise
18	datafusion:vortex-compact	+13.0%	+18.6%	-4.7%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	+13.8%	+18.6%	-4.1%	+30.0%	➖ noise
18	duckdb:vortex-compact	+11.9%	+18.6%	-5.6%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+2.7%	+18.6%	-13.4%	+30.0%	➖ noise
19	datafusion:vortex-compact	+6.0%	+12.9%	-6.1%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	+8.7%	+12.9%	-3.7%	+30.0%	➖ noise
19	duckdb:vortex-compact	+17.8%	+12.9%	+4.3%	+43.4%	➖ noise
19	duckdb:vortex-file-compressed	+1.6%	+12.9%	-10.0%	+30.0%	➖ noise
20	datafusion:vortex-compact	+12.7%	+10.7%	+1.8%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+12.1%	+10.7%	+1.2%	+30.0%	➖ noise
20	duckdb:vortex-compact	+14.6%	+10.7%	+3.5%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+16.8%	+10.7%	+5.5%	+30.0%	➖ noise
21	datafusion:vortex-compact	-6.9%	+7.3%	-13.3%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	+10.9%	+7.3%	+3.3%	+30.0%	➖ noise
21	duckdb:vortex-compact	+24.0%	+7.3%	+15.6%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+12.6%	+7.3%	+5.0%	+30.0%	➖ noise
22	datafusion:vortex-compact	-33.8%	-15.3%	-21.8%	+38.1%	➖ noise
22	datafusion:vortex-file-compressed	+54.2%	-15.3%	+82.0%	+63.0%	🚨 regression
22	duckdb:vortex-compact	+22.1%	-15.3%	+44.1%	+30.0%	🚨 regression
22	duckdb:vortex-file-compressed	+15.6%	-15.3%	+36.4%	+30.0%	🚨 regression

[github-actions]

Benchmarks: Clickbench on NVME

Summary

• Overall: 1.057x ➖
• Vortex: 1.084x ➖
• Parquet: 1.038x ➖

Verdict

No clear signal

• Attributed Vortex impact: +3.1%
• Confidence: low
• Environment shift: +3.8%

Statistical Summary

• Systemic shift (parquet controls): +3.8%
• Control sigma: +2.4%
• Residual noise: +2.6%
• Median polish overall: +4.4%

datafusion / vortex-file-compressed (1.068x ➖, 1↑ 9↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed 🚨	2457867	1721085	1.43
clickbench_q01/datafusion:vortex-file-compressed 🚨	14753483	13321860	1.11
clickbench_q02/datafusion:vortex-file-compressed	33454256	33302791	1.00
clickbench_q03/datafusion:vortex-file-compressed	38925035	35838964	1.09
clickbench_q04/datafusion:vortex-file-compressed	339607946	327913019	1.04
clickbench_q05/datafusion:vortex-file-compressed	332054644	316070566	1.05
clickbench_q06/datafusion:vortex-file-compressed 🚀	1678731	2346062	0.72
clickbench_q07/datafusion:vortex-file-compressed	19787861	19794170	1.00
clickbench_q08/datafusion:vortex-file-compressed	414599265	391210620	1.06
clickbench_q09/datafusion:vortex-file-compressed	599078853	583938734	1.03
clickbench_q10/datafusion:vortex-file-compressed	75999858	76448405	0.99
clickbench_q11/datafusion:vortex-file-compressed	84314502	83722522	1.01
clickbench_q12/datafusion:vortex-file-compressed	290719595	272370878	1.07
clickbench_q13/datafusion:vortex-file-compressed	443467352	415644879	1.07
clickbench_q14/datafusion:vortex-file-compressed	266891230	253231154	1.05
clickbench_q15/datafusion:vortex-file-compressed	405221429	379665958	1.07
clickbench_q16/datafusion:vortex-file-compressed	770328122	728491294	1.06
clickbench_q17/datafusion:vortex-file-compressed	793200792	732628199	1.08
clickbench_q18/datafusion:vortex-file-compressed 🚨	1618677240	1437218177	1.13
clickbench_q19/datafusion:vortex-file-compressed	24441024	25265899	0.97
clickbench_q20/datafusion:vortex-file-compressed 🚨	373728856	338934820	1.10
clickbench_q21/datafusion:vortex-file-compressed 🚨	439284749	395645021	1.11
clickbench_q22/datafusion:vortex-file-compressed	580407091	558190458	1.04
clickbench_q23/datafusion:vortex-file-compressed 🚨	923633407	635432983	1.45
clickbench_q24/datafusion:vortex-file-compressed 🚨	56212506	48032359	1.17
clickbench_q25/datafusion:vortex-file-compressed 🚨	79673184	69175874	1.15
clickbench_q26/datafusion:vortex-file-compressed	54621563	50525111	1.08
clickbench_q27/datafusion:vortex-file-compressed	854112166	796017890	1.07
clickbench_q28/datafusion:vortex-file-compressed	6832745688	6821241989	1.00
clickbench_q29/datafusion:vortex-file-compressed	244956387	245496686	1.00
clickbench_q30/datafusion:vortex-file-compressed	270989480	254567176	1.06
clickbench_q31/datafusion:vortex-file-compressed	310712453	292163071	1.06
clickbench_q32/datafusion:vortex-file-compressed 🚨	1535917462	1266288826	1.21
clickbench_q33/datafusion:vortex-file-compressed	1512624918	1433180193	1.06
clickbench_q34/datafusion:vortex-file-compressed	1508762857	1414755953	1.07
clickbench_q35/datafusion:vortex-file-compressed	575456671	532109030	1.08
clickbench_q36/datafusion:vortex-file-compressed	85161961	78996661	1.08
clickbench_q37/datafusion:vortex-file-compressed	40436275	38598754	1.05
clickbench_q38/datafusion:vortex-file-compressed	25850912	24294276	1.06
clickbench_q39/datafusion:vortex-file-compressed	163808095	153688343	1.07
clickbench_q40/datafusion:vortex-file-compressed	21822902	20644830	1.06
clickbench_q41/datafusion:vortex-file-compressed	19981390	18861964	1.06
clickbench_q42/datafusion:vortex-file-compressed	23404270	22389509	1.05

datafusion / parquet (1.042x ➖, 0↑ 2↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet	1777574	1930792	0.92
clickbench_q01/datafusion:parquet	21588207	21057243	1.03
clickbench_q02/datafusion:parquet	49603468	49933135	0.99
clickbench_q03/datafusion:parquet	41286519	43281315	0.95
clickbench_q04/datafusion:parquet	374103906	359383082	1.04
clickbench_q05/datafusion:parquet	398361528	378614000	1.05
clickbench_q06/datafusion:parquet	1619750	1601770	1.01
clickbench_q07/datafusion:parquet	28346403	27910768	1.02
clickbench_q08/datafusion:parquet	452582644	418949935	1.08
clickbench_q09/datafusion:parquet	719612795	666517656	1.08
clickbench_q10/datafusion:parquet	126248706	117668756	1.07
clickbench_q11/datafusion:parquet	153057449	145618707	1.05
clickbench_q12/datafusion:parquet	402701814	373322274	1.08
clickbench_q13/datafusion:parquet	564121559	528772571	1.07
clickbench_q14/datafusion:parquet	394903775	381392329	1.04
clickbench_q15/datafusion:parquet	428305356	402566687	1.06
clickbench_q16/datafusion:parquet 🚨	844387820	732189511	1.15
clickbench_q17/datafusion:parquet 🚨	843594110	727602679	1.16
clickbench_q18/datafusion:parquet	1684666738	1693478354	0.99
clickbench_q19/datafusion:parquet	35308728	35725939	0.99
clickbench_q20/datafusion:parquet	648753446	616125863	1.05
clickbench_q21/datafusion:parquet	722221217	676803723	1.07
clickbench_q22/datafusion:parquet	1064054928	980318715	1.09
clickbench_q23/datafusion:parquet	4147515776	3795432941	1.09
clickbench_q24/datafusion:parquet	102547234	95618630	1.07
clickbench_q25/datafusion:parquet	153431674	151526727	1.01
clickbench_q26/datafusion:parquet	100219084	94986590	1.06
clickbench_q27/datafusion:parquet	1095294167	1059707811	1.03
clickbench_q28/datafusion:parquet	6653944372	6623334451	1.00
clickbench_q29/datafusion:parquet	234785871	244129009	0.96
clickbench_q30/datafusion:parquet	395101827	384896783	1.03
clickbench_q31/datafusion:parquet	438895257	412394750	1.06
clickbench_q32/datafusion:parquet	1389778698	1277552026	1.09
clickbench_q33/datafusion:parquet	1651604267	1575658706	1.05
clickbench_q34/datafusion:parquet	1634964769	1551124301	1.05
clickbench_q35/datafusion:parquet	584351429	550395961	1.06
clickbench_q36/datafusion:parquet	154695169	146184997	1.06
clickbench_q37/datafusion:parquet	62130941	59672078	1.04
clickbench_q38/datafusion:parquet	102720716	99735353	1.03
clickbench_q39/datafusion:parquet	285265134	283396685	1.01
clickbench_q40/datafusion:parquet	36558266	35891007	1.02
clickbench_q41/datafusion:parquet	31944557	30667101	1.04
clickbench_q42/datafusion:parquet	33265420	32136473	1.04

duckdb / vortex-file-compressed (1.100x ❌, 0↑ 17↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed 🚨	6794203	6056617	1.12
clickbench_q01/duckdb:vortex-file-compressed 🚨	16165476	13726193	1.18
clickbench_q02/duckdb:vortex-file-compressed 🚨	26316283	23844711	1.10
clickbench_q03/duckdb:vortex-file-compressed 🚨	33534219	29983975	1.12
clickbench_q04/duckdb:vortex-file-compressed	190158881	174748096	1.09
clickbench_q05/duckdb:vortex-file-compressed	218642612	200281453	1.09
clickbench_q06/duckdb:vortex-file-compressed	20753498	19154948	1.08
clickbench_q07/duckdb:vortex-file-compressed	16713909	15939751	1.05
clickbench_q08/duckdb:vortex-file-compressed	281713175	265945358	1.06
clickbench_q09/duckdb:vortex-file-compressed	393071728	376764569	1.04
clickbench_q10/duckdb:vortex-file-compressed	79056774	75103927	1.05
clickbench_q11/duckdb:vortex-file-compressed	84459133	82322719	1.03
clickbench_q12/duckdb:vortex-file-compressed	227553839	215262328	1.06
clickbench_q13/duckdb:vortex-file-compressed 🚨	494893199	438319742	1.13
clickbench_q14/duckdb:vortex-file-compressed 🚨	278950492	240689505	1.16
clickbench_q15/duckdb:vortex-file-compressed	237042965	215780006	1.10
clickbench_q16/duckdb:vortex-file-compressed 🚨	768164408	659440107	1.16
clickbench_q17/duckdb:vortex-file-compressed 🚨	646056502	522723017	1.24
clickbench_q18/duckdb:vortex-file-compressed	1228764172	1169368246	1.05
clickbench_q19/duckdb:vortex-file-compressed	22965891	20951599	1.10
clickbench_q20/duckdb:vortex-file-compressed 🚨	448555333	355233556	1.26
clickbench_q21/duckdb:vortex-file-compressed 🚨	449773283	380717175	1.18
clickbench_q22/duckdb:vortex-file-compressed 🚨	835814235	705487735	1.18
clickbench_q23/duckdb:vortex-file-compressed 🚨	940302750	671531817	1.40
clickbench_q24/duckdb:vortex-file-compressed	50221990	50530978	0.99
clickbench_q25/duckdb:vortex-file-compressed 🚨	80286633	67465710	1.19
clickbench_q26/duckdb:vortex-file-compressed	49961844	45685815	1.09
clickbench_q27/duckdb:vortex-file-compressed 🚨	581183435	519006640	1.12
clickbench_q28/duckdb:vortex-file-compressed	3176592835	2984033493	1.06
clickbench_q29/duckdb:vortex-file-compressed	28848281	28355637	1.02
clickbench_q30/duckdb:vortex-file-compressed	203588623	192809362	1.06
clickbench_q31/duckdb:vortex-file-compressed	292663220	271403886	1.08
clickbench_q32/duckdb:vortex-file-compressed 🚨	1403739026	1192210012	1.18
clickbench_q33/duckdb:vortex-file-compressed 🚨	1846196597	1405666088	1.31
clickbench_q34/duckdb:vortex-file-compressed 🚨	1891763140	1547296035	1.22
clickbench_q35/duckdb:vortex-file-compressed	380732417	371278273	1.03
clickbench_q36/duckdb:vortex-file-compressed	33482409	31672792	1.06
clickbench_q37/duckdb:vortex-file-compressed	23510312	23281327	1.01
clickbench_q38/duckdb:vortex-file-compressed	24459726	24485411	1.00
clickbench_q39/duckdb:vortex-file-compressed	45833988	44281804	1.04
clickbench_q40/duckdb:vortex-file-compressed	22759615	22087095	1.03
clickbench_q41/duckdb:vortex-file-compressed	21832852	21666184	1.01
clickbench_q42/duckdb:vortex-file-compressed	25192926	26858456	0.94

duckdb / parquet (1.033x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet	237763983	223131015	1.07
clickbench_q01/duckdb:parquet	51634660	51328354	1.01
clickbench_q02/duckdb:parquet	66731226	66331152	1.01
clickbench_q03/duckdb:parquet	65052060	64617441	1.01
clickbench_q04/duckdb:parquet	208314691	204572511	1.02
clickbench_q05/duckdb:parquet	285055824	282949699	1.01
clickbench_q06/duckdb:parquet	62300802	60513441	1.03
clickbench_q07/duckdb:parquet	53176323	51179788	1.04
clickbench_q08/duckdb:parquet	277927247	270898369	1.03
clickbench_q09/duckdb:parquet	402131625	396338400	1.01
clickbench_q10/duckdb:parquet	98494681	95914308	1.03
clickbench_q11/duckdb:parquet	111538229	107687456	1.04
clickbench_q12/duckdb:parquet	299306978	297257198	1.01
clickbench_q13/duckdb:parquet	531424246	511294993	1.04
clickbench_q14/duckdb:parquet	339494400	332126829	1.02
clickbench_q15/duckdb:parquet	249069797	241648398	1.03
clickbench_q16/duckdb:parquet	641700767	613735083	1.05
clickbench_q17/duckdb:parquet	525794499	511336416	1.03
clickbench_q18/duckdb:parquet	1107360877	1060721656	1.04
clickbench_q19/duckdb:parquet	51110271	49864379	1.02
clickbench_q20/duckdb:parquet	448694490	441217267	1.02
clickbench_q21/duckdb:parquet	573319613	558322278	1.03
clickbench_q22/duckdb:parquet	944367159	928744462	1.02
clickbench_q23/duckdb:parquet	317146942	320728034	0.99
clickbench_q24/duckdb:parquet	81201314	78869315	1.03
clickbench_q25/duckdb:parquet	141756227	141970696	1.00
clickbench_q26/duckdb:parquet	54489477	52077872	1.05
clickbench_q27/duckdb:parquet	661167481	642160849	1.03
clickbench_q28/duckdb:parquet	4967015754	4829385673	1.03
clickbench_q29/duckdb:parquet	63941995	62009420	1.03
clickbench_q30/duckdb:parquet	320698298	306502338	1.05
clickbench_q31/duckdb:parquet	365090994	347517613	1.05
clickbench_q32/duckdb:parquet	1272714037	1181545230	1.08
clickbench_q33/duckdb:parquet	1376730299	1308878346	1.05
clickbench_q34/duckdb:parquet	1408763568	1311368449	1.07
clickbench_q35/duckdb:parquet	378577210	354613228	1.07
clickbench_q36/duckdb:parquet	68270224	63788330	1.07
clickbench_q37/duckdb:parquet	56947766	53892505	1.06
clickbench_q38/duckdb:parquet	61285969	58525338	1.05
clickbench_q39/duckdb:parquet	102080397	98178621	1.04
clickbench_q40/duckdb:parquet	57972466	56432880	1.03
clickbench_q41/duckdb:parquet	62036485	59110856	1.05
clickbench_q42/duckdb:parquet	55699481	53172618	1.05

duckdb / duckdb (1.043x ➖, 0↑ 4↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb	17803299	17654069	1.01
clickbench_q01/duckdb:duckdb	33985092	32989984	1.03
clickbench_q02/duckdb:duckdb	45449128	45364491	1.00
clickbench_q03/duckdb:duckdb	47647399	47009842	1.01
clickbench_q04/duckdb:duckdb	231816584	215379562	1.08
clickbench_q05/duckdb:duckdb	339556640	310684006	1.09
clickbench_q06/duckdb:duckdb	35959394	35457193	1.01
clickbench_q07/duckdb:duckdb	35990948	36024039	1.00
clickbench_q08/duckdb:duckdb	323984689	302242290	1.07
clickbench_q09/duckdb:duckdb	491261262	484304746	1.01
clickbench_q10/duckdb:duckdb	100895732	97054777	1.04
clickbench_q11/duckdb:duckdb	109542505	107442164	1.02
clickbench_q12/duckdb:duckdb	319797911	291078227	1.10
clickbench_q13/duckdb:duckdb 🚨	606899264	516136455	1.18
clickbench_q14/duckdb:duckdb	363246911	346967495	1.05
clickbench_q15/duckdb:duckdb	273139432	256508841	1.06
clickbench_q16/duckdb:duckdb	708613320	686264058	1.03
clickbench_q17/duckdb:duckdb	601770794	579654239	1.04
clickbench_q18/duckdb:duckdb	1320124445	1254415446	1.05
clickbench_q19/duckdb:duckdb	35589933	35315957	1.01
clickbench_q20/duckdb:duckdb 🚨	1047136797	827103769	1.27
clickbench_q21/duckdb:duckdb 🚨	1025183645	922796618	1.11
clickbench_q22/duckdb:duckdb	1146750985	1129489199	1.02
clickbench_q23/duckdb:duckdb	263125618	252556695	1.04
clickbench_q24/duckdb:duckdb	62782914	60796410	1.03
clickbench_q25/duckdb:duckdb	126642428	122623543	1.03
clickbench_q26/duckdb:duckdb	56973621	56442783	1.01
clickbench_q27/duckdb:duckdb	1000721523	1017936239	0.98
clickbench_q28/duckdb:duckdb	4744277863	4645688670	1.02
clickbench_q29/duckdb:duckdb	50122588	49139461	1.02
clickbench_q30/duckdb:duckdb	313108170	287210231	1.09
clickbench_q31/duckdb:duckdb	424373122	424668238	1.00
clickbench_q32/duckdb:duckdb	1497625606	1438366665	1.04
clickbench_q33/duckdb:duckdb	2032915975	1911631283	1.06
clickbench_q34/duckdb:duckdb 🚨	2262530430	2013783261	1.12
clickbench_q35/duckdb:duckdb	272330877	264349730	1.03
clickbench_q36/duckdb:duckdb	42806553	41522413	1.03
clickbench_q37/duckdb:duckdb	31812595	31349280	1.01
clickbench_q38/duckdb:duckdb	32270607	30898153	1.04
clickbench_q39/duckdb:duckdb	64541885	64978578	0.99
clickbench_q40/duckdb:duckdb	32761121	31493538	1.04
clickbench_q41/duckdb:duckdb	31033328	31027810	1.00
clickbench_q42/duckdb:duckdb	32123559	31596068	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+42.8%	-1.0%	+44.2%	+681.9%	➖ noise
0	duckdb:duckdb	+0.8%	-1.0%	+1.8%	+298.0%	➖ noise
0	duckdb:vortex-file-compressed	+12.2%	-1.0%	+13.3%	+343.0%	➖ noise
1	datafusion:vortex-file-compressed	+10.7%	+1.6%	+9.1%	+40.7%	➖ noise
1	duckdb:duckdb	+3.0%	+1.6%	+1.4%	+57.9%	➖ noise
1	duckdb:vortex-file-compressed	+17.8%	+1.6%	+16.0%	+19.2%	➖ noise
2	datafusion:vortex-file-compressed	+0.5%	-0.0%	+0.5%	+33.7%	➖ noise
2	duckdb:duckdb	+0.2%	-0.0%	+0.2%	+24.6%	➖ noise
2	duckdb:vortex-file-compressed	+10.4%	-0.0%	+10.4%	+15.0%	➖ noise
3	datafusion:vortex-file-compressed	+8.6%	-2.0%	+10.8%	+179.2%	➖ noise
3	duckdb:duckdb	+1.4%	-2.0%	+3.4%	+51.6%	➖ noise
3	duckdb:vortex-file-compressed	+11.8%	-2.0%	+14.1%	+30.4%	➖ noise
4	datafusion:vortex-file-compressed	+3.6%	+3.0%	+0.6%	+10.0%	➖ noise
4	duckdb:duckdb	+7.6%	+3.0%	+4.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+8.8%	+3.0%	+5.7%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+5.1%	+3.0%	+2.0%	+10.0%	➖ noise
5	duckdb:duckdb	+9.3%	+3.0%	+6.2%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+9.2%	+3.0%	+6.0%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-28.4%	+2.0%	-29.9%	+38.3%	✅ faster
6	duckdb:duckdb	+1.4%	+2.0%	-0.6%	+28.9%	➖ noise
6	duckdb:vortex-file-compressed	+8.3%	+2.0%	+6.2%	+18.8%	➖ noise
7	datafusion:vortex-file-compressed	-0.0%	+2.7%	-2.7%	+12.6%	➖ noise
7	duckdb:duckdb	-0.1%	+2.7%	-2.7%	+12.1%	➖ noise
7	duckdb:vortex-file-compressed	+4.9%	+2.7%	+2.1%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+6.0%	+5.3%	+0.7%	+10.0%	➖ noise
8	duckdb:duckdb	+7.2%	+5.3%	+1.8%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+5.9%	+5.3%	+0.6%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+2.6%	+4.7%	-2.0%	+10.0%	➖ noise
9	duckdb:duckdb	+1.4%	+4.7%	-3.1%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+4.3%	+4.7%	-0.3%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-0.6%	+5.0%	-5.3%	+10.0%	➖ noise
10	duckdb:duckdb	+4.0%	+5.0%	-1.0%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+5.3%	+5.0%	+0.3%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+0.7%	+4.3%	-3.5%	+10.0%	➖ noise
11	duckdb:duckdb	+2.0%	+4.3%	-2.3%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	+2.6%	+4.3%	-1.7%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	+6.7%	+4.2%	+2.4%	+10.0%	➖ noise
12	duckdb:duckdb	+9.9%	+4.2%	+5.4%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	+5.7%	+4.2%	+1.4%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	+6.7%	+5.3%	+1.3%	+10.0%	➖ noise
13	duckdb:duckdb	+17.6%	+5.3%	+11.7%	+10.0%	🚨 regression
13	duckdb:vortex-file-compressed	+12.9%	+5.3%	+7.2%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	+5.4%	+2.9%	+2.4%	+10.0%	➖ noise
14	duckdb:duckdb	+4.7%	+2.9%	+1.8%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	+15.9%	+2.9%	+12.7%	+10.0%	🚨 regression
15	datafusion:vortex-file-compressed	+6.7%	+4.7%	+1.9%	+10.0%	➖ noise
15	duckdb:duckdb	+6.5%	+4.7%	+1.7%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+9.9%	+4.7%	+4.9%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	+5.7%	+9.8%	-3.7%	+10.0%	➖ noise
16	duckdb:duckdb	+3.3%	+9.8%	-6.0%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	+16.5%	+9.8%	+6.1%	+14.3%	➖ noise
17	datafusion:vortex-file-compressed	+8.3%	+9.2%	-0.8%	+10.0%	➖ noise
17	duckdb:duckdb	+3.8%	+9.2%	-4.9%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	+23.6%	+9.2%	+13.2%	+10.6%	🚨 regression
18	datafusion:vortex-file-compressed	+12.6%	+1.9%	+10.5%	+10.0%	🚨 regression
18	duckdb:duckdb	+5.2%	+1.9%	+3.3%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	+5.1%	+1.9%	+3.1%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-3.3%	+0.6%	-3.9%	+14.6%	➖ noise
19	duckdb:duckdb	+0.8%	+0.6%	+0.1%	+12.4%	➖ noise
19	duckdb:vortex-file-compressed	+9.6%	+0.6%	+8.9%	+37.5%	➖ noise
20	datafusion:vortex-file-compressed	+10.3%	+3.5%	+6.6%	+194.2%	➖ noise
20	duckdb:duckdb	+26.6%	+3.5%	+22.3%	+23.0%	➖ noise
20	duckdb:vortex-file-compressed	+26.3%	+3.5%	+22.0%	+10.0%	🚨 regression
21	datafusion:vortex-file-compressed	+11.0%	+4.7%	+6.1%	+10.0%	➖ noise
21	duckdb:duckdb	+11.1%	+4.7%	+6.1%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	+18.1%	+4.7%	+12.9%	+10.0%	🚨 regression
22	datafusion:vortex-file-compressed	+4.0%	+5.1%	-1.0%	+10.0%	➖ noise
22	duckdb:duckdb	+1.5%	+5.1%	-3.4%	+11.1%	➖ noise
22	duckdb:vortex-file-compressed	+18.5%	+5.1%	+12.8%	+18.0%	➖ noise
23	datafusion:vortex-file-compressed	+45.4%	+4.0%	+39.8%	+47.4%	➖ noise
23	duckdb:duckdb	+4.2%	+4.0%	+0.2%	+10.0%	➖ noise
23	duckdb:vortex-file-compressed	+40.0%	+4.0%	+34.7%	+27.1%	🚨 regression
24	datafusion:vortex-file-compressed	+17.0%	+5.1%	+11.4%	+11.0%	🚨 regression
24	duckdb:duckdb	+3.3%	+5.1%	-1.7%	+11.4%	➖ noise
24	duckdb:vortex-file-compressed	-0.6%	+5.1%	-5.4%	+22.5%	➖ noise
25	datafusion:vortex-file-compressed	+15.2%	+0.6%	+14.5%	+10.0%	🚨 regression
25	duckdb:duckdb	+3.3%	+0.6%	+2.7%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	+19.0%	+0.6%	+18.4%	+13.3%	🚨 regression
26	datafusion:vortex-file-compressed	+8.1%	+5.1%	+2.9%	+19.5%	➖ noise
26	duckdb:duckdb	+0.9%	+5.1%	-3.9%	+15.4%	➖ noise
26	duckdb:vortex-file-compressed	+9.4%	+5.1%	+4.1%	+23.8%	➖ noise
27	datafusion:vortex-file-compressed	+7.3%	+3.2%	+4.0%	+10.0%	➖ noise
27	duckdb:duckdb	-1.7%	+3.2%	-4.7%	+10.0%	➖ noise
27	duckdb:vortex-file-compressed	+12.0%	+3.2%	+8.6%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	+0.2%	+1.6%	-1.5%	+10.0%	➖ noise
28	duckdb:duckdb	+2.1%	+1.6%	+0.5%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	+6.5%	+1.6%	+4.7%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	-0.2%	-0.4%	+0.2%	+10.5%	➖ noise
29	duckdb:duckdb	+2.0%	-0.4%	+2.4%	+10.0%	➖ noise
29	duckdb:vortex-file-compressed	+1.7%	-0.4%	+2.2%	+10.0%	➖ noise
30	datafusion:vortex-file-compressed	+6.5%	+3.6%	+2.7%	+10.0%	➖ noise
30	duckdb:duckdb	+9.0%	+3.6%	+5.2%	+10.0%	➖ noise
30	duckdb:vortex-file-compressed	+5.6%	+3.6%	+1.9%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	+6.3%	+5.7%	+0.6%	+10.0%	➖ noise
31	duckdb:duckdb	-0.1%	+5.7%	-5.5%	+10.0%	➖ noise
31	duckdb:vortex-file-compressed	+7.8%	+5.7%	+2.0%	+10.0%	➖ noise
32	datafusion:vortex-file-compressed	+21.3%	+8.2%	+12.0%	+10.0%	🚨 regression
32	duckdb:duckdb	+4.1%	+8.2%	-3.8%	+10.0%	➖ noise
32	duckdb:vortex-file-compressed	+17.7%	+8.2%	+8.8%	+10.0%	➖ noise
33	datafusion:vortex-file-compressed	+5.5%	+5.0%	+0.5%	+10.0%	➖ noise
33	duckdb:duckdb	+6.3%	+5.0%	+1.3%	+10.0%	➖ noise
33	duckdb:vortex-file-compressed	+31.3%	+5.0%	+25.1%	+10.0%	🚨 regression
34	datafusion:vortex-file-compressed	+6.6%	+6.4%	+0.2%	+10.0%	➖ noise
34	duckdb:duckdb	+12.4%	+6.4%	+5.6%	+10.0%	➖ noise
34	duckdb:vortex-file-compressed	+22.3%	+6.4%	+14.9%	+10.0%	🚨 regression
35	datafusion:vortex-file-compressed	+8.1%	+6.5%	+1.6%	+10.0%	➖ noise
35	duckdb:duckdb	+3.0%	+6.5%	-3.2%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	+2.5%	+6.5%	-3.7%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	+7.8%	+6.4%	+1.3%	+10.0%	➖ noise
36	duckdb:duckdb	+3.1%	+6.4%	-3.1%	+13.4%	➖ noise
36	duckdb:vortex-file-compressed	+5.7%	+6.4%	-0.7%	+10.0%	➖ noise
37	datafusion:vortex-file-compressed	+4.8%	+4.9%	-0.1%	+10.0%	➖ noise
37	duckdb:duckdb	+1.5%	+4.9%	-3.3%	+10.0%	➖ noise
37	duckdb:vortex-file-compressed	+1.0%	+4.9%	-3.7%	+14.9%	➖ noise
38	datafusion:vortex-file-compressed	+6.4%	+3.9%	+2.5%	+10.0%	➖ noise
38	duckdb:duckdb	+4.4%	+3.9%	+0.6%	+10.0%	➖ noise
38	duckdb:vortex-file-compressed	-0.1%	+3.9%	-3.8%	+12.5%	➖ noise
39	datafusion:vortex-file-compressed	+6.6%	+2.3%	+4.2%	+10.0%	➖ noise
39	duckdb:duckdb	-0.7%	+2.3%	-2.9%	+21.6%	➖ noise
39	duckdb:vortex-file-compressed	+3.5%	+2.3%	+1.2%	+10.0%	➖ noise
40	datafusion:vortex-file-compressed	+5.7%	+2.3%	+3.3%	+10.0%	➖ noise
40	duckdb:duckdb	+4.0%	+2.3%	+1.7%	+18.7%	➖ noise
40	duckdb:vortex-file-compressed	+3.0%	+2.3%	+0.7%	+10.0%	➖ noise
41	datafusion:vortex-file-compressed	+5.9%	+4.6%	+1.3%	+10.0%	➖ noise
41	duckdb:duckdb	+0.0%	+4.6%	-4.3%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	+0.8%	+4.6%	-3.6%	+10.0%	➖ noise
42	datafusion:vortex-file-compressed	+4.5%	+4.1%	+0.4%	+10.0%	➖ noise
42	duckdb:duckdb	+1.7%	+4.1%	-2.4%	+10.0%	➖ noise
42	duckdb:vortex-file-compressed	-6.2%	+4.1%	-9.9%	+14.2%	➖ noise

[github-actions]

Benchmarks: Statistical and Population Genetics

Summary

• Overall: 0.990x ➖
• Vortex: 0.993x ➖
• Parquet: 0.985x ➖

Verdict

No clear signal

• Attributed Vortex impact: +0.8%
• Confidence: low
• Environment shift: -1.5%

Statistical Summary

• Systemic shift (parquet controls): -1.5%
• Control sigma: +1.5%
• Residual noise: +0.7%
• Median polish overall: -0.8%

duckdb / vortex-file-compressed (0.988x ➖, 1↑ 1↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	11263883	11374292	0.99
statpopgen_q01/duckdb:vortex-file-compressed 🚀	26089454	32542582	0.80
statpopgen_q02/duckdb:vortex-file-compressed	1317026691	1336274214	0.99
statpopgen_q03/duckdb:vortex-file-compressed	3117892762	3110205347	1.00
statpopgen_q04/duckdb:vortex-file-compressed	3094601878	3134096860	0.99
statpopgen_q05/duckdb:vortex-file-compressed	1384589505	1428536489	0.97
statpopgen_q06/duckdb:vortex-file-compressed	2069897367	2071336488	1.00
statpopgen_q07/duckdb:vortex-file-compressed 🚨	222353430	201934003	1.10
statpopgen_q08/duckdb:vortex-file-compressed	235268991	216986403	1.08
statpopgen_q09/duckdb:vortex-file-compressed	2923139452	2956096960	0.99
statpopgen_q10/duckdb:vortex-file-compressed	4674432363	4745124072	0.99

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

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	11265124	11403520	0.99
statpopgen_q01/duckdb:vortex-compact	170356043	170906148	1.00
statpopgen_q02/duckdb:vortex-compact	1841881677	1860561279	0.99
statpopgen_q03/duckdb:vortex-compact	3568125806	3542046730	1.01
statpopgen_q04/duckdb:vortex-compact	3565467774	3590089656	0.99
statpopgen_q05/duckdb:vortex-compact	1838119358	1873415958	0.98
statpopgen_q06/duckdb:vortex-compact	2712408247	2731332169	0.99
statpopgen_q07/duckdb:vortex-compact	982225897	984747339	1.00
statpopgen_q08/duckdb:vortex-compact	1023058357	1018642549	1.00
statpopgen_q09/duckdb:vortex-compact	3466813413	3370621797	1.03
statpopgen_q10/duckdb:vortex-compact	5489301418	5488884648	1.00

duckdb / parquet (0.985x ➖, 0↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	320702450	323575495	0.99
statpopgen_q01/duckdb:parquet	409906300	411692198	1.00
statpopgen_q02/duckdb:parquet	1001957301	1023245572	0.98
statpopgen_q03/duckdb:parquet	1497683414	1551091331	0.97
statpopgen_q04/duckdb:parquet	1522673673	1534482876	0.99
statpopgen_q05/duckdb:parquet	1027191714	1034909103	0.99
statpopgen_q06/duckdb:parquet	1501817337	1531064905	0.98
statpopgen_q07/duckdb:parquet	1891631814	1919967798	0.99
statpopgen_q08/duckdb:parquet	1937705164	1906230951	1.02
statpopgen_q09/duckdb:parquet	1398531974	1439599122	0.97
statpopgen_q10/duckdb:parquet	2690369686	2772380066	0.97

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	-1.2%	-0.9%	-0.3%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-1.0%	-0.9%	-0.1%	+10.0%	➖ noise
1	duckdb:vortex-compact	-0.3%	-0.4%	+0.1%	+36.3%	➖ noise
1	duckdb:vortex-file-compressed	-19.8%	-0.4%	-19.5%	+264.5%	➖ noise
2	duckdb:vortex-compact	-1.0%	-2.1%	+1.1%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-1.4%	-2.1%	+0.7%	+10.0%	➖ noise
3	duckdb:vortex-compact	+0.7%	-3.4%	+4.3%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+0.2%	-3.4%	+3.8%	+10.0%	➖ noise
4	duckdb:vortex-compact	-0.7%	-0.8%	+0.1%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-1.3%	-0.8%	-0.5%	+10.0%	➖ noise
5	duckdb:vortex-compact	-1.9%	-0.7%	-1.1%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-3.1%	-0.7%	-2.3%	+10.0%	➖ noise
6	duckdb:vortex-compact	-0.7%	-1.9%	+1.2%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-0.1%	-1.9%	+1.9%	+10.0%	➖ noise
7	duckdb:vortex-compact	-0.3%	-1.5%	+1.2%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+10.1%	-1.5%	+11.8%	+10.0%	🚨 regression
8	duckdb:vortex-compact	+0.4%	+1.7%	-1.2%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+8.4%	+1.7%	+6.7%	+10.0%	➖ noise
9	duckdb:vortex-compact	+2.9%	-2.9%	+5.9%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-1.1%	-2.9%	+1.8%	+10.0%	➖ noise
10	duckdb:vortex-compact	+0.0%	-3.0%	+3.1%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-1.5%	-3.0%	+1.5%	+10.0%	➖ noise

[github-actions]

Benchmarks: Random Access

Summary

• Overall: 0.896x ✅
• Vortex: 0.843x ✅
• Parquet: 0.965x ➖

unknown / unknown (0.896x ✅, 17↑ 0↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
random-access/feature-vectors/correlated/lance-tokio-local-disk 🚀	3002656	5285176	0.57
random-access/feature-vectors/correlated/lance-tokio-local-disk-footer 🚀	1276325	1496149	0.85
random-access/feature-vectors/correlated/parquet-tokio-local-disk	13903318469	13862083151	1.00
random-access/feature-vectors/correlated/parquet-tokio-local-disk-footer	13376047961	13717619543	0.98
random-access/feature-vectors/correlated/vortex-tokio-local-disk	7584794	7955517	0.95
random-access/feature-vectors/correlated/vortex-tokio-local-disk-footer 🚀	5708594	6574520	0.87
random-access/feature-vectors/uniform/lance-tokio-local-disk 🚀	1449707	1715636	0.84
random-access/feature-vectors/uniform/lance-tokio-local-disk-footer 🚀	2390743	2776754	0.86
random-access/feature-vectors/uniform/parquet-tokio-local-disk	13474726917	13780783637	0.98
random-access/feature-vectors/uniform/parquet-tokio-local-disk-footer	13460505726	13701318913	0.98
random-access/feature-vectors/uniform/vortex-tokio-local-disk 🚀	12569101	14298781	0.88
random-access/feature-vectors/uniform/vortex-tokio-local-disk-footer 🚀	12787316	14230288	0.90
random-access/lance-tokio-local-disk	746684	783788	0.95
random-access/lance-tokio-local-disk-footer	1343973	1466246	0.92
random-access/nested-lists/correlated/lance-tokio-local-disk	268947	291673	0.92
random-access/nested-lists/correlated/lance-tokio-local-disk-footer 🚀	725329	832310	0.87
random-access/nested-lists/correlated/parquet-tokio-local-disk	162504446	169118219	0.96
random-access/nested-lists/correlated/parquet-tokio-local-disk-footer	162038803	172998460	0.94
random-access/nested-lists/correlated/vortex-tokio-local-disk	717293	744352	0.96
random-access/nested-lists/correlated/vortex-tokio-local-disk-footer	724374	744807	0.97
random-access/nested-lists/uniform/lance-tokio-local-disk 🚀	1155172	1284424	0.90
random-access/nested-lists/uniform/lance-tokio-local-disk-footer	1665831	1839590	0.91
random-access/nested-lists/uniform/parquet-tokio-local-disk	162291729	172409381	0.94
random-access/nested-lists/uniform/parquet-tokio-local-disk-footer	162320807	171837738	0.94
random-access/nested-lists/uniform/vortex-tokio-local-disk	2500786	2626697	0.95
random-access/nested-lists/uniform/vortex-tokio-local-disk-footer 🚀	2542830	2863427	0.89
random-access/nested-structs/correlated/lance-tokio-local-disk	434497	478005	0.91
random-access/nested-structs/correlated/lance-tokio-local-disk-footer	664838	727066	0.91
random-access/nested-structs/correlated/parquet-tokio-local-disk	28315858	29155786	0.97
random-access/nested-structs/correlated/parquet-tokio-local-disk-footer	28271226	28746324	0.98
random-access/nested-structs/correlated/vortex-tokio-local-disk	887225	951104	0.93
random-access/nested-structs/correlated/vortex-tokio-local-disk-footer	923639	974809	0.95
random-access/nested-structs/uniform/lance-tokio-local-disk	2914778	3129623	0.93
random-access/nested-structs/uniform/lance-tokio-local-disk-footer	3194630	3347786	0.95
random-access/nested-structs/uniform/parquet-tokio-local-disk	28589073	30028748	0.95
random-access/nested-structs/uniform/parquet-tokio-local-disk-footer	28464742	29544180	0.96
random-access/nested-structs/uniform/vortex-tokio-local-disk 🚀	1786619	1994376	0.90
random-access/nested-structs/uniform/vortex-tokio-local-disk-footer	1796104	1959901	0.92
random-access/parquet-tokio-local-disk	185550909	193052192	0.96
random-access/parquet-tokio-local-disk-footer	187714665	194386169	0.97
random-access/taxi/correlated/lance-tokio-local-disk	962439	1032715	0.93
random-access/taxi/correlated/lance-tokio-local-disk-footer	1643602	1807275	0.91
random-access/taxi/correlated/parquet-tokio-local-disk	281767423	288497120	0.98
random-access/taxi/correlated/parquet-tokio-local-disk-footer	276714086	285111393	0.97
random-access/taxi/correlated/vortex-tokio-local-disk 🚀	1736781	2704935	0.64
random-access/taxi/correlated/vortex-tokio-local-disk-footer 🚀	1752813	2651246	0.66
random-access/taxi/uniform/lance-tokio-local-disk	8528760	9132551	0.93
random-access/taxi/uniform/lance-tokio-local-disk-footer	9218162	9800523	0.94
random-access/taxi/uniform/parquet-tokio-local-disk	291134493	304002481	0.96
random-access/taxi/uniform/parquet-tokio-local-disk-footer	292513803	305630515	0.96
random-access/taxi/uniform/vortex-tokio-local-disk 🚀	4544862	5637993	0.81
random-access/taxi/uniform/vortex-tokio-local-disk-footer 🚀	4575189	5665947	0.81
random-access/vortex-tokio-local-disk 🚀	1238770	1862968	0.66
random-access/vortex-tokio-local-disk-footer 🚀	1234882	1835928	0.67

[github-actions]

Benchmarks: Compression

Summary

• Overall: 1.036x ➖
• Vortex: 1.082x ➖
• Parquet: 1.027x ➖

unknown / unknown (1.036x ➖, 14↑ 9↓)

name	PR a5632e2 (ns)	base 0b981a8 (ns)	ratio (PR/base)
compress time/Arade	1165565199	1225918161	0.95
compress time/Bimbo	7160695420	7533164757	0.95
compress time/CMSprovider	3008825649	3074356385	0.98
compress time/Euro2016	435579251	467944999	0.93
compress time/Food	388454998	423894020	0.92
compress time/HashTags	922401408	1002892329	0.92
compress time/TPC-H l_comment canonical	1357832060	1409612936	0.96
compress time/TPC-H l_comment chunked	1357547845	1420513993	0.96
compress time/taxi	736629367	766625125	0.96
compress time/wide table cols=100 chunks=1 rows=1000	16442159	17939335	0.92
compress time/wide table cols=100 chunks=50 rows=1000 🚀	16303134	18936864	0.86
compress time/wide table cols=1000 chunks=1 rows=1000	162026176	175727839	0.92
compress time/wide table cols=1000 chunks=50 rows=1000	161403256	176564674	0.91
compress time/wide table cols=10000 chunks=1 rows=1000	1607399052	1670205970	0.96
compress time/wide table cols=10000 chunks=50 rows=1000	1595117145	1678718049	0.95
decompress time/Arade 🚀	30166213	36557074	0.83
decompress time/Bimbo	104742844	113399751	0.92
decompress time/CMSprovider 🚀	83418596	95617578	0.87
decompress time/Euro2016	22921532	23646469	0.97
decompress time/Food	9088878	9348825	0.97
decompress time/HashTags	82172634	87380342	0.94
decompress time/TPC-H l_comment canonical	42907672	43538230	0.99
decompress time/TPC-H l_comment chunked	44905643	45359835	0.99
decompress time/taxi 🚀	20014188	22387120	0.89
decompress time/wide table cols=100 chunks=1 rows=1000	2651732	2945057	0.90
decompress time/wide table cols=100 chunks=50 rows=1000	2879253	3011284	0.96
decompress time/wide table cols=1000 chunks=1 rows=1000 🚨	35620027	25163188	1.42
decompress time/wide table cols=1000 chunks=50 rows=1000 🚨	36612848	24665499	1.48
decompress time/wide table cols=10000 chunks=1 rows=1000 🚨	1520252447	274665832	5.53
decompress time/wide table cols=10000 chunks=50 rows=1000 🚨	1524870685	271228185	5.62
parquet size/Arade	305282152	305282152	1.00
parquet size/Bimbo	388935055	388935055	1.00
parquet size/CMSprovider	384634824	384634824	1.00
parquet size/Euro2016	123042700	123042700	1.00
parquet size/Food	36177631	36177631	1.00
parquet size/HashTags	133854962	133854962	1.00
parquet size/TPC-H l_comment canonical	158411391	158411391	1.00
parquet size/TPC-H l_comment chunked	158411391	158411391	1.00
parquet size/taxi	55879185	55879185	1.00
parquet size/wide table cols=100 chunks=1 rows=1000	932204	932204	1.00
parquet size/wide table cols=100 chunks=50 rows=1000	932204	932204	1.00
parquet size/wide table cols=1000 chunks=1 rows=1000	9322004	9322004	1.00
parquet size/wide table cols=1000 chunks=50 rows=1000	9322004	9322004	1.00
parquet size/wide table cols=10000 chunks=1 rows=1000	93220004	93220004	1.00
parquet size/wide table cols=10000 chunks=50 rows=1000	93220004	93220004	1.00
parquet_rs-zstd compress time/Arade	2489843728	2719370495	0.92
parquet_rs-zstd compress time/Bimbo	15941331098	17111069351	0.93
parquet_rs-zstd compress time/CMSprovider 🚀	7840091564	8761189518	0.89
parquet_rs-zstd compress time/Euro2016	1453491509	1545310166	0.94
parquet_rs-zstd compress time/Food	926357583	985987765	0.94
parquet_rs-zstd compress time/HashTags 🚀	2542866404	2876575745	0.88
parquet_rs-zstd compress time/TPC-H l_comment canonical	3191611337	3384582211	0.94
parquet_rs-zstd compress time/TPC-H l_comment chunked	3170561933	3427174707	0.93
parquet_rs-zstd compress time/taxi	1407128769	1462430954	0.96
parquet_rs-zstd compress time/wide table cols=100 chunks=1 rows=1000 🚀	6418947	7689754	0.83
parquet_rs-zstd compress time/wide table cols=100 chunks=50 rows=1000 🚀	6347896	7355708	0.86
parquet_rs-zstd compress time/wide table cols=1000 chunks=1 rows=1000 🚀	83725646	100169700	0.84
parquet_rs-zstd compress time/wide table cols=1000 chunks=50 rows=1000 🚀	85539252	100732365	0.85
parquet_rs-zstd compress time/wide table cols=10000 chunks=1 rows=1000	910677789	944718973	0.96
parquet_rs-zstd compress time/wide table cols=10000 chunks=50 rows=1000	890846264	942345412	0.95
parquet_rs-zstd decompress time/Arade	662251476	682972039	0.97
parquet_rs-zstd decompress time/Bimbo	2283775127	2367510059	0.96
parquet_rs-zstd decompress time/CMSprovider	2122976931	2265011661	0.94
parquet_rs-zstd decompress time/Euro2016	422408329	440369853	0.96
parquet_rs-zstd decompress time/Food	243016430	253319159	0.96
parquet_rs-zstd decompress time/HashTags 🚀	685867326	779012778	0.88
parquet_rs-zstd decompress time/TPC-H l_comment canonical	712639901	740317271	0.96
parquet_rs-zstd decompress time/TPC-H l_comment chunked	706225196	741861529	0.95
parquet_rs-zstd decompress time/taxi	293078483	299554711	0.98
parquet_rs-zstd decompress time/wide table cols=100 chunks=1 rows=1000	2605188	2718621	0.96
parquet_rs-zstd decompress time/wide table cols=100 chunks=50 rows=1000	2543166	2622130	0.97
parquet_rs-zstd decompress time/wide table cols=1000 chunks=1 rows=1000 🚀	29749678	33398022	0.89
parquet_rs-zstd decompress time/wide table cols=1000 chunks=50 rows=1000 🚀	29578676	33321332	0.89
parquet_rs-zstd decompress time/wide table cols=10000 chunks=1 rows=1000	334473912	362462388	0.92
parquet_rs-zstd decompress time/wide table cols=10000 chunks=50 rows=1000	339033692	358143291	0.95
vortex-file-compressed size/Arade	143320892	143320892	1.00
vortex-file-compressed size/Bimbo	526057964	526057964	1.00
vortex-file-compressed size/CMSprovider	448338524	448338524	1.00
vortex-file-compressed size/Euro2016	167858692	167863828	1.00
vortex-file-compressed size/Food	44162400	44162400	1.00
vortex-file-compressed size/HashTags	198700644	198700644	1.00
vortex-file-compressed size/TPC-H l_comment canonical	180408824	180408824	1.00
vortex-file-compressed size/TPC-H l_comment chunked	180408824	180408824	1.00
vortex-file-compressed size/taxi	51448740	51448740	1.00
vortex-file-compressed size/wide table cols=100 chunks=1 rows=1000	884384	884384	1.00
vortex-file-compressed size/wide table cols=100 chunks=50 rows=1000	884384	884384	1.00
vortex-file-compressed size/wide table cols=1000 chunks=1 rows=1000	8829584	8829584	1.00
vortex-file-compressed size/wide table cols=1000 chunks=50 rows=1000	8829584	8829584	1.00
vortex-file-compressed size/wide table cols=10000 chunks=1 rows=1000	88317584	88317584	1.00
vortex-file-compressed size/wide table cols=10000 chunks=50 rows=1000	88317584	88317584	1.00
vortex:parquet-zstd ratio compress time/Arade	0	0	1.04
vortex:parquet-zstd ratio compress time/Bimbo	0	0	1.02
vortex:parquet-zstd ratio compress time/CMSprovider	0	0	1.09
vortex:parquet-zstd ratio compress time/Euro2016	0	0	0.99
vortex:parquet-zstd ratio compress time/Food	0	0	0.98
vortex:parquet-zstd ratio compress time/HashTags	0	0	1.04
vortex:parquet-zstd ratio compress time/TPC-H l_comment canonical	0	0	1.02
vortex:parquet-zstd ratio compress time/TPC-H l_comment chunked	0	0	1.03
vortex:parquet-zstd ratio compress time/taxi	0	0	1.00
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=1 rows=1000	2	2	1.10
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=50 rows=1000	2	2	1.00
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=1 rows=1000 🚨	1	1	1.10
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=50 rows=1000	1	1	1.08
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=1 rows=1000	1	1	1.00
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=50 rows=1000	1	1	1.01
vortex:parquet-zstd ratio decompress time/Arade 🚀	0	0	0.85
vortex:parquet-zstd ratio decompress time/Bimbo	0	0	0.96
vortex:parquet-zstd ratio decompress time/CMSprovider	0	0	0.93
vortex:parquet-zstd ratio decompress time/Euro2016	0	0	1.01
vortex:parquet-zstd ratio decompress time/Food	0	0	1.01
vortex:parquet-zstd ratio decompress time/HashTags	0	0	1.07
vortex:parquet-zstd ratio decompress time/TPC-H l_comment canonical	0	0	1.02
vortex:parquet-zstd ratio decompress time/TPC-H l_comment chunked	0	0	1.04
vortex:parquet-zstd ratio decompress time/taxi	0	0	0.91
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=1 rows=1000	1	1	0.94
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=50 rows=1000	1	1	0.99
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=1 rows=1000 🚨	1	0	1.59
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=50 rows=1000 🚨	1	0	1.67
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=1 rows=1000 🚨	4	0	6.00
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=50 rows=1000 🚨	4	0	5.94
vortex:parquet-zstd size/Arade	0	0	1.00
vortex:parquet-zstd size/Bimbo	1	1	1.00
vortex:parquet-zstd size/CMSprovider	1	1	1.00
vortex:parquet-zstd size/Euro2016	1	1	1.00
vortex:parquet-zstd size/Food	1	1	1.00
vortex:parquet-zstd size/HashTags	1	1	1.00
vortex:parquet-zstd size/TPC-H l_comment canonical	1	1	1.00
vortex:parquet-zstd size/TPC-H l_comment chunked	1	1	1.00
vortex:parquet-zstd size/taxi	0	0	1.00
vortex:parquet-zstd size/wide table cols=100 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=100 chunks=50 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=1000 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=1000 chunks=50 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=10000 chunks=1 rows=1000	0	0	1.00
vortex:parquet-zstd size/wide table cols=10000 chunks=50 rows=1000	0	0	1.00