DataFusion: Push down decimals with some explicit coercion

[AdamGS]

Summary

Allow some version of pushing down work and casts on decimals to overcome the difference in semantics between DataFusion and Vortex.

The underlying issue here is that DataFusion is happy handling different decimals in one expression, while Vortex isn't. To overcome that, we make sure to inject some cast expressions when they are required.

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	6324341		2	Explore Profiling Data

Previous Runs (1)

Status	Commit	Job	Attempt	Link
🟢 Done	6324341		1	Explore Profiling Data

---

Powered by Polar Signals Cloud

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟡 In Progress	6324341		1	Explore Profiling Data

---

Powered by Polar Signals Cloud

[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 1.020x ➖

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datafusion / vortex-file-compressed (1.020x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	125003679	126054626	0.99
polarsignals_q01/datafusion:vortex-file-compressed	284147572	304444597	0.93
polarsignals_q02/datafusion:vortex-file-compressed	25802604	23987775	1.08
polarsignals_q03/datafusion:vortex-file-compressed	284967679	285874539	1.00
polarsignals_q04/datafusion:vortex-file-compressed	12670469	12247420	1.03
polarsignals_q05/datafusion:vortex-file-compressed 🚨	17859051	16063707	1.11
polarsignals_q06/datafusion:vortex-file-compressed	20163949	18834821	1.07
polarsignals_q07/datafusion:vortex-file-compressed	15179511	15191284	1.00
polarsignals_q08/datafusion:vortex-file-compressed	419145352	427028913	0.98
polarsignals_q09/datafusion:vortex-file-compressed	12458560	12256193	1.02

[github-actions]

File Sizes: PolarSignals Profiling

No file size changes detected.

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.5%
Vortex (geomean): 1.040x ➖
Parquet (geomean): 1.056x ➖
Shifts: Parquet (control) +5.6% · Median polish +2.4%

---

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚨	5828441	5156972	1.13
fineweb_q01/datafusion:vortex-file-compressed	21625887	19705098	1.10
fineweb_q02/datafusion:vortex-file-compressed	22510487	22832781	0.99
fineweb_q03/datafusion:vortex-file-compressed	79294787	84696754	0.94
fineweb_q04/datafusion:vortex-file-compressed	230592827	229275306	1.01
fineweb_q05/datafusion:vortex-file-compressed	210502157	216450737	0.97
fineweb_q06/datafusion:vortex-file-compressed	54583256	51108022	1.07
fineweb_q07/datafusion:vortex-file-compressed	57740171	57480992	1.00
fineweb_q08/datafusion:vortex-file-compressed	22563524	21220327	1.06

datafusion / vortex-compact (1.062x ➖, 0↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	6353005	5562316	1.14
fineweb_q01/datafusion:vortex-compact 🚨	140606366	126069609	1.12
fineweb_q02/datafusion:vortex-compact	137152123	131221042	1.05
fineweb_q03/datafusion:vortex-compact	1069421625	1013429116	1.06
fineweb_q04/datafusion:vortex-compact	1125910324	1106722702	1.02
fineweb_q05/datafusion:vortex-compact	982852606	957870627	1.03
fineweb_q06/datafusion:vortex-compact	545180328	520344522	1.05
fineweb_q07/datafusion:vortex-compact	564559433	540872721	1.04
fineweb_q08/datafusion:vortex-compact	18413144	17247872	1.07

datafusion / parquet (1.058x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet 🚨	7037095	5956943	1.18
fineweb_q01/datafusion:parquet	295611725	288726861	1.02
fineweb_q02/datafusion:parquet	293959224	287621855	1.02
fineweb_q03/datafusion:parquet	299362082	278477834	1.07
fineweb_q04/datafusion:parquet	308647341	294363788	1.05
fineweb_q05/datafusion:parquet	307948330	293268420	1.05
fineweb_q06/datafusion:parquet	294613697	282893865	1.04
fineweb_q07/datafusion:parquet	295300977	281462299	1.05
fineweb_q08/datafusion:parquet	287907101	276410658	1.04

duckdb / vortex-file-compressed (1.038x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3525047	3207796	1.10
fineweb_q01/duckdb:vortex-file-compressed	22380373	21939860	1.02
fineweb_q02/duckdb:vortex-file-compressed 🚨	25145649	22132098	1.14
fineweb_q03/duckdb:vortex-file-compressed	150915714	151242749	1.00
fineweb_q04/duckdb:vortex-file-compressed	218767926	218576774	1.00
fineweb_q05/duckdb:vortex-file-compressed	207980514	208961902	1.00
fineweb_q06/duckdb:vortex-file-compressed	53277171	50741227	1.05
fineweb_q07/duckdb:vortex-file-compressed	54513625	53346786	1.02
fineweb_q08/duckdb:vortex-file-compressed	22701043	22053618	1.03

duckdb / vortex-compact (1.034x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	4323772	3761580	1.15
fineweb_q01/duckdb:vortex-compact	103000244	100720718	1.02
fineweb_q02/duckdb:vortex-compact	116052222	114281918	1.02
fineweb_q03/duckdb:vortex-compact	874256156	866669943	1.01
fineweb_q04/duckdb:vortex-compact	924930305	895243890	1.03
fineweb_q05/duckdb:vortex-compact	819206391	801972064	1.02
fineweb_q06/duckdb:vortex-compact	468618952	462387748	1.01
fineweb_q07/duckdb:vortex-compact	491829514	476699555	1.03
fineweb_q08/duckdb:vortex-compact	19741963	19454067	1.01

duckdb / parquet (1.053x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	32458628	31869283	1.02
fineweb_q01/duckdb:parquet	86817036	82026698	1.06
fineweb_q02/duckdb:parquet	89494783	83735043	1.07
fineweb_q03/duckdb:parquet	313976883	310179034	1.01
fineweb_q04/duckdb:parquet	449136017	439376292	1.02
fineweb_q05/duckdb:parquet	418981294	410001040	1.02
fineweb_q06/duckdb:parquet	202740942	197351720	1.03
fineweb_q07/duckdb:parquet	213415716	207440907	1.03
fineweb_q08/duckdb:parquet 🚨	35277518	28524618	1.24

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+14.2%	+9.7%	+4.1%	+53.3%	➖ noise
0	datafusion:vortex-file-compressed	+13.0%	+9.7%	+3.0%	+55.3%	➖ noise
0	duckdb:vortex-compact	+14.9%	+9.7%	+4.8%	+76.1%	➖ noise
0	duckdb:vortex-file-compressed	+9.9%	+9.7%	+0.2%	+87.7%	➖ noise
1	datafusion:vortex-compact	+11.5%	+4.1%	+7.1%	+12.5%	➖ noise
1	datafusion:vortex-file-compressed	+9.7%	+4.1%	+5.4%	+19.5%	➖ noise
1	duckdb:vortex-compact	+2.3%	+4.1%	-1.8%	+15.5%	➖ noise
1	duckdb:vortex-file-compressed	+2.0%	+4.1%	-2.0%	+65.4%	➖ noise
2	datafusion:vortex-compact	+4.5%	+4.5%	+0.0%	+13.3%	➖ noise
2	datafusion:vortex-file-compressed	-1.4%	+4.5%	-5.7%	+12.5%	➖ noise
2	duckdb:vortex-compact	+1.5%	+4.5%	-2.8%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	+13.6%	+4.5%	+8.7%	+12.8%	➖ noise
3	datafusion:vortex-compact	+5.5%	+4.3%	+1.2%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-6.4%	+4.3%	-10.3%	+25.5%	➖ noise
3	duckdb:vortex-compact	+0.9%	+4.3%	-3.3%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-0.2%	+4.3%	-4.3%	+33.9%	➖ noise
4	datafusion:vortex-compact	+1.7%	+3.5%	-1.7%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+0.6%	+3.5%	-2.9%	+10.0%	➖ noise
4	duckdb:vortex-compact	+3.3%	+3.5%	-0.2%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+0.1%	+3.5%	-3.3%	+10.0%	➖ noise
5	datafusion:vortex-compact	+2.6%	+3.6%	-0.9%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-2.7%	+3.6%	-6.1%	+10.0%	➖ noise
5	duckdb:vortex-compact	+2.1%	+3.6%	-1.4%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-0.5%	+3.6%	-3.9%	+10.0%	➖ noise
6	datafusion:vortex-compact	+4.8%	+3.4%	+1.3%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+6.8%	+3.4%	+3.3%	+10.0%	➖ noise
6	duckdb:vortex-compact	+1.3%	+3.4%	-2.0%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+5.0%	+3.4%	+1.5%	+10.0%	➖ noise
7	datafusion:vortex-compact	+4.4%	+3.9%	+0.5%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+0.5%	+3.9%	-3.3%	+10.3%	➖ noise
7	duckdb:vortex-compact	+3.2%	+3.9%	-0.7%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+2.2%	+3.9%	-1.6%	+14.8%	➖ noise
8	datafusion:vortex-compact	+6.8%	+13.5%	-5.9%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+6.3%	+13.5%	-6.3%	+10.0%	➖ noise
8	duckdb:vortex-compact	+1.5%	+13.5%	-10.6%	+12.5%	➖ noise
8	duckdb:vortex-file-compressed	+2.9%	+13.5%	-9.3%	+11.5%	➖ noise

[github-actions]

File Sizes: FineWeb NVMe

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -2.9%
Vortex (geomean): 0.995x ➖
Parquet (geomean): 1.003x ➖
Shifts: Parquet (control) +0.3% · Median polish -0.4%

---

datafusion / vortex-file-compressed (0.984x ➖, 5↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	53929479	50349961	1.07
tpch_q02/datafusion:vortex-file-compressed	23105276	22028287	1.05
tpch_q03/datafusion:vortex-file-compressed	31659877	28928747	1.09
tpch_q04/datafusion:vortex-file-compressed	22510954	20984310	1.07
tpch_q05/datafusion:vortex-file-compressed	53251145	54860987	0.97
tpch_q06/datafusion:vortex-file-compressed	14177600	15210672	0.93
tpch_q07/datafusion:vortex-file-compressed	59843256	58370522	1.03
tpch_q08/datafusion:vortex-file-compressed	43964040	42126482	1.04
tpch_q09/datafusion:vortex-file-compressed 🚀	55769605	62000921	0.90
tpch_q10/datafusion:vortex-file-compressed 🚀	44741400	52963189	0.84
tpch_q11/datafusion:vortex-file-compressed 🚨	18093607	16301584	1.11
tpch_q12/datafusion:vortex-file-compressed	27598822	26246940	1.05
tpch_q13/datafusion:vortex-file-compressed 🚀	26414985	31077711	0.85
tpch_q14/datafusion:vortex-file-compressed	19268614	18045063	1.07
tpch_q15/datafusion:vortex-file-compressed 🚀	28161333	31668135	0.89
tpch_q16/datafusion:vortex-file-compressed	21134110	21880269	0.97
tpch_q17/datafusion:vortex-file-compressed	71246991	72334345	0.98
tpch_q18/datafusion:vortex-file-compressed	90902928	88679623	1.03
tpch_q19/datafusion:vortex-file-compressed 🚀	23324093	26977346	0.86
tpch_q20/datafusion:vortex-file-compressed	32788104	32223148	1.02
tpch_q21/datafusion:vortex-file-compressed	79634768	86475244	0.92
tpch_q22/datafusion:vortex-file-compressed	13536173	13837274	0.98

datafusion / vortex-compact (1.005x ➖, 1↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	61222112	63425767	0.97
tpch_q02/datafusion:vortex-compact	26842291	29644904	0.91
tpch_q03/datafusion:vortex-compact	32888899	33244723	0.99
tpch_q04/datafusion:vortex-compact	25950678	26326168	0.99
tpch_q05/datafusion:vortex-compact	56663863	55152336	1.03
tpch_q06/datafusion:vortex-compact 🚨	17022604	15210714	1.12
tpch_q07/datafusion:vortex-compact	64530166	62885049	1.03
tpch_q08/datafusion:vortex-compact	48217540	47132997	1.02
tpch_q09/datafusion:vortex-compact	60816983	58954975	1.03
tpch_q10/datafusion:vortex-compact	50542775	48703865	1.04
tpch_q11/datafusion:vortex-compact	17856283	17190829	1.04
tpch_q12/datafusion:vortex-compact	34464836	35235036	0.98
tpch_q13/datafusion:vortex-compact	33156512	31805171	1.04
tpch_q14/datafusion:vortex-compact 🚀	21555965	26323726	0.82
tpch_q15/datafusion:vortex-compact	35378588	33236116	1.06
tpch_q16/datafusion:vortex-compact	25758678	27070325	0.95
tpch_q17/datafusion:vortex-compact	75491897	72197957	1.05
tpch_q18/datafusion:vortex-compact	92605101	91735548	1.01
tpch_q19/datafusion:vortex-compact	33679826	31670532	1.06
tpch_q20/datafusion:vortex-compact	36761578	36413899	1.01
tpch_q21/datafusion:vortex-compact	84089075	81428642	1.03
tpch_q22/datafusion:vortex-compact	13182778	13271167	0.99

datafusion / parquet (1.016x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet 🚨	110471969	94672709	1.17
tpch_q02/datafusion:parquet	65137546	61358138	1.06
tpch_q03/datafusion:parquet	74018923	74851295	0.99
tpch_q04/datafusion:parquet	45791997	45394380	1.01
tpch_q05/datafusion:parquet	97915750	93286317	1.05
tpch_q06/datafusion:parquet	38258190	42144931	0.91
tpch_q07/datafusion:parquet	109308943	107560685	1.02
tpch_q08/datafusion:parquet	98636294	97297769	1.01
tpch_q09/datafusion:parquet	134301757	130081936	1.03
tpch_q10/datafusion:parquet	114666853	112614479	1.02
tpch_q11/datafusion:parquet	43641382	41703845	1.05
tpch_q12/datafusion:parquet	81447125	86358572	0.94
tpch_q13/datafusion:parquet	200898901	199046288	1.01
tpch_q14/datafusion:parquet	44047827	47441436	0.93
tpch_q15/datafusion:parquet	59964992	60384506	0.99
tpch_q16/datafusion:parquet	41695100	40398484	1.03
tpch_q17/datafusion:parquet	143131585	143479841	1.00
tpch_q18/datafusion:parquet	175564799	168115483	1.04
tpch_q19/datafusion:parquet	77133039	74671301	1.03
tpch_q20/datafusion:parquet	71958979	67590852	1.06
tpch_q21/datafusion:parquet	137060693	135980659	1.01
tpch_q22/datafusion:parquet	33127848	32611373	1.02

datafusion / arrow (0.897x ✅, 11↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow 🚀	54877874	72943364	0.75
tpch_q02/datafusion:arrow 🚀	19805204	22980944	0.86
tpch_q03/datafusion:arrow 🚀	33867234	44866847	0.75
tpch_q04/datafusion:arrow 🚀	27298663	36538290	0.75
tpch_q05/datafusion:arrow 🚀	81617109	97930837	0.83
tpch_q06/datafusion:arrow 🚀	23487704	28222748	0.83
tpch_q07/datafusion:arrow 🚀	109160738	132904761	0.82
tpch_q08/datafusion:arrow 🚀	46993985	71704765	0.66
tpch_q09/datafusion:arrow 🚀	69651188	87956625	0.79
tpch_q10/datafusion:arrow 🚀	50654312	62082718	0.82
tpch_q11/datafusion:arrow	9727363	10629422	0.92
tpch_q12/datafusion:arrow	55523745	58335773	0.95
tpch_q13/datafusion:arrow	48380065	48217338	1.00
tpch_q14/datafusion:arrow	23081427	21547810	1.07
tpch_q15/datafusion:arrow 🚨	46916789	42558527	1.10
tpch_q16/datafusion:arrow	19922194	18699348	1.07
tpch_q17/datafusion:arrow 🚨	76484307	67278714	1.14
tpch_q18/datafusion:arrow	145590413	156962799	0.93
tpch_q19/datafusion:arrow	40302281	39864610	1.01
tpch_q20/datafusion:arrow 🚀	39728598	44736281	0.89
tpch_q21/datafusion:arrow	163592768	167467569	0.98
tpch_q22/datafusion:arrow	19577796	19339969	1.01

duckdb / vortex-file-compressed (0.978x ➖, 1↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	32212546	32929863	0.98
tpch_q02/duckdb:vortex-file-compressed	25190326	25122877	1.00
tpch_q03/duckdb:vortex-file-compressed	30102443	31387388	0.96
tpch_q04/duckdb:vortex-file-compressed	31725692	32215708	0.98
tpch_q05/duckdb:vortex-file-compressed	34194112	34992253	0.98
tpch_q06/duckdb:vortex-file-compressed	10692233	11507860	0.93
tpch_q07/duckdb:vortex-file-compressed	37350545	41057064	0.91
tpch_q08/duckdb:vortex-file-compressed	39698559	41418629	0.96
tpch_q09/duckdb:vortex-file-compressed	75419292	82969226	0.91
tpch_q10/duckdb:vortex-file-compressed 🚀	36033080	42113946	0.86
tpch_q11/duckdb:vortex-file-compressed	14557636	15527718	0.94
tpch_q12/duckdb:vortex-file-compressed	22006389	21941066	1.00
tpch_q13/duckdb:vortex-file-compressed	37095510	37507918	0.99
tpch_q14/duckdb:vortex-file-compressed	22421313	22273330	1.01
tpch_q15/duckdb:vortex-file-compressed	17510284	18017575	0.97
tpch_q16/duckdb:vortex-file-compressed	30570062	29602061	1.03
tpch_q17/duckdb:vortex-file-compressed	26034223	25659443	1.01
tpch_q18/duckdb:vortex-file-compressed	53285240	51847858	1.03
tpch_q19/duckdb:vortex-file-compressed	31612891	30548533	1.03
tpch_q20/duckdb:vortex-file-compressed	36507369	36740076	0.99
tpch_q21/duckdb:vortex-file-compressed	114932177	116846490	0.98
tpch_q22/duckdb:vortex-file-compressed	19102197	17626250	1.08

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	38898637	40088655	0.97
tpch_q02/duckdb:vortex-compact	38051988	36417775	1.04
tpch_q03/duckdb:vortex-compact	33949157	35186724	0.96
tpch_q04/duckdb:vortex-compact	36488370	35186842	1.04
tpch_q05/duckdb:vortex-compact	39273288	40355214	0.97
tpch_q06/duckdb:vortex-compact	14787491	15032356	0.98
tpch_q07/duckdb:vortex-compact	44956948	45822866	0.98
tpch_q08/duckdb:vortex-compact	47784574	47620585	1.00
tpch_q09/duckdb:vortex-compact	88508413	90720255	0.98
tpch_q10/duckdb:vortex-compact	40560030	41158093	0.99
tpch_q11/duckdb:vortex-compact	21159982	20816374	1.02
tpch_q12/duckdb:vortex-compact	36468429	35481249	1.03
tpch_q13/duckdb:vortex-compact	45952370	45987574	1.00
tpch_q14/duckdb:vortex-compact	30871364	28943831	1.07
tpch_q15/duckdb:vortex-compact	20785217	20443757	1.02
tpch_q16/duckdb:vortex-compact	35871463	36842864	0.97
tpch_q17/duckdb:vortex-compact	32244226	30784516	1.05
tpch_q18/duckdb:vortex-compact	52454214	51301321	1.02
tpch_q19/duckdb:vortex-compact	37402553	36485574	1.03
tpch_q20/duckdb:vortex-compact	45276914	42777009	1.06
tpch_q21/duckdb:vortex-compact	119688836	118224697	1.01
tpch_q22/duckdb:vortex-compact	21343002	19859645	1.07

duckdb / parquet (0.990x ➖, 1↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet 🚨	102735387	78624285	1.31
tpch_q02/duckdb:parquet	40181438	40200230	1.00
tpch_q03/duckdb:parquet	70829995	71117428	1.00
tpch_q04/duckdb:parquet	47372463	48542555	0.98
tpch_q05/duckdb:parquet	67344790	66335498	1.02
tpch_q06/duckdb:parquet	21299820	20931598	1.02
tpch_q07/duckdb:parquet	69201087	69991284	0.99
tpch_q08/duckdb:parquet	82197766	85101888	0.97
tpch_q09/duckdb:parquet	138330407	153474528	0.90
tpch_q10/duckdb:parquet	126527594	137546778	0.92
tpch_q11/duckdb:parquet	22083282	23669273	0.93
tpch_q12/duckdb:parquet	46391447	46349365	1.00
tpch_q13/duckdb:parquet	264457159	286013174	0.92
tpch_q14/duckdb:parquet	50537183	53147127	0.95
tpch_q15/duckdb:parquet	24995068	24429226	1.02
tpch_q16/duckdb:parquet	57731075	63241184	0.91
tpch_q17/duckdb:parquet 🚨	56892199	49882654	1.14
tpch_q18/duckdb:parquet	114812273	120615789	0.95
tpch_q19/duckdb:parquet 🚀	72128259	80635599	0.89
tpch_q20/duckdb:parquet	76006881	71209104	1.07
tpch_q21/duckdb:parquet	172591870	176468620	0.98
tpch_q22/duckdb:parquet	53472437	53795670	0.99

duckdb / duckdb (0.974x ➖, 1↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	16615112	16159150	1.03
tpch_q02/duckdb:duckdb	13968455	14287633	0.98
tpch_q03/duckdb:duckdb	20908146	21973612	0.95
tpch_q04/duckdb:duckdb 🚀	19500734	21697453	0.90
tpch_q05/duckdb:duckdb	21366273	20892792	1.02
tpch_q06/duckdb:duckdb	5611329	5447297	1.03
tpch_q07/duckdb:duckdb	24254545	26293710	0.92
tpch_q08/duckdb:duckdb	22287653	24471516	0.91
tpch_q09/duckdb:duckdb	63511164	60123835	1.06
tpch_q10/duckdb:duckdb	47141198	47228005	1.00
tpch_q11/duckdb:duckdb	6413772	6295600	1.02
tpch_q12/duckdb:duckdb	14963797	14794889	1.01
tpch_q13/duckdb:duckdb	39573827	43843061	0.90
tpch_q14/duckdb:duckdb	18093463	17682644	1.02
tpch_q15/duckdb:duckdb	11954530	12139063	0.98
tpch_q16/duckdb:duckdb	24253053	26219580	0.92
tpch_q17/duckdb:duckdb	14402043	15621215	0.92
tpch_q18/duckdb:duckdb	40445463	39231311	1.03
tpch_q19/duckdb:duckdb	29327141	31370493	0.93
tpch_q20/duckdb:duckdb	24009288	24194788	0.99
tpch_q21/duckdb:duckdb	60963968	62818779	0.97
tpch_q22/duckdb:duckdb	25295003	26662600	0.95

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-24.8%	+23.5%	-39.1%	+18.9%	✅ faster
1	datafusion:vortex-compact	-3.5%	+23.5%	-21.8%	+17.8%	✅ faster
1	datafusion:vortex-file-compressed	+7.1%	+23.5%	-13.3%	+17.6%	➖ noise
1	duckdb:duckdb	+2.8%	+23.5%	-16.7%	+17.0%	✅ faster
1	duckdb:vortex-compact	-3.0%	+23.5%	-21.4%	+17.8%	✅ faster
1	duckdb:vortex-file-compressed	-2.2%	+23.5%	-20.8%	+20.1%	✅ faster
2	datafusion:arrow	-13.8%	+3.0%	-16.3%	+15.7%	✅ faster
2	datafusion:vortex-compact	-9.5%	+3.0%	-12.1%	+15.7%	➖ noise
2	datafusion:vortex-file-compressed	+4.9%	+3.0%	+1.8%	+15.7%	➖ noise
2	duckdb:duckdb	-2.2%	+3.0%	-5.1%	+15.7%	➖ noise
2	duckdb:vortex-compact	+4.5%	+3.0%	+1.4%	+15.7%	➖ noise
2	duckdb:vortex-file-compressed	+0.3%	+3.0%	-2.7%	+15.7%	➖ noise
3	datafusion:arrow	-24.5%	-0.8%	-23.9%	+15.7%	✅ faster
3	datafusion:vortex-compact	-1.1%	-0.8%	-0.3%	+15.7%	➖ noise
3	datafusion:vortex-file-compressed	+9.4%	-0.8%	+10.3%	+15.7%	➖ noise
3	duckdb:duckdb	-4.8%	-0.8%	-4.1%	+15.7%	➖ noise
3	duckdb:vortex-compact	-3.5%	-0.8%	-2.8%	+15.7%	➖ noise
3	duckdb:vortex-file-compressed	-4.1%	-0.8%	-3.4%	+25.2%	➖ noise
4	datafusion:arrow	-25.3%	-0.8%	-24.7%	+15.7%	✅ faster
4	datafusion:vortex-compact	-1.4%	-0.8%	-0.7%	+15.7%	➖ noise
4	datafusion:vortex-file-compressed	+7.3%	-0.8%	+8.1%	+15.7%	➖ noise
4	duckdb:duckdb	-10.1%	-0.8%	-9.4%	+15.7%	➖ noise
4	duckdb:vortex-compact	+3.7%	-0.8%	+4.5%	+15.7%	➖ noise
4	duckdb:vortex-file-compressed	-1.5%	-0.8%	-0.7%	+17.4%	➖ noise
5	datafusion:arrow	-16.7%	+3.2%	-19.3%	+15.7%	✅ faster
5	datafusion:vortex-compact	+2.7%	+3.2%	-0.5%	+15.7%	➖ noise
5	datafusion:vortex-file-compressed	-2.9%	+3.2%	-6.0%	+17.6%	➖ noise
5	duckdb:duckdb	+2.3%	+3.2%	-0.9%	+15.7%	➖ noise
5	duckdb:vortex-compact	-2.7%	+3.2%	-5.7%	+15.7%	➖ noise
5	duckdb:vortex-file-compressed	-2.3%	+3.2%	-5.3%	+15.7%	➖ noise
6	datafusion:arrow	-16.8%	-3.9%	-13.4%	+15.7%	➖ noise
6	datafusion:vortex-compact	+11.9%	-3.9%	+16.4%	+17.3%	➖ noise
6	datafusion:vortex-file-compressed	-6.8%	-3.9%	-3.0%	+19.2%	➖ noise
6	duckdb:duckdb	+3.0%	-3.9%	+7.2%	+17.1%	➖ noise
6	duckdb:vortex-compact	-1.6%	-3.9%	+2.4%	+18.1%	➖ noise
6	duckdb:vortex-file-compressed	-7.1%	-3.9%	-3.3%	+25.5%	➖ noise
7	datafusion:arrow	-17.9%	+0.2%	-18.1%	+15.7%	✅ faster
7	datafusion:vortex-compact	+2.6%	+0.2%	+2.4%	+15.7%	➖ noise
7	datafusion:vortex-file-compressed	+2.5%	+0.2%	+2.3%	+15.9%	➖ noise
7	duckdb:duckdb	-7.8%	+0.2%	-8.0%	+15.7%	➖ noise
7	duckdb:vortex-compact	-1.9%	+0.2%	-2.1%	+15.7%	➖ noise
7	duckdb:vortex-file-compressed	-9.0%	+0.2%	-9.2%	+15.7%	➖ noise
8	datafusion:arrow	-34.5%	-1.0%	-33.8%	+15.7%	✅ faster
8	datafusion:vortex-compact	+2.3%	-1.0%	+3.4%	+15.7%	➖ noise
8	datafusion:vortex-file-compressed	+4.4%	-1.0%	+5.5%	+15.7%	➖ noise
8	duckdb:duckdb	-8.9%	-1.0%	-8.0%	+15.7%	➖ noise
8	duckdb:vortex-compact	+0.3%	-1.0%	+1.4%	+15.7%	➖ noise
8	duckdb:vortex-file-compressed	-4.2%	-1.0%	-3.1%	+15.7%	➖ noise
9	datafusion:arrow	-20.8%	-3.5%	-17.9%	+15.7%	✅ faster
9	datafusion:vortex-compact	+3.2%	-3.5%	+6.9%	+15.7%	➖ noise
9	datafusion:vortex-file-compressed	-10.1%	-3.5%	-6.8%	+17.5%	➖ noise
9	duckdb:duckdb	+5.6%	-3.5%	+9.5%	+15.7%	➖ noise
9	duckdb:vortex-compact	-2.4%	-3.5%	+1.1%	+15.7%	➖ noise
9	duckdb:vortex-file-compressed	-9.1%	-3.5%	-5.8%	+15.7%	➖ noise
10	datafusion:arrow	-18.4%	-3.2%	-15.7%	+15.7%	✅ faster
10	datafusion:vortex-compact	+3.8%	-3.2%	+7.2%	+15.7%	➖ noise
10	datafusion:vortex-file-compressed	-15.5%	-3.2%	-12.7%	+16.2%	➖ noise
10	duckdb:duckdb	-0.2%	-3.2%	+3.1%	+15.7%	➖ noise
10	duckdb:vortex-compact	-1.5%	-3.2%	+1.8%	+15.7%	➖ noise
10	duckdb:vortex-file-compressed	-14.4%	-3.2%	-11.6%	+15.7%	➖ noise
11	datafusion:arrow	-8.5%	-1.2%	-7.4%	+15.7%	➖ noise
11	datafusion:vortex-compact	+3.9%	-1.2%	+5.1%	+15.7%	➖ noise
11	datafusion:vortex-file-compressed	+11.0%	-1.2%	+12.3%	+15.7%	➖ noise
11	duckdb:duckdb	+1.9%	-1.2%	+3.1%	+15.7%	➖ noise
11	duckdb:vortex-compact	+1.7%	-1.2%	+2.9%	+15.7%	➖ noise
11	duckdb:vortex-file-compressed	-6.2%	-1.2%	-5.1%	+15.7%	➖ noise
12	datafusion:arrow	-4.8%	-2.8%	-2.0%	+22.2%	➖ noise
12	datafusion:vortex-compact	-2.2%	-2.8%	+0.7%	+15.7%	➖ noise
12	datafusion:vortex-file-compressed	+5.2%	-2.8%	+8.2%	+15.9%	➖ noise
12	duckdb:duckdb	+1.1%	-2.8%	+4.1%	+15.7%	➖ noise
12	duckdb:vortex-compact	+2.8%	-2.8%	+5.8%	+15.7%	➖ noise
12	duckdb:vortex-file-compressed	+0.3%	-2.8%	+3.2%	+15.7%	➖ noise
13	datafusion:arrow	+0.3%	-3.4%	+3.9%	+15.7%	➖ noise
13	datafusion:vortex-compact	+4.2%	-3.4%	+7.9%	+15.7%	➖ noise
13	datafusion:vortex-file-compressed	-15.0%	-3.4%	-12.0%	+15.7%	➖ noise
13	duckdb:duckdb	-9.7%	-3.4%	-6.6%	+15.7%	➖ noise
13	duckdb:vortex-compact	-0.1%	-3.4%	+3.4%	+15.7%	➖ noise
13	duckdb:vortex-file-compressed	-1.1%	-3.4%	+2.4%	+15.9%	➖ noise
14	datafusion:arrow	+7.1%	-6.0%	+14.0%	+15.7%	➖ noise
14	datafusion:vortex-compact	-18.1%	-6.0%	-12.8%	+17.7%	➖ noise
14	datafusion:vortex-file-compressed	+6.8%	-6.0%	+13.6%	+15.7%	➖ noise
14	duckdb:duckdb	+2.3%	-6.0%	+8.9%	+16.4%	➖ noise
14	duckdb:vortex-compact	+6.7%	-6.0%	+13.5%	+15.7%	➖ noise
14	duckdb:vortex-file-compressed	+0.7%	-6.0%	+7.1%	+25.1%	➖ noise
15	datafusion:arrow	+10.2%	+0.8%	+9.4%	+15.7%	➖ noise
15	datafusion:vortex-compact	+6.4%	+0.8%	+5.6%	+15.7%	➖ noise
15	datafusion:vortex-file-compressed	-11.1%	+0.8%	-11.8%	+18.5%	➖ noise
15	duckdb:duckdb	-1.5%	+0.8%	-2.3%	+15.7%	➖ noise
15	duckdb:vortex-compact	+1.7%	+0.8%	+0.9%	+16.9%	➖ noise
15	duckdb:vortex-file-compressed	-2.8%	+0.8%	-3.6%	+15.7%	➖ noise
16	datafusion:arrow	+6.5%	-2.9%	+9.8%	+15.7%	➖ noise
16	datafusion:vortex-compact	-4.8%	-2.9%	-2.0%	+15.7%	➖ noise
16	datafusion:vortex-file-compressed	-3.4%	-2.9%	-0.5%	+15.7%	➖ noise
16	duckdb:duckdb	-7.5%	-2.9%	-4.7%	+15.7%	➖ noise
16	duckdb:vortex-compact	-2.6%	-2.9%	+0.3%	+15.7%	➖ noise
16	duckdb:vortex-file-compressed	+3.3%	-2.9%	+6.4%	+15.7%	➖ noise
17	datafusion:arrow	+13.7%	+6.7%	+6.6%	+15.7%	➖ noise
17	datafusion:vortex-compact	+4.6%	+6.7%	-2.0%	+15.7%	➖ noise
17	datafusion:vortex-file-compressed	-1.5%	+6.7%	-7.7%	+18.3%	➖ noise
17	duckdb:duckdb	-7.8%	+6.7%	-13.6%	+15.7%	✅ faster
17	duckdb:vortex-compact	+4.7%	+6.7%	-1.8%	+16.0%	➖ noise
17	duckdb:vortex-file-compressed	+1.5%	+6.7%	-4.9%	+15.7%	➖ noise
18	datafusion:arrow	-7.2%	-0.3%	-7.0%	+15.7%	➖ noise
18	datafusion:vortex-compact	+0.9%	-0.3%	+1.2%	+15.7%	➖ noise
18	datafusion:vortex-file-compressed	+2.5%	-0.3%	+2.8%	+18.0%	➖ noise
18	duckdb:duckdb	+3.1%	-0.3%	+3.4%	+15.7%	➖ noise
18	duckdb:vortex-compact	+2.2%	-0.3%	+2.6%	+15.7%	➖ noise
18	duckdb:vortex-file-compressed	+2.8%	-0.3%	+3.1%	+15.7%	➖ noise
19	datafusion:arrow	+1.1%	-3.9%	+5.2%	+15.7%	➖ noise
19	datafusion:vortex-compact	+6.3%	-3.9%	+10.6%	+15.7%	➖ noise
19	datafusion:vortex-file-compressed	-13.5%	-3.9%	-10.1%	+15.7%	➖ noise
19	duckdb:duckdb	-6.5%	-3.9%	-2.7%	+15.7%	➖ noise
19	duckdb:vortex-compact	+2.5%	-3.9%	+6.6%	+15.7%	➖ noise
19	duckdb:vortex-file-compressed	+3.5%	-3.9%	+7.7%	+23.3%	➖ noise
20	datafusion:arrow	-11.2%	+6.6%	-16.7%	+15.7%	✅ faster
20	datafusion:vortex-compact	+1.0%	+6.6%	-5.3%	+15.7%	➖ noise
20	datafusion:vortex-file-compressed	+1.8%	+6.6%	-4.5%	+16.7%	➖ noise
20	duckdb:duckdb	-0.8%	+6.6%	-6.9%	+15.7%	➖ noise
20	duckdb:vortex-compact	+5.8%	+6.6%	-0.7%	+15.7%	➖ noise
20	duckdb:vortex-file-compressed	-0.6%	+6.6%	-6.8%	+20.0%	➖ noise
21	datafusion:arrow	-2.3%	-0.7%	-1.6%	+15.7%	➖ noise
21	datafusion:vortex-compact	+3.3%	-0.7%	+4.0%	+15.7%	➖ noise
21	datafusion:vortex-file-compressed	-7.9%	-0.7%	-7.2%	+15.7%	➖ noise
21	duckdb:duckdb	-3.0%	-0.7%	-2.3%	+15.7%	➖ noise
21	duckdb:vortex-compact	+1.2%	-0.7%	+2.0%	+15.7%	➖ noise
21	duckdb:vortex-file-compressed	-1.6%	-0.7%	-0.9%	+17.9%	➖ noise
22	datafusion:arrow	+1.2%	+0.5%	+0.7%	+15.7%	➖ noise
22	datafusion:vortex-compact	-0.7%	+0.5%	-1.1%	+15.7%	➖ noise
22	datafusion:vortex-file-compressed	-2.2%	+0.5%	-2.6%	+15.7%	➖ noise
22	duckdb:duckdb	-5.1%	+0.5%	-5.6%	+15.7%	➖ noise
22	duckdb:vortex-compact	+7.5%	+0.5%	+6.9%	+15.7%	➖ noise
22	duckdb:vortex-file-compressed	+8.4%	+0.5%	+7.8%	+15.7%	➖ noise

[github-actions]

File Sizes: TPC-H SF=1 on NVME

No file size changes detected.

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.2%
Vortex (geomean): 0.980x ➖
Parquet (geomean): 0.981x ➖
Shifts: Parquet (control) -1.9% · Median polish -1.5%

---

datafusion / vortex-file-compressed (0.974x ➖, 1↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed	25838196	25535489	1.01
tpcds_q02/datafusion:vortex-file-compressed	46199910	47131784	0.98
tpcds_q03/datafusion:vortex-file-compressed	15179758	15500645	0.98
tpcds_q04/datafusion:vortex-file-compressed	264349297	257728382	1.03
tpcds_q05/datafusion:vortex-file-compressed	43367061	42305068	1.03
tpcds_q06/datafusion:vortex-file-compressed	58777425	60558598	0.97
tpcds_q07/datafusion:vortex-file-compressed	40780059	41105286	0.99
tpcds_q08/datafusion:vortex-file-compressed	28115479	29576503	0.95
tpcds_q09/datafusion:vortex-file-compressed	44138082	44103242	1.00
tpcds_q10/datafusion:vortex-file-compressed	38290417	38134376	1.00
tpcds_q11/datafusion:vortex-file-compressed	127870564	127067595	1.01
tpcds_q12/datafusion:vortex-file-compressed	19993108	21098866	0.95
tpcds_q13/datafusion:vortex-file-compressed	43491856	44960291	0.97
tpcds_q14/datafusion:vortex-file-compressed	169929727	171396847	0.99
tpcds_q15/datafusion:vortex-file-compressed	27625479	28793244	0.96
tpcds_q16/datafusion:vortex-file-compressed	27898371	28726037	0.97
tpcds_q17/datafusion:vortex-file-compressed	62073168	61503251	1.01
tpcds_q18/datafusion:vortex-file-compressed	69051196	69844763	0.99
tpcds_q19/datafusion:vortex-file-compressed	22090173	21615180	1.02
tpcds_q20/datafusion:vortex-file-compressed	21130297	22029776	0.96
tpcds_q21/datafusion:vortex-file-compressed	34201519	34365517	1.00
tpcds_q22/datafusion:vortex-file-compressed 🚀	112718902	153553571	0.73
tpcds_q23/datafusion:vortex-file-compressed	148345493	150039652	0.99
tpcds_q24/datafusion:vortex-file-compressed	83330727	81726467	1.02
tpcds_q25/datafusion:vortex-file-compressed	64371191	66109879	0.97
tpcds_q26/datafusion:vortex-file-compressed	33018562	34677506	0.95
tpcds_q27/datafusion:vortex-file-compressed	104207068	105638962	0.99
tpcds_q28/datafusion:vortex-file-compressed	39944660	39958377	1.00
tpcds_q29/datafusion:vortex-file-compressed	60899106	63576009	0.96
tpcds_q30/datafusion:vortex-file-compressed	22777319	24239297	0.94
tpcds_q31/datafusion:vortex-file-compressed	72454361	74644596	0.97
tpcds_q32/datafusion:vortex-file-compressed	20363397	20947891	0.97
tpcds_q33/datafusion:vortex-file-compressed	28858427	29368660	0.98
tpcds_q34/datafusion:vortex-file-compressed	23954228	25207221	0.95
tpcds_q35/datafusion:vortex-file-compressed	44127704	44535496	0.99
tpcds_q36/datafusion:vortex-file-compressed	56310555	58272488	0.97
tpcds_q37/datafusion:vortex-file-compressed	26421455	26293702	1.00
tpcds_q38/datafusion:vortex-file-compressed	42644649	44276994	0.96
tpcds_q39/datafusion:vortex-file-compressed	105136118	108139344	0.97
tpcds_q40/datafusion:vortex-file-compressed	32367615	33156718	0.98
tpcds_q41/datafusion:vortex-file-compressed	15703198	16044752	0.98
tpcds_q42/datafusion:vortex-file-compressed	13992553	14588987	0.96
tpcds_q43/datafusion:vortex-file-compressed	18451104	18843059	0.98
tpcds_q44/datafusion:vortex-file-compressed	32242888	33747958	0.96
tpcds_q45/datafusion:vortex-file-compressed	27377696	27064116	1.01
tpcds_q46/datafusion:vortex-file-compressed	33814540	34349644	0.98
tpcds_q47/datafusion:vortex-file-compressed	129557846	132782021	0.98
tpcds_q48/datafusion:vortex-file-compressed	38127328	38220834	1.00
tpcds_q49/datafusion:vortex-file-compressed	58674066	58380646	1.01
tpcds_q50/datafusion:vortex-file-compressed	38432524	39016970	0.99
tpcds_q51/datafusion:vortex-file-compressed	87919111	88780645	0.99
tpcds_q52/datafusion:vortex-file-compressed	14108188	14629872	0.96
tpcds_q53/datafusion:vortex-file-compressed	21416954	21789643	0.98
tpcds_q54/datafusion:vortex-file-compressed	35576422	35228807	1.01
tpcds_q55/datafusion:vortex-file-compressed	15115678	13942095	1.08
tpcds_q56/datafusion:vortex-file-compressed	28843031	29849151	0.97
tpcds_q57/datafusion:vortex-file-compressed	103577187	109125236	0.95
tpcds_q58/datafusion:vortex-file-compressed	52640086	51977669	1.01
tpcds_q59/datafusion:vortex-file-compressed	56084577	57331094	0.98
tpcds_q60/datafusion:vortex-file-compressed	29119052	29926464	0.97
tpcds_q61/datafusion:vortex-file-compressed	39637047	41063443	0.97
tpcds_q62/datafusion:vortex-file-compressed	24428320	24915015	0.98
tpcds_q63/datafusion:vortex-file-compressed	21159289	22177062	0.95
tpcds_q64/datafusion:vortex-file-compressed	406524976	410843507	0.99
tpcds_q65/datafusion:vortex-file-compressed	39698394	40638370	0.98
tpcds_q66/datafusion:vortex-file-compressed	69885954	74957825	0.93
tpcds_q67/datafusion:vortex-file-compressed	148443620	147192270	1.01
tpcds_q68/datafusion:vortex-file-compressed	32034846	33411032	0.96
tpcds_q69/datafusion:vortex-file-compressed	35853262	38431735	0.93
tpcds_q70/datafusion:vortex-file-compressed	84482156	86710085	0.97
tpcds_q71/datafusion:vortex-file-compressed	23159794	22919526	1.01
tpcds_q72/datafusion:vortex-file-compressed	2084388466	2177982987	0.96
tpcds_q73/datafusion:vortex-file-compressed	22639049	23937781	0.95
tpcds_q74/datafusion:vortex-file-compressed	79649560	76825432	1.04
tpcds_q75/datafusion:vortex-file-compressed	105155498	108982741	0.96
tpcds_q76/datafusion:vortex-file-compressed	22958696	24191558	0.95
tpcds_q77/datafusion:vortex-file-compressed	39206292	41546632	0.94
tpcds_q78/datafusion:vortex-file-compressed	122145075	125130176	0.98
tpcds_q79/datafusion:vortex-file-compressed	31220122	29123541	1.07
tpcds_q80/datafusion:vortex-file-compressed	90539417	94973069	0.95
tpcds_q81/datafusion:vortex-file-compressed	23483708	24686371	0.95
tpcds_q82/datafusion:vortex-file-compressed	27250381	27301703	1.00
tpcds_q83/datafusion:vortex-file-compressed	34552867	35200032	0.98
tpcds_q84/datafusion:vortex-file-compressed	13203342	13682025	0.97
tpcds_q85/datafusion:vortex-file-compressed	95195762	98951193	0.96
tpcds_q86/datafusion:vortex-file-compressed	16149524	16944594	0.95
tpcds_q87/datafusion:vortex-file-compressed	43179708	45609082	0.95
tpcds_q88/datafusion:vortex-file-compressed	56105925	57177368	0.98
tpcds_q89/datafusion:vortex-file-compressed	24129336	25506723	0.95
tpcds_q90/datafusion:vortex-file-compressed	15526069	15646947	0.99
tpcds_q91/datafusion:vortex-file-compressed	17834162	19129231	0.93
tpcds_q92/datafusion:vortex-file-compressed	18417564	18862897	0.98
tpcds_q93/datafusion:vortex-file-compressed	32602972	34784488	0.94
tpcds_q94/datafusion:vortex-file-compressed	23491986	25872240	0.91
tpcds_q95/datafusion:vortex-file-compressed	60862817	64823020	0.94
tpcds_q96/datafusion:vortex-file-compressed	13511051	14126880	0.96
tpcds_q97/datafusion:vortex-file-compressed	31154907	33736093	0.92
tpcds_q98/datafusion:vortex-file-compressed	23758889	24278054	0.98
tpcds_q99/datafusion:vortex-file-compressed	32482215	32500759	1.00

datafusion / vortex-compact (0.970x ➖, 3↑ 3↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact 🚀	24617448	28838683	0.85
tpcds_q02/datafusion:vortex-compact	53214362	54806466	0.97
tpcds_q03/datafusion:vortex-compact	19538454	19421037	1.01
tpcds_q04/datafusion:vortex-compact	282671395	295392516	0.96
tpcds_q05/datafusion:vortex-compact	47387527	48208524	0.98
tpcds_q06/datafusion:vortex-compact	62150205	61054523	1.02
tpcds_q07/datafusion:vortex-compact	52652535	52604558	1.00
tpcds_q08/datafusion:vortex-compact	35291845	36525025	0.97
tpcds_q09/datafusion:vortex-compact	61124826	63842634	0.96
tpcds_q10/datafusion:vortex-compact	49970280	50513650	0.99
tpcds_q11/datafusion:vortex-compact	146958228	156493194	0.94
tpcds_q12/datafusion:vortex-compact	25009446	26738268	0.94
tpcds_q13/datafusion:vortex-compact 🚨	109723272	95013597	1.15
tpcds_q14/datafusion:vortex-compact	193431336	198682276	0.97
tpcds_q15/datafusion:vortex-compact	30953993	31711391	0.98
tpcds_q16/datafusion:vortex-compact	33192307	33204784	1.00
tpcds_q17/datafusion:vortex-compact	75964343	74216083	1.02
tpcds_q18/datafusion:vortex-compact	77505997	80783912	0.96
tpcds_q19/datafusion:vortex-compact	29229868	30205505	0.97
tpcds_q20/datafusion:vortex-compact	26972767	27394942	0.98
tpcds_q21/datafusion:vortex-compact	40650935	41497848	0.98
tpcds_q22/datafusion:vortex-compact	120356024	129761750	0.93
tpcds_q23/datafusion:vortex-compact	159081591	173635820	0.92
tpcds_q24/datafusion:vortex-compact	100885887	98537945	1.02
tpcds_q25/datafusion:vortex-compact	76906160	85299498	0.90
tpcds_q26/datafusion:vortex-compact	42473901	46410662	0.92
tpcds_q27/datafusion:vortex-compact	125206064	127700549	0.98
tpcds_q28/datafusion:vortex-compact	77581103	79193915	0.98
tpcds_q29/datafusion:vortex-compact	76217020	75619768	1.01
tpcds_q30/datafusion:vortex-compact	26122685	28561722	0.91
tpcds_q31/datafusion:vortex-compact	96504295	98585070	0.98
tpcds_q32/datafusion:vortex-compact	24561824	26296085	0.93
tpcds_q33/datafusion:vortex-compact	36852589	36494575	1.01
tpcds_q34/datafusion:vortex-compact	32974960	33155721	0.99
tpcds_q35/datafusion:vortex-compact	50640460	53565474	0.95
tpcds_q36/datafusion:vortex-compact	76504729	78053364	0.98
tpcds_q37/datafusion:vortex-compact	40069472	41783858	0.96
tpcds_q38/datafusion:vortex-compact	50360029	53731947	0.94
tpcds_q39/datafusion:vortex-compact	115283708	114225404	1.01
tpcds_q40/datafusion:vortex-compact	36684142	39370863	0.93
tpcds_q41/datafusion:vortex-compact	18179949	19649941	0.93
tpcds_q42/datafusion:vortex-compact	18401708	18639702	0.99
tpcds_q43/datafusion:vortex-compact	24461643	25452793	0.96
tpcds_q44/datafusion:vortex-compact	48819973	48943753	1.00
tpcds_q45/datafusion:vortex-compact	33043886	32180191	1.03
tpcds_q46/datafusion:vortex-compact	43738606	46429553	0.94
tpcds_q47/datafusion:vortex-compact	147579823	153980470	0.96
tpcds_q48/datafusion:vortex-compact	74032127	70649158	1.05
tpcds_q49/datafusion:vortex-compact	69039855	69986631	0.99
tpcds_q50/datafusion:vortex-compact	46152400	47476874	0.97
tpcds_q51/datafusion:vortex-compact	94990029	97991946	0.97
tpcds_q52/datafusion:vortex-compact	18657855	18846295	0.99
tpcds_q53/datafusion:vortex-compact	27739448	28560469	0.97
tpcds_q54/datafusion:vortex-compact	41820958	43187732	0.97
tpcds_q55/datafusion:vortex-compact	17966951	18454008	0.97
tpcds_q56/datafusion:vortex-compact	35488651	37029367	0.96
tpcds_q57/datafusion:vortex-compact	111785775	117836038	0.95
tpcds_q58/datafusion:vortex-compact	63543602	63783547	1.00
tpcds_q59/datafusion:vortex-compact	69082438	70943124	0.97
tpcds_q60/datafusion:vortex-compact	35828289	36119730	0.99
tpcds_q61/datafusion:vortex-compact	54464178	55172269	0.99
tpcds_q62/datafusion:vortex-compact	28263662	29715189	0.95
tpcds_q63/datafusion:vortex-compact	28050035	29167480	0.96
tpcds_q64/datafusion:vortex-compact	445937070	464110215	0.96
tpcds_q65/datafusion:vortex-compact	52939522	54694584	0.97
tpcds_q66/datafusion:vortex-compact	76128894	81535975	0.93
tpcds_q67/datafusion:vortex-compact	151646798	160761179	0.94
tpcds_q68/datafusion:vortex-compact	44619561	44823494	1.00
tpcds_q69/datafusion:vortex-compact	46558723	48008271	0.97
tpcds_q70/datafusion:vortex-compact	97505421	100261410	0.97
tpcds_q71/datafusion:vortex-compact	30105458	31150454	0.97
tpcds_q72/datafusion:vortex-compact	2142913949	2212153796	0.97
tpcds_q73/datafusion:vortex-compact	31032166	31615265	0.98
tpcds_q74/datafusion:vortex-compact	95539387	95831085	1.00
tpcds_q75/datafusion:vortex-compact	126272159	132272512	0.95
tpcds_q76/datafusion:vortex-compact	32656377	32216015	1.01
tpcds_q77/datafusion:vortex-compact	49715373	52738023	0.94
tpcds_q78/datafusion:vortex-compact	136603533	141246920	0.97
tpcds_q79/datafusion:vortex-compact	37503397	38900474	0.96
tpcds_q80/datafusion:vortex-compact	102904686	107288896	0.96
tpcds_q81/datafusion:vortex-compact 🚨	31138038	27768451	1.12
tpcds_q82/datafusion:vortex-compact	42485267	41643945	1.02
tpcds_q83/datafusion:vortex-compact	33050510	36385442	0.91
tpcds_q84/datafusion:vortex-compact	14645509	15789566	0.93
tpcds_q85/datafusion:vortex-compact	126459387	134046098	0.94
tpcds_q86/datafusion:vortex-compact 🚨	20948847	18865132	1.11
tpcds_q87/datafusion:vortex-compact	50743660	53598656	0.95
tpcds_q88/datafusion:vortex-compact	74438871	77193370	0.96
tpcds_q89/datafusion:vortex-compact	33981653	31232280	1.09
tpcds_q90/datafusion:vortex-compact	15141138	16020133	0.95
tpcds_q91/datafusion:vortex-compact	31989210	33805911	0.95
tpcds_q92/datafusion:vortex-compact	23642770	25405804	0.93
tpcds_q93/datafusion:vortex-compact	38658424	38748771	1.00
tpcds_q94/datafusion:vortex-compact 🚀	25253747	29259887	0.86
tpcds_q95/datafusion:vortex-compact	65511613	67477166	0.97
tpcds_q96/datafusion:vortex-compact	17463042	17843125	0.98
tpcds_q97/datafusion:vortex-compact	37106111	38734369	0.96
tpcds_q98/datafusion:vortex-compact	29438792	31137389	0.95
tpcds_q99/datafusion:vortex-compact 🚀	29784295	36032816	0.83

datafusion / parquet (0.978x ➖, 3↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	29858617	28972009	1.03
tpcds_q02/datafusion:parquet	40672501	43747529	0.93
tpcds_q03/datafusion:parquet	12857493	13348415	0.96
tpcds_q04/datafusion:parquet	257499397	265883738	0.97
tpcds_q05/datafusion:parquet	39428221	41001051	0.96
tpcds_q06/datafusion:parquet	57699759	58696078	0.98
tpcds_q07/datafusion:parquet	76029371	76700783	0.99
tpcds_q08/datafusion:parquet	26304256	25613776	1.03
tpcds_q09/datafusion:parquet	44020452	43553566	1.01
tpcds_q10/datafusion:parquet	67274241	69395751	0.97
tpcds_q11/datafusion:parquet	149283702	150083685	0.99
tpcds_q12/datafusion:parquet	17726522	16560346	1.07
tpcds_q13/datafusion:parquet	74076609	74988725	0.99
tpcds_q14/datafusion:parquet	155238609	161271532	0.96
tpcds_q15/datafusion:parquet	20527420	22374315	0.92
tpcds_q16/datafusion:parquet 🚀	22888886	25768333	0.89
tpcds_q17/datafusion:parquet	60841211	64897933	0.94
tpcds_q18/datafusion:parquet	110983482	115813334	0.96
tpcds_q19/datafusion:parquet	21590814	22437328	0.96
tpcds_q20/datafusion:parquet	15798252	16043882	0.98
tpcds_q21/datafusion:parquet	17832774	19177096	0.93
tpcds_q22/datafusion:parquet 🚀	136395989	161124844	0.85
tpcds_q23/datafusion:parquet	144714197	145283916	1.00
tpcds_q24/datafusion:parquet	90465882	90096290	1.00
tpcds_q25/datafusion:parquet	63052282	64749879	0.97
tpcds_q26/datafusion:parquet	64543200	65984984	0.98
tpcds_q27/datafusion:parquet	141679859	142751952	0.99
tpcds_q28/datafusion:parquet	43997083	44117264	1.00
tpcds_q29/datafusion:parquet	64212308	64456172	1.00
tpcds_q30/datafusion:parquet	33265500	34125195	0.97
tpcds_q31/datafusion:parquet	62059401	63442199	0.98
tpcds_q32/datafusion:parquet	18015778	18025655	1.00
tpcds_q33/datafusion:parquet	26475048	26379010	1.00
tpcds_q34/datafusion:parquet	20772592	21870636	0.95
tpcds_q35/datafusion:parquet	68319815	66979125	1.02
tpcds_q36/datafusion:parquet	55450522	56797211	0.98
tpcds_q37/datafusion:parquet	18196799	19164804	0.95
tpcds_q38/datafusion:parquet	39379310	39520789	1.00
tpcds_q39/datafusion:parquet	73171767	72425350	1.01
tpcds_q40/datafusion:parquet	23296780	23113706	1.01
tpcds_q41/datafusion:parquet	13209515	13247262	1.00
tpcds_q42/datafusion:parquet	11366133	11584740	0.98
tpcds_q43/datafusion:parquet	16615081	17056213	0.97
tpcds_q44/datafusion:parquet	31110562	31368324	0.99
tpcds_q45/datafusion:parquet	27065740	28168414	0.96
tpcds_q46/datafusion:parquet	31019419	31401328	0.99
tpcds_q47/datafusion:parquet	122725110	123739382	0.99
tpcds_q48/datafusion:parquet	67234327	68630636	0.98
tpcds_q49/datafusion:parquet	53258797	55019420	0.97
tpcds_q50/datafusion:parquet	42880659	43320873	0.99
tpcds_q51/datafusion:parquet	82853691	84727681	0.98
tpcds_q52/datafusion:parquet	11608906	12014237	0.97
tpcds_q53/datafusion:parquet	17768310	17694790	1.00
tpcds_q54/datafusion:parquet	33802830	33932597	1.00
tpcds_q55/datafusion:parquet	11029361	10924588	1.01
tpcds_q56/datafusion:parquet	25859091	28282589	0.91
tpcds_q57/datafusion:parquet	95809248	93445515	1.03
tpcds_q58/datafusion:parquet	49485625	50216084	0.99
tpcds_q59/datafusion:parquet	55603666	58312688	0.95
tpcds_q60/datafusion:parquet	26481421	26699480	0.99
tpcds_q61/datafusion:parquet	41069057	41937602	0.98
tpcds_q62/datafusion:parquet	21238443	20599815	1.03
tpcds_q63/datafusion:parquet	16982770	17349367	0.98
tpcds_q64/datafusion:parquet	501115370	503285150	1.00
tpcds_q65/datafusion:parquet	36506986	39005947	0.94
tpcds_q66/datafusion:parquet	71611201	69748217	1.03
tpcds_q67/datafusion:parquet	139426994	144798795	0.96
tpcds_q68/datafusion:parquet	31164104	31145226	1.00
tpcds_q69/datafusion:parquet	63167843	64430098	0.98
tpcds_q70/datafusion:parquet	84669971	85406425	0.99
tpcds_q71/datafusion:parquet	22799981	21581265	1.06
tpcds_q72/datafusion:parquet	593773114	610276147	0.97
tpcds_q73/datafusion:parquet	21519791	20718882	1.04
tpcds_q74/datafusion:parquet	82532572	82879466	1.00
tpcds_q75/datafusion:parquet	98969872	99340245	1.00
tpcds_q76/datafusion:parquet	30170130	29482167	1.02
tpcds_q77/datafusion:parquet	36444841	38220780	0.95
tpcds_q78/datafusion:parquet	109947431	114741143	0.96
tpcds_q79/datafusion:parquet	26457246	25876535	1.02
tpcds_q80/datafusion:parquet	76945380	78153209	0.98
tpcds_q81/datafusion:parquet	31259184	30908698	1.01
tpcds_q82/datafusion:parquet	18493926	19020678	0.97
tpcds_q83/datafusion:parquet	35616374	35891129	0.99
tpcds_q84/datafusion:parquet	38403420	38703133	0.99
tpcds_q85/datafusion:parquet	145118449	148903394	0.97
tpcds_q86/datafusion:parquet	15834078	16566344	0.96
tpcds_q87/datafusion:parquet	39800758	41652024	0.96
tpcds_q88/datafusion:parquet	57557962	58789767	0.98
tpcds_q89/datafusion:parquet	20640033	20854090	0.99
tpcds_q90/datafusion:parquet	13745366	14504750	0.95
tpcds_q91/datafusion:parquet	55476978	57554769	0.96
tpcds_q92/datafusion:parquet	18048823	18095020	1.00
tpcds_q93/datafusion:parquet	32069321	32094488	1.00
tpcds_q94/datafusion:parquet	19621481	21129435	0.93
tpcds_q95/datafusion:parquet	57664202	57870378	1.00
tpcds_q96/datafusion:parquet	11142765	12338079	0.90
tpcds_q97/datafusion:parquet	28902904	28970802	1.00
tpcds_q98/datafusion:parquet	21025616	21602606	0.97
tpcds_q99/datafusion:parquet 🚀	26580522	34252746	0.78

duckdb / vortex-file-compressed (0.994x ➖, 1↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed	21906271	21663957	1.01
tpcds_q02/duckdb:vortex-file-compressed	33479587	34556645	0.97
tpcds_q03/duckdb:vortex-file-compressed	31541522	30835062	1.02
tpcds_q04/duckdb:vortex-file-compressed	105371948	104652757	1.01
tpcds_q05/duckdb:vortex-file-compressed	35244631	38264414	0.92
tpcds_q06/duckdb:vortex-file-compressed	31967451	31625972	1.01
tpcds_q07/duckdb:vortex-file-compressed	19589386	19476037	1.01
tpcds_q08/duckdb:vortex-file-compressed	28326530	27315811	1.04
tpcds_q09/duckdb:vortex-file-compressed	36589703	37000197	0.99
tpcds_q10/duckdb:vortex-file-compressed	39289793	40458354	0.97
tpcds_q11/duckdb:vortex-file-compressed	60066985	61394518	0.98
tpcds_q12/duckdb:vortex-file-compressed	14140320	14901486	0.95
tpcds_q13/duckdb:vortex-file-compressed	33337043	32741374	1.02
tpcds_q14/duckdb:vortex-file-compressed	101682747	102533532	0.99
tpcds_q15/duckdb:vortex-file-compressed	25634585	25509359	1.00
tpcds_q16/duckdb:vortex-file-compressed	26850911	26493427	1.01
tpcds_q17/duckdb:vortex-file-compressed	44376883	42411781	1.05
tpcds_q18/duckdb:vortex-file-compressed	46442339	47433717	0.98
tpcds_q19/duckdb:vortex-file-compressed	32878598	33288569	0.99
tpcds_q20/duckdb:vortex-file-compressed	15037141	14584171	1.03
tpcds_q21/duckdb:vortex-file-compressed	16037458	17052618	0.94
tpcds_q22/duckdb:vortex-file-compressed	73082397	76449190	0.96
tpcds_q23/duckdb:vortex-file-compressed	105011669	108504551	0.97
tpcds_q24/duckdb:vortex-file-compressed	49735002	48788936	1.02
tpcds_q25/duckdb:vortex-file-compressed	48599079	48369103	1.00
tpcds_q26/duckdb:vortex-file-compressed	40095296	40387220	0.99
tpcds_q27/duckdb:vortex-file-compressed	47393636	49078570	0.97
tpcds_q28/duckdb:vortex-file-compressed	35289307	35559867	0.99
tpcds_q29/duckdb:vortex-file-compressed	40682711	41830387	0.97
tpcds_q30/duckdb:vortex-file-compressed	23264154	24335990	0.96
tpcds_q31/duckdb:vortex-file-compressed	35399792	35986849	0.98
tpcds_q32/duckdb:vortex-file-compressed	13459725	13891980	0.97
tpcds_q33/duckdb:vortex-file-compressed	23173437	23417741	0.99
tpcds_q34/duckdb:vortex-file-compressed	22903525	22729144	1.01
tpcds_q35/duckdb:vortex-file-compressed	63479888	64008421	0.99
tpcds_q36/duckdb:vortex-file-compressed	24662250	24676325	1.00
tpcds_q37/duckdb:vortex-file-compressed	14915028	15025989	0.99
tpcds_q38/duckdb:vortex-file-compressed	38116856	37233101	1.02
tpcds_q39/duckdb:vortex-file-compressed	33339343	36144603	0.92
tpcds_q40/duckdb:vortex-file-compressed	19377446	18702751	1.04
tpcds_q41/duckdb:vortex-file-compressed	12914922	13204539	0.98
tpcds_q42/duckdb:vortex-file-compressed	12332434	13290988	0.93
tpcds_q43/duckdb:vortex-file-compressed	22754622	21878776	1.04
tpcds_q44/duckdb:vortex-file-compressed	20659378	20918841	0.99
tpcds_q45/duckdb:vortex-file-compressed	27475433	30140529	0.91
tpcds_q46/duckdb:vortex-file-compressed	50912408	51498862	0.99
tpcds_q47/duckdb:vortex-file-compressed	46633894	45965693	1.01
tpcds_q48/duckdb:vortex-file-compressed	29877426	30613056	0.98
tpcds_q49/duckdb:vortex-file-compressed	32788746	35272845	0.93
tpcds_q50/duckdb:vortex-file-compressed	32962431	33300863	0.99
tpcds_q51/duckdb:vortex-file-compressed	96633155	96386587	1.00
tpcds_q52/duckdb:vortex-file-compressed	13371311	13149521	1.02
tpcds_q53/duckdb:vortex-file-compressed	22689158	22701670	1.00
tpcds_q54/duckdb:vortex-file-compressed	27282022	27068385	1.01
tpcds_q55/duckdb:vortex-file-compressed	12455873	12558754	0.99
tpcds_q56/duckdb:vortex-file-compressed	23107548	25048976	0.92
tpcds_q57/duckdb:vortex-file-compressed	39987913	40085897	1.00
tpcds_q58/duckdb:vortex-file-compressed	30941562	30397385	1.02
tpcds_q59/duckdb:vortex-file-compressed	66038389	66435171	0.99
tpcds_q60/duckdb:vortex-file-compressed	25943172	25752297	1.01
tpcds_q61/duckdb:vortex-file-compressed	30791199	30447228	1.01
tpcds_q62/duckdb:vortex-file-compressed	16798164	16428389	1.02
tpcds_q63/duckdb:vortex-file-compressed	20247487	20677127	0.98
tpcds_q64/duckdb:vortex-file-compressed	83000667	82742626	1.00
tpcds_q65/duckdb:vortex-file-compressed	21145778	20564634	1.03
tpcds_q66/duckdb:vortex-file-compressed	30420124	28985339	1.05
tpcds_q67/duckdb:vortex-file-compressed	137767439	140197653	0.98
tpcds_q68/duckdb:vortex-file-compressed	40216001	40208232	1.00
tpcds_q69/duckdb:vortex-file-compressed	41600087	40579190	1.03
tpcds_q70/duckdb:vortex-file-compressed	25813399	25175398	1.03
tpcds_q71/duckdb:vortex-file-compressed	21293098	20000796	1.06
tpcds_q72/duckdb:vortex-file-compressed	171531948	175640636	0.98
tpcds_q73/duckdb:vortex-file-compressed	23542075	22579194	1.04
tpcds_q74/duckdb:vortex-file-compressed	76326343	72069381	1.06
tpcds_q75/duckdb:vortex-file-compressed	57960638	55702085	1.04
tpcds_q76/duckdb:vortex-file-compressed	17727949	17762278	1.00
tpcds_q77/duckdb:vortex-file-compressed	25946064	26389766	0.98
tpcds_q78/duckdb:vortex-file-compressed	75781734	72758019	1.04
tpcds_q79/duckdb:vortex-file-compressed	32359400	32084829	1.01
tpcds_q80/duckdb:vortex-file-compressed	46599602	47634596	0.98
tpcds_q81/duckdb:vortex-file-compressed	27481353	25677714	1.07
tpcds_q82/duckdb:vortex-file-compressed	16009842	16178673	0.99
tpcds_q83/duckdb:vortex-file-compressed	23635030	23308619	1.01
tpcds_q84/duckdb:vortex-file-compressed	18997231	19532825	0.97
tpcds_q85/duckdb:vortex-file-compressed	44397792	44738452	0.99
tpcds_q86/duckdb:vortex-file-compressed 🚀	15553867	18262384	0.85
tpcds_q87/duckdb:vortex-file-compressed	40346545	40334719	1.00
tpcds_q88/duckdb:vortex-file-compressed	32187050	34128487	0.94
tpcds_q89/duckdb:vortex-file-compressed	22543154	22755608	0.99
tpcds_q90/duckdb:vortex-file-compressed	12431863	12170333	1.02
tpcds_q91/duckdb:vortex-file-compressed	30255708	30172052	1.00
tpcds_q92/duckdb:vortex-file-compressed 🚨	23287734	20763254	1.12
tpcds_q93/duckdb:vortex-file-compressed	25764641	27526687	0.94
tpcds_q94/duckdb:vortex-file-compressed	21706974	22922651	0.95
tpcds_q95/duckdb:vortex-file-compressed 🚨	152251707	136382451	1.12
tpcds_q96/duckdb:vortex-file-compressed	13245684	14421954	0.92
tpcds_q97/duckdb:vortex-file-compressed	37246000	38917952	0.96
tpcds_q98/duckdb:vortex-file-compressed	17496572	17746606	0.99
tpcds_q99/duckdb:vortex-file-compressed	27106239	26955087	1.01

duckdb / vortex-compact (0.983x ➖, 4↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	23315203	23396796	1.00
tpcds_q02/duckdb:vortex-compact 🚀	31944722	42431529	0.75
tpcds_q03/duckdb:vortex-compact	55144059	56215229	0.98
tpcds_q04/duckdb:vortex-compact	118868018	129932210	0.91
tpcds_q05/duckdb:vortex-compact	51713597	51310637	1.01
tpcds_q06/duckdb:vortex-compact	39456498	42570882	0.93
tpcds_q07/duckdb:vortex-compact	33964299	33549590	1.01
tpcds_q08/duckdb:vortex-compact	44417960	44324853	1.00
tpcds_q09/duckdb:vortex-compact	59488190	56788807	1.05
tpcds_q10/duckdb:vortex-compact	60031671	59337005	1.01
tpcds_q11/duckdb:vortex-compact	70128640	72713650	0.96
tpcds_q12/duckdb:vortex-compact	21650214	22317077	0.97
tpcds_q13/duckdb:vortex-compact	58374653	59011660	0.99
tpcds_q14/duckdb:vortex-compact	129994672	127480205	1.02
tpcds_q15/duckdb:vortex-compact	30319252	30568982	0.99
tpcds_q16/duckdb:vortex-compact	29319176	29214676	1.00
tpcds_q17/duckdb:vortex-compact	54062616	56156633	0.96
tpcds_q18/duckdb:vortex-compact	58698073	56610875	1.04
tpcds_q19/duckdb:vortex-compact	50132015	51230480	0.98
tpcds_q20/duckdb:vortex-compact	19636393	20548079	0.96
tpcds_q21/duckdb:vortex-compact	18623746	20209811	0.92
tpcds_q22/duckdb:vortex-compact	75665481	78778582	0.96
tpcds_q23/duckdb:vortex-compact	129753872	120875529	1.07
tpcds_q24/duckdb:vortex-compact	59543753	61982654	0.96
tpcds_q25/duckdb:vortex-compact	77135110	84388115	0.91
tpcds_q26/duckdb:vortex-compact	52903706	50835450	1.04
tpcds_q27/duckdb:vortex-compact	68694821	68187293	1.01
tpcds_q28/duckdb:vortex-compact	86006095	85204063	1.01
tpcds_q29/duckdb:vortex-compact	51013123	55130503	0.93
tpcds_q30/duckdb:vortex-compact	28837378	28097092	1.03
tpcds_q31/duckdb:vortex-compact	45698771	43737905	1.04
tpcds_q32/duckdb:vortex-compact	21771679	21983671	0.99
tpcds_q33/duckdb:vortex-compact	35648482	35291724	1.01
tpcds_q34/duckdb:vortex-compact	38430334	37912457	1.01
tpcds_q35/duckdb:vortex-compact	78805339	80829750	0.97
tpcds_q36/duckdb:vortex-compact	40372210	41951657	0.96
tpcds_q37/duckdb:vortex-compact	23138511	23531569	0.98
tpcds_q38/duckdb:vortex-compact	49246306	45373322	1.09
tpcds_q39/duckdb:vortex-compact	36339067	37121347	0.98
tpcds_q40/duckdb:vortex-compact	23876521	26290703	0.91
tpcds_q41/duckdb:vortex-compact	14916640	15158180	0.98
tpcds_q42/duckdb:vortex-compact	21700766	21874720	0.99
tpcds_q43/duckdb:vortex-compact 🚀	33241496	37002086	0.90
tpcds_q44/duckdb:vortex-compact 🚀	27505861	31154343	0.88
tpcds_q45/duckdb:vortex-compact	37776470	37191326	1.02
tpcds_q46/duckdb:vortex-compact	71202564	68353831	1.04
tpcds_q47/duckdb:vortex-compact	62854581	62064277	1.01
tpcds_q48/duckdb:vortex-compact	52240827	51750078	1.01
tpcds_q49/duckdb:vortex-compact	54878278	53334591	1.03
tpcds_q50/duckdb:vortex-compact	45746871	46352744	0.99
tpcds_q51/duckdb:vortex-compact	105531425	106318028	0.99
tpcds_q52/duckdb:vortex-compact	21468260	22351192	0.96
tpcds_q53/duckdb:vortex-compact	39490823	37931218	1.04
tpcds_q54/duckdb:vortex-compact	40728381	39767559	1.02
tpcds_q55/duckdb:vortex-compact	22061575	22361917	0.99
tpcds_q56/duckdb:vortex-compact	34164102	35892973	0.95
tpcds_q57/duckdb:vortex-compact	43111742	43137778	1.00
tpcds_q58/duckdb:vortex-compact	43289962	44771335	0.97
tpcds_q59/duckdb:vortex-compact	88543635	90585830	0.98
tpcds_q60/duckdb:vortex-compact	37659829	37856463	0.99
tpcds_q61/duckdb:vortex-compact	60580946	63539485	0.95
tpcds_q62/duckdb:vortex-compact	26040674	26985328	0.96
tpcds_q63/duckdb:vortex-compact	37265850	36928225	1.01
tpcds_q64/duckdb:vortex-compact	115831821	121075297	0.96
tpcds_q65/duckdb:vortex-compact	32487439	31961293	1.02
tpcds_q66/duckdb:vortex-compact	38525690	39901823	0.97
tpcds_q67/duckdb:vortex-compact	150504055	154221311	0.98
tpcds_q68/duckdb:vortex-compact	63006825	61448959	1.03
tpcds_q69/duckdb:vortex-compact	61928350	61922530	1.00
tpcds_q70/duckdb:vortex-compact	36483915	37518342	0.97
tpcds_q71/duckdb:vortex-compact	32919087	34695808	0.95
tpcds_q72/duckdb:vortex-compact	193635597	193429095	1.00
tpcds_q73/duckdb:vortex-compact	38691126	37656073	1.03
tpcds_q74/duckdb:vortex-compact	82317369	80545725	1.02
tpcds_q75/duckdb:vortex-compact	69983693	72546848	0.96
tpcds_q76/duckdb:vortex-compact	34949751	34815401	1.00
tpcds_q77/duckdb:vortex-compact	42005218	43369310	0.97
tpcds_q78/duckdb:vortex-compact	90906745	90482316	1.00
tpcds_q79/duckdb:vortex-compact	51236698	52849399	0.97
tpcds_q80/duckdb:vortex-compact	81897827	79569884	1.03
tpcds_q81/duckdb:vortex-compact	32359434	32446822	1.00
tpcds_q82/duckdb:vortex-compact	24629986	25823241	0.95
tpcds_q83/duckdb:vortex-compact	31727970	31539539	1.01
tpcds_q84/duckdb:vortex-compact	26567417	27425404	0.97
tpcds_q85/duckdb:vortex-compact	57144077	57653022	0.99
tpcds_q86/duckdb:vortex-compact	23187396	24145836	0.96
tpcds_q87/duckdb:vortex-compact	48114700	50198213	0.96
tpcds_q88/duckdb:vortex-compact	38479894	38662215	1.00
tpcds_q89/duckdb:vortex-compact	36379386	36786395	0.99
tpcds_q90/duckdb:vortex-compact	14710685	15091706	0.97
tpcds_q91/duckdb:vortex-compact	49896057	51363749	0.97
tpcds_q92/duckdb:vortex-compact	50117973	52864326	0.95
tpcds_q93/duckdb:vortex-compact	31275343	31304792	1.00
tpcds_q94/duckdb:vortex-compact	31610228	31473932	1.00
tpcds_q95/duckdb:vortex-compact	159734872	159568053	1.00
tpcds_q96/duckdb:vortex-compact	17444377	17241837	1.01
tpcds_q97/duckdb:vortex-compact	44781090	46631127	0.96
tpcds_q98/duckdb:vortex-compact	28341883	28378688	1.00
tpcds_q99/duckdb:vortex-compact 🚀	34378232	39496780	0.87

duckdb / parquet (0.983x ➖, 3↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	27159182	28071252	0.97
tpcds_q02/duckdb:parquet	23841651	23186680	1.03
tpcds_q03/duckdb:parquet	11048972	11604013	0.95
tpcds_q04/duckdb:parquet	162546836	166663046	0.98
tpcds_q05/duckdb:parquet	29399085	30351555	0.97
tpcds_q06/duckdb:parquet	27787471	27505903	1.01
tpcds_q07/duckdb:parquet	22005874	21000157	1.05
tpcds_q08/duckdb:parquet	26974704	26938897	1.00
tpcds_q09/duckdb:parquet	39559569	39618694	1.00
tpcds_q10/duckdb:parquet	32725178	32953230	0.99
tpcds_q11/duckdb:parquet	90233683	90836424	0.99
tpcds_q12/duckdb:parquet	14646995	15037022	0.97
tpcds_q13/duckdb:parquet	32400218	32872339	0.99
tpcds_q14/duckdb:parquet	97534506	102158771	0.95
tpcds_q15/duckdb:parquet	30034319	29946995	1.00
tpcds_q16/duckdb:parquet	21823783	22214707	0.98
tpcds_q17/duckdb:parquet	37923380	38135283	0.99
tpcds_q18/duckdb:parquet	44666395	44427565	1.01
tpcds_q19/duckdb:parquet	28221596	30197453	0.93
tpcds_q20/duckdb:parquet	15142102	15332172	0.99
tpcds_q21/duckdb:parquet	10488184	10666786	0.98
tpcds_q22/duckdb:parquet	67468813	70403729	0.96
tpcds_q23/duckdb:parquet	78672395	80069528	0.98
tpcds_q24/duckdb:parquet	44408317	44871007	0.99
tpcds_q25/duckdb:parquet	32360365	32746131	0.99
tpcds_q26/duckdb:parquet	35739799	34974994	1.02
tpcds_q27/duckdb:parquet	46929217	49412733	0.95
tpcds_q28/duckdb:parquet	36895053	37529162	0.98
tpcds_q29/duckdb:parquet	35270025	36029465	0.98
tpcds_q30/duckdb:parquet	34444450	34585457	1.00
tpcds_q31/duckdb:parquet	23608858	23340860	1.01
tpcds_q32/duckdb:parquet	10554553	10953400	0.96
tpcds_q33/duckdb:parquet	21319781	19994844	1.07
tpcds_q34/duckdb:parquet	19736317	19684049	1.00
tpcds_q35/duckdb:parquet	57360249	57867420	0.99
tpcds_q36/duckdb:parquet	19672122	19519502	1.01
tpcds_q37/duckdb:parquet	11970212	12778872	0.94
tpcds_q38/duckdb:parquet	33155531	34358222	0.96
tpcds_q39/duckdb:parquet	27970077	29559343	0.95
tpcds_q40/duckdb:parquet	17250053	18034355	0.96
tpcds_q41/duckdb:parquet	7386196	7770234	0.95
tpcds_q42/duckdb:parquet 🚀	9075320	10420861	0.87
tpcds_q43/duckdb:parquet	15174573	15443723	0.98
tpcds_q44/duckdb:parquet	21354639	22825375	0.94
tpcds_q45/duckdb:parquet	26214930	25799277	1.02
tpcds_q46/duckdb:parquet	43231824	47062533	0.92
tpcds_q47/duckdb:parquet	44584668	43262886	1.03
tpcds_q48/duckdb:parquet	29273933	29136613	1.00
tpcds_q49/duckdb:parquet	23690537	23971891	0.99
tpcds_q50/duckdb:parquet	24911098	23877313	1.04
tpcds_q51/duckdb:parquet	93457793	93976251	0.99
tpcds_q52/duckdb:parquet	10306401	11170246	0.92
tpcds_q53/duckdb:parquet	14925320	15200481	0.98
tpcds_q54/duckdb:parquet	23996178	25520963	0.94
tpcds_q55/duckdb:parquet 🚀	9651117	10810750	0.89
tpcds_q56/duckdb:parquet	20134118	20918261	0.96
tpcds_q57/duckdb:parquet	33953798	34113382	1.00
tpcds_q58/duckdb:parquet	21606466	21996294	0.98
tpcds_q59/duckdb:parquet	35356968	35690864	0.99
tpcds_q60/duckdb:parquet	21610253	21576781	1.00
tpcds_q61/duckdb:parquet	30224235	29976291	1.01
tpcds_q62/duckdb:parquet	11893629	11304574	1.05
tpcds_q63/duckdb:parquet	14265721	13890242	1.03
tpcds_q64/duckdb:parquet	76084631	75119027	1.01
tpcds_q65/duckdb:parquet	20484012	19330348	1.06
tpcds_q66/duckdb:parquet	30711101	28903917	1.06
tpcds_q67/duckdb:parquet	134219189	134257941	1.00
tpcds_q68/duckdb:parquet	36146036	36119509	1.00
tpcds_q69/duckdb:parquet	35532325	36133578	0.98
tpcds_q70/duckdb:parquet	19052616	19069093	1.00
tpcds_q71/duckdb:parquet	20364630	20452791	1.00
tpcds_q72/duckdb:parquet	164642381	165100010	1.00
tpcds_q73/duckdb:parquet	16895010	17591843	0.96
tpcds_q74/duckdb:parquet	126649028	129894829	0.98
tpcds_q75/duckdb:parquet	52761957	52937812	1.00
tpcds_q76/duckdb:parquet	19087549	19465597	0.98
tpcds_q77/duckdb:parquet	21790194	23080688	0.94
tpcds_q78/duckdb:parquet	74636631	74541328	1.00
tpcds_q79/duckdb:parquet	26238587	26745199	0.98
tpcds_q80/duckdb:parquet	39463241	41070903	0.96
tpcds_q81/duckdb:parquet	29529546	31667080	0.93
tpcds_q82/duckdb:parquet	12947986	14005474	0.92
tpcds_q83/duckdb:parquet	15714977	16560423	0.95
tpcds_q84/duckdb:parquet	19198893	18151686	1.06
tpcds_q85/duckdb:parquet	37897310	38847818	0.98
tpcds_q86/duckdb:parquet	11808146	12793421	0.92
tpcds_q87/duckdb:parquet	37208565	35366242	1.05
tpcds_q88/duckdb:parquet	47774040	48141905	0.99
tpcds_q89/duckdb:parquet	15984103	16002924	1.00
tpcds_q90/duckdb:parquet	7128869	7528301	0.95
tpcds_q91/duckdb:parquet	21593886	23034645	0.94
tpcds_q92/duckdb:parquet	11070148	11775177	0.94
tpcds_q93/duckdb:parquet	28625426	28611944	1.00
tpcds_q94/duckdb:parquet	16540368	16302524	1.01
tpcds_q95/duckdb:parquet 🚀	126336404	141502999	0.89
tpcds_q96/duckdb:parquet	8375379	8375745	1.00
tpcds_q97/duckdb:parquet	35348319	34756714	1.02
tpcds_q98/duckdb:parquet	17257494	17369605	0.99
tpcds_q99/duckdb:parquet	20219484	19904616	1.02

duckdb / duckdb (0.990x ➖, 1↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb	20293978	19692360	1.03
tpcds_q02/duckdb:duckdb	18968762	18017255	1.05
tpcds_q03/duckdb:duckdb	8390913	8758726	0.96
tpcds_q04/duckdb:duckdb	178767419	169360227	1.06
tpcds_q05/duckdb:duckdb	19898403	19188878	1.04
tpcds_q06/duckdb:duckdb	22307134	22870658	0.98
tpcds_q07/duckdb:duckdb	37549030	35255629	1.07
tpcds_q08/duckdb:duckdb	119228637	121000275	0.99
tpcds_q09/duckdb:duckdb	19871325	20128855	0.99
tpcds_q10/duckdb:duckdb	23017213	23512447	0.98
tpcds_q11/duckdb:duckdb	85559619	83659426	1.02
tpcds_q12/duckdb:duckdb	10794115	11380024	0.95
tpcds_q13/duckdb:duckdb	23878043	24923234	0.96
tpcds_q14/duckdb:duckdb	91564700	90407814	1.01
tpcds_q15/duckdb:duckdb	23242844	24989181	0.93
tpcds_q16/duckdb:duckdb	17669061	17486627	1.01
tpcds_q17/duckdb:duckdb	22838562	22673615	1.01
tpcds_q18/duckdb:duckdb	44908825	43855649	1.02
tpcds_q19/duckdb:duckdb	16361273	16732560	0.98
tpcds_q20/duckdb:duckdb	11696251	12608106	0.93
tpcds_q21/duckdb:duckdb	6830464	7251667	0.94
tpcds_q22/duckdb:duckdb	59625412	62537715	0.95
tpcds_q23/duckdb:duckdb	80100275	79214109	1.01
tpcds_q24/duckdb:duckdb	23732311	24813272	0.96
tpcds_q25/duckdb:duckdb 🚀	16397468	18994883	0.86
tpcds_q26/duckdb:duckdb	24878667	26814771	0.93
tpcds_q27/duckdb:duckdb	38703151	40277900	0.96
tpcds_q28/duckdb:duckdb	21452216	21750025	0.99
tpcds_q29/duckdb:duckdb	21345617	20087197	1.06
tpcds_q30/duckdb:duckdb 🚨	29840993	26094438	1.14
tpcds_q31/duckdb:duckdb	48326514	49184573	0.98
tpcds_q32/duckdb:duckdb	7281749	7549691	0.96
tpcds_q33/duckdb:duckdb	12607622	12360149	1.02
tpcds_q34/duckdb:duckdb	15088030	14613938	1.03
tpcds_q35/duckdb:duckdb	32653041	33594999	0.97
tpcds_q36/duckdb:duckdb	70579367	70837705	1.00
tpcds_q37/duckdb:duckdb	7746203	7805461	0.99
tpcds_q38/duckdb:duckdb	29272358	30653705	0.95
tpcds_q39/duckdb:duckdb	24860183	24690838	1.01
tpcds_q40/duckdb:duckdb	12996242	13011573	1.00
tpcds_q41/duckdb:duckdb	7962276	8006672	0.99
tpcds_q42/duckdb:duckdb	6131992	6718027	0.91
tpcds_q43/duckdb:duckdb	11344256	10957541	1.04
tpcds_q44/duckdb:duckdb	13423483	13273773	1.01
tpcds_q45/duckdb:duckdb	17119059	16920460	1.01
tpcds_q46/duckdb:duckdb	35874098	35600697	1.01
tpcds_q47/duckdb:duckdb	38004963	40070472	0.95
tpcds_q48/duckdb:duckdb	23237932	23307051	1.00
tpcds_q49/duckdb:duckdb	17591213	17698907	0.99
tpcds_q50/duckdb:duckdb	13874841	14372152	0.97
tpcds_q51/duckdb:duckdb	89637491	90477635	0.99
tpcds_q52/duckdb:duckdb	7361447	7430785	0.99
tpcds_q53/duckdb:duckdb	12952741	13053677	0.99
tpcds_q54/duckdb:duckdb	15948835	16018167	1.00
tpcds_q55/duckdb:duckdb	6950658	7030000	0.99
tpcds_q56/duckdb:duckdb	13840394	13445372	1.03
tpcds_q57/duckdb:duckdb	32461437	30912031	1.05
tpcds_q58/duckdb:duckdb	12535063	13672432	0.92
tpcds_q59/duckdb:duckdb	35382387	35020197	1.01
tpcds_q60/duckdb:duckdb	14104414	14606947	0.97
tpcds_q61/duckdb:duckdb	14652055	14242533	1.03
tpcds_q62/duckdb:duckdb	9303907	9326753	1.00
tpcds_q63/duckdb:duckdb	12124290	12237643	0.99
tpcds_q64/duckdb:duckdb	52226292	53266332	0.98
tpcds_q65/duckdb:duckdb	32438095	34531744	0.94
tpcds_q66/duckdb:duckdb	25733170	25704918	1.00
tpcds_q67/duckdb:duckdb	128919861	129048402	1.00
tpcds_q68/duckdb:duckdb	25424888	24956300	1.02
tpcds_q69/duckdb:duckdb	25562206	25702252	0.99
tpcds_q70/duckdb:duckdb	14214532	14566833	0.98
tpcds_q71/duckdb:duckdb	12864648	12658033	1.02
tpcds_q72/duckdb:duckdb	42280976	43771415	0.97
tpcds_q73/duckdb:duckdb	10813567	11258557	0.96
tpcds_q74/duckdb:duckdb	141614014	146244177	0.97
tpcds_q75/duckdb:duckdb	42238410	41927156	1.01
tpcds_q76/duckdb:duckdb	12289711	12472204	0.99
tpcds_q77/duckdb:duckdb	12041404	12197605	0.99
tpcds_q78/duckdb:duckdb	63760377	64953940	0.98
tpcds_q79/duckdb:duckdb	18479699	19000402	0.97
tpcds_q80/duckdb:duckdb	26832871	27927899	0.96
tpcds_q81/duckdb:duckdb	37669145	38179795	0.99
tpcds_q82/duckdb:duckdb	8060162	7903921	1.02
tpcds_q83/duckdb:duckdb	9334601	9326885	1.00
tpcds_q84/duckdb:duckdb	12890153	12926639	1.00
tpcds_q85/duckdb:duckdb	24776212	23576354	1.05
tpcds_q86/duckdb:duckdb	10520039	10970591	0.96
tpcds_q87/duckdb:duckdb	32763059	34587617	0.95
tpcds_q88/duckdb:duckdb	26142352	25858761	1.01
tpcds_q89/duckdb:duckdb	14748469	14443445	1.02
tpcds_q90/duckdb:duckdb	5388637	5654824	0.95
tpcds_q91/duckdb:duckdb	12148418	13055130	0.93
tpcds_q92/duckdb:duckdb	9206280	8738614	1.05
tpcds_q93/duckdb:duckdb	22417769	22278194	1.01
tpcds_q94/duckdb:duckdb	13155031	12903766	1.02
tpcds_q95/duckdb:duckdb	115674387	108961080	1.06
tpcds_q96/duckdb:duckdb	4516365	4582377	0.99
tpcds_q97/duckdb:duckdb	29842989	31289383	0.95
tpcds_q98/duckdb:duckdb	13210977	14053909	0.94
tpcds_q99/duckdb:duckdb	16381635	16191342	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-14.6%	-0.1%	-14.5%	+21.9%	➖ noise
1	datafusion:vortex-file-compressed	+1.2%	-0.1%	+1.3%	+19.8%	➖ noise
1	duckdb:duckdb	+3.1%	-0.1%	+3.2%	+24.8%	➖ noise
1	duckdb:vortex-compact	-0.3%	-0.1%	-0.2%	+23.9%	➖ noise
1	duckdb:vortex-file-compressed	+1.1%	-0.1%	+1.3%	+30.1%	➖ noise
2	datafusion:vortex-compact	-2.9%	-2.2%	-0.7%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-2.0%	-2.2%	+0.3%	+10.0%	➖ noise
2	duckdb:duckdb	+5.3%	-2.2%	+7.7%	+10.0%	➖ noise
2	duckdb:vortex-compact	-24.7%	-2.2%	-23.0%	+29.0%	✅ faster
2	duckdb:vortex-file-compressed	-3.1%	-2.2%	-0.9%	+28.4%	➖ noise
3	datafusion:vortex-compact	+0.6%	-4.2%	+5.1%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-2.1%	-4.2%	+2.3%	+10.0%	➖ noise
3	duckdb:duckdb	-4.2%	-4.2%	+0.0%	+14.3%	➖ noise
3	duckdb:vortex-compact	-1.9%	-4.2%	+2.4%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+2.3%	-4.2%	+6.8%	+10.7%	➖ noise
4	datafusion:vortex-compact	-4.3%	-2.8%	-1.5%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+2.6%	-2.8%	+5.5%	+10.0%	➖ noise
4	duckdb:duckdb	+5.6%	-2.8%	+8.6%	+10.0%	➖ noise
4	duckdb:vortex-compact	-8.5%	-2.8%	-5.9%	+13.6%	➖ noise
4	duckdb:vortex-file-compressed	+0.7%	-2.8%	+3.6%	+11.2%	➖ noise
5	datafusion:vortex-compact	-1.7%	-3.5%	+1.8%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+2.5%	-3.5%	+6.2%	+17.5%	➖ noise
5	duckdb:duckdb	+3.7%	-3.5%	+7.4%	+14.0%	➖ noise
5	duckdb:vortex-compact	+0.8%	-3.5%	+4.4%	+13.0%	➖ noise
5	duckdb:vortex-file-compressed	-7.9%	-3.5%	-4.6%	+10.0%	➖ noise
6	datafusion:vortex-compact	+1.8%	-0.3%	+2.1%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-2.9%	-0.3%	-2.6%	+10.0%	➖ noise
6	duckdb:duckdb	-2.5%	-0.3%	-2.1%	+14.1%	➖ noise
6	duckdb:vortex-compact	-7.3%	-0.3%	-7.0%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+1.1%	-0.3%	+1.4%	+10.0%	➖ noise
7	datafusion:vortex-compact	+0.1%	+1.9%	-1.8%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.8%	+1.9%	-2.7%	+10.0%	➖ noise
7	duckdb:duckdb	+6.5%	+1.9%	+4.5%	+17.8%	➖ noise
7	duckdb:vortex-compact	+1.2%	+1.9%	-0.7%	+12.9%	➖ noise
7	duckdb:vortex-file-compressed	+0.6%	+1.9%	-1.3%	+14.3%	➖ noise
8	datafusion:vortex-compact	-3.4%	+1.4%	-4.7%	+17.5%	➖ noise
8	datafusion:vortex-file-compressed	-4.9%	+1.4%	-6.3%	+10.0%	➖ noise
8	duckdb:duckdb	-1.5%	+1.4%	-2.8%	+10.0%	➖ noise
8	duckdb:vortex-compact	+0.2%	+1.4%	-1.2%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+3.7%	+1.4%	+2.3%	+10.8%	➖ noise
9	datafusion:vortex-compact	-4.3%	+0.5%	-4.7%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+0.1%	+0.5%	-0.4%	+10.5%	➖ noise
9	duckdb:duckdb	-1.3%	+0.5%	-1.7%	+10.0%	➖ noise
9	duckdb:vortex-compact	+4.8%	+0.5%	+4.3%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-1.1%	+0.5%	-1.6%	+20.2%	➖ noise
10	datafusion:vortex-compact	-1.1%	-1.9%	+0.8%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	+0.4%	-1.9%	+2.3%	+12.4%	➖ noise
10	duckdb:duckdb	-2.1%	-1.9%	-0.2%	+10.0%	➖ noise
10	duckdb:vortex-compact	+1.2%	-1.9%	+3.1%	+10.4%	➖ noise
10	duckdb:vortex-file-compressed	-2.9%	-1.9%	-1.0%	+10.0%	➖ noise
11	datafusion:vortex-compact	-6.1%	-0.6%	-5.5%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+0.6%	-0.6%	+1.2%	+10.0%	➖ noise
11	duckdb:duckdb	+2.3%	-0.6%	+2.9%	+10.0%	➖ noise
11	duckdb:vortex-compact	-3.6%	-0.6%	-3.0%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	-2.2%	-0.6%	-1.6%	+14.7%	➖ noise
12	datafusion:vortex-compact	-6.5%	+2.1%	-8.4%	+14.8%	➖ noise
12	datafusion:vortex-file-compressed	-5.2%	+2.1%	-7.2%	+20.4%	➖ noise
12	duckdb:duckdb	-5.1%	+2.1%	-7.1%	+14.5%	➖ noise
12	duckdb:vortex-compact	-3.0%	+2.1%	-5.0%	+18.1%	➖ noise
12	duckdb:vortex-file-compressed	-5.1%	+2.1%	-7.1%	+11.8%	➖ noise
13	datafusion:vortex-compact	+15.5%	-1.3%	+17.0%	+20.8%	➖ noise
13	datafusion:vortex-file-compressed	-3.3%	-1.3%	-2.0%	+13.2%	➖ noise
13	duckdb:duckdb	-4.2%	-1.3%	-2.9%	+10.0%	➖ noise
13	duckdb:vortex-compact	-1.1%	-1.3%	+0.3%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+1.8%	-1.3%	+3.2%	+10.0%	➖ noise
14	datafusion:vortex-compact	-2.6%	-4.1%	+1.6%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	-0.9%	-4.1%	+3.4%	+10.0%	➖ noise
14	duckdb:duckdb	+1.3%	-4.1%	+5.6%	+10.0%	➖ noise
14	duckdb:vortex-compact	+2.0%	-4.1%	+6.4%	+12.1%	➖ noise
14	duckdb:vortex-file-compressed	-0.8%	-4.1%	+3.4%	+10.0%	➖ noise
15	datafusion:vortex-compact	-2.4%	-4.1%	+1.8%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	-4.1%	-4.1%	+0.0%	+10.0%	➖ noise
15	duckdb:duckdb	-7.0%	-4.1%	-3.0%	+10.4%	➖ noise
15	duckdb:vortex-compact	-0.8%	-4.1%	+3.4%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+0.5%	-4.1%	+4.8%	+10.0%	➖ noise
16	datafusion:vortex-compact	-0.0%	-6.6%	+7.0%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-2.9%	-6.6%	+4.0%	+10.0%	➖ noise
16	duckdb:duckdb	+1.0%	-6.6%	+8.2%	+11.9%	➖ noise
16	duckdb:vortex-compact	+0.4%	-6.6%	+7.4%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	+1.3%	-6.6%	+8.5%	+10.0%	➖ noise
17	datafusion:vortex-compact	+2.4%	-3.4%	+6.0%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	+0.9%	-3.4%	+4.5%	+10.0%	➖ noise
17	duckdb:duckdb	+0.7%	-3.4%	+4.3%	+23.5%	➖ noise
17	duckdb:vortex-compact	-3.7%	-3.4%	-0.3%	+12.0%	➖ noise
17	duckdb:vortex-file-compressed	+4.6%	-3.4%	+8.4%	+10.0%	➖ noise
18	datafusion:vortex-compact	-4.1%	-1.8%	-2.3%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	-1.1%	-1.8%	+0.7%	+10.6%	➖ noise
18	duckdb:duckdb	+2.4%	-1.8%	+4.3%	+10.0%	➖ noise
18	duckdb:vortex-compact	+3.7%	-1.8%	+5.6%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-2.1%	-1.8%	-0.3%	+13.0%	➖ noise
19	datafusion:vortex-compact	-3.2%	-5.2%	+2.0%	+14.0%	➖ noise
19	datafusion:vortex-file-compressed	+2.2%	-5.2%	+7.8%	+10.0%	➖ noise
19	duckdb:duckdb	-2.2%	-5.2%	+3.1%	+10.8%	➖ noise
19	duckdb:vortex-compact	-2.1%	-5.2%	+3.2%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	-1.2%	-5.2%	+4.2%	+10.0%	➖ noise
20	datafusion:vortex-compact	-1.5%	-1.4%	-0.2%	+16.9%	➖ noise
20	datafusion:vortex-file-compressed	-4.1%	-1.4%	-2.7%	+10.0%	➖ noise
20	duckdb:duckdb	-7.2%	-1.4%	-5.9%	+13.3%	➖ noise
20	duckdb:vortex-compact	-4.4%	-1.4%	-3.1%	+10.0%	➖ noise
20	duckdb:vortex-file-compressed	+3.1%	-1.4%	+4.6%	+10.8%	➖ noise
21	datafusion:vortex-compact	-2.0%	-4.4%	+2.4%	+12.8%	➖ noise
21	datafusion:vortex-file-compressed	-0.5%	-4.4%	+4.1%	+12.5%	➖ noise
21	duckdb:duckdb	-5.8%	-4.4%	-1.5%	+19.0%	➖ noise
21	duckdb:vortex-compact	-7.8%	-4.4%	-3.6%	+12.0%	➖ noise
21	duckdb:vortex-file-compressed	-6.0%	-4.4%	-1.6%	+13.5%	➖ noise
22	datafusion:vortex-compact	-7.2%	-9.9%	+3.0%	+28.0%	➖ noise
22	datafusion:vortex-file-compressed	-26.6%	-9.9%	-18.5%	+25.1%	➖ noise
22	duckdb:duckdb	-4.7%	-9.9%	+5.9%	+13.5%	➖ noise
22	duckdb:vortex-compact	-4.0%	-9.9%	+6.6%	+13.2%	➖ noise
22	duckdb:vortex-file-compressed	-4.4%	-9.9%	+6.1%	+14.0%	➖ noise
23	datafusion:vortex-compact	-8.4%	-1.1%	-7.4%	+10.0%	➖ noise
23	datafusion:vortex-file-compressed	-1.1%	-1.1%	-0.1%	+10.0%	➖ noise
23	duckdb:duckdb	+1.1%	-1.1%	+2.2%	+10.8%	➖ noise
23	duckdb:vortex-compact	+7.3%	-1.1%	+8.5%	+13.7%	➖ noise
23	duckdb:vortex-file-compressed	-3.2%	-1.1%	-2.2%	+15.3%	➖ noise
24	datafusion:vortex-compact	+2.4%	-0.3%	+2.7%	+10.0%	➖ noise
24	datafusion:vortex-file-compressed	+2.0%	-0.3%	+2.3%	+10.0%	➖ noise
24	duckdb:duckdb	-4.4%	-0.3%	-4.1%	+10.0%	➖ noise
24	duckdb:vortex-compact	-3.9%	-0.3%	-3.6%	+10.0%	➖ noise
24	duckdb:vortex-file-compressed	+1.9%	-0.3%	+2.3%	+11.7%	➖ noise
25	datafusion:vortex-compact	-9.8%	-1.9%	-8.1%	+11.8%	➖ noise
25	datafusion:vortex-file-compressed	-2.6%	-1.9%	-0.7%	+10.0%	➖ noise
25	duckdb:duckdb	-13.7%	-1.9%	-12.0%	+14.3%	➖ noise
25	duckdb:vortex-compact	-8.6%	-1.9%	-6.8%	+10.0%	➖ noise
25	duckdb:vortex-file-compressed	+0.5%	-1.9%	+2.4%	+10.0%	➖ noise
26	datafusion:vortex-compact	-8.5%	-0.0%	-8.5%	+10.2%	➖ noise
26	datafusion:vortex-file-compressed	-4.8%	-0.0%	-4.8%	+11.5%	➖ noise
26	duckdb:duckdb	-7.2%	-0.0%	-7.2%	+12.1%	➖ noise
26	duckdb:vortex-compact	+4.1%	-0.0%	+4.1%	+10.0%	➖ noise
26	duckdb:vortex-file-compressed	-0.7%	-0.0%	-0.7%	+12.6%	➖ noise
27	datafusion:vortex-compact	-2.0%	-2.9%	+1.0%	+10.0%	➖ noise
27	datafusion:vortex-file-compressed	-1.4%	-2.9%	+1.6%	+14.2%	➖ noise
27	duckdb:duckdb	-3.9%	-2.9%	-1.0%	+20.8%	➖ noise
27	duckdb:vortex-compact	+0.7%	-2.9%	+3.8%	+10.2%	➖ noise
27	duckdb:vortex-file-compressed	-3.4%	-2.9%	-0.5%	+14.2%	➖ noise
28	datafusion:vortex-compact	-2.0%	-1.0%	-1.1%	+10.0%	➖ noise
28	datafusion:vortex-file-compressed	-0.0%	-1.0%	+1.0%	+10.0%	➖ noise
28	duckdb:duckdb	-1.4%	-1.0%	-0.4%	+10.0%	➖ noise
28	duckdb:vortex-compact	+0.9%	-1.0%	+1.9%	+10.0%	➖ noise
28	duckdb:vortex-file-compressed	-0.8%	-1.0%	+0.2%	+10.0%	➖ noise
29	datafusion:vortex-compact	+0.8%	-1.2%	+2.1%	+10.0%	➖ noise
29	datafusion:vortex-file-compressed	-4.2%	-1.2%	-3.0%	+10.0%	➖ noise
29	duckdb:duckdb	+6.3%	-1.2%	+7.6%	+10.0%	➖ noise
29	duckdb:vortex-compact	-7.5%	-1.2%	-6.3%	+13.4%	➖ noise
29	duckdb:vortex-file-compressed	-2.7%	-1.2%	-1.5%	+10.0%	➖ noise
30	datafusion:vortex-compact	-8.5%	-1.5%	-7.2%	+10.9%	➖ noise
30	datafusion:vortex-file-compressed	-6.0%	-1.5%	-4.6%	+10.0%	➖ noise
30	duckdb:duckdb	+14.4%	-1.5%	+16.1%	+10.0%	🚨 regression
30	duckdb:vortex-compact	+2.6%	-1.5%	+4.2%	+10.0%	➖ noise
30	duckdb:vortex-file-compressed	-4.4%	-1.5%	-3.0%	+13.2%	➖ noise
31	datafusion:vortex-compact	-2.1%	-0.5%	-1.6%	+10.0%	➖ noise
31	datafusion:vortex-file-compressed	-2.9%	-0.5%	-2.4%	+10.0%	➖ noise
31	duckdb:duckdb	-1.7%	-0.5%	-1.2%	+10.0%	➖ noise
31	duckdb:vortex-compact	+4.5%	-0.5%	+5.0%	+10.0%	➖ noise
31	duckdb:vortex-file-compressed	-1.6%	-0.5%	-1.1%	+12.9%	➖ noise
32	datafusion:vortex-compact	-6.6%	-1.9%	-4.8%	+15.2%	➖ noise
32	datafusion:vortex-file-compressed	-2.8%	-1.9%	-0.9%	+10.0%	➖ noise
32	duckdb:duckdb	-3.5%	-1.9%	-1.7%	+13.9%	➖ noise
32	duckdb:vortex-compact	-1.0%	-1.9%	+0.9%	+11.1%	➖ noise
32	duckdb:vortex-file-compressed	-3.1%	-1.9%	-1.3%	+10.1%	➖ noise
33	datafusion:vortex-compact	+1.0%	+3.4%	-2.4%	+12.7%	➖ noise
33	datafusion:vortex-file-compressed	-1.7%	+3.4%	-5.0%	+10.0%	➖ noise
33	duckdb:duckdb	+2.0%	+3.4%	-1.4%	+10.0%	➖ noise
33	duckdb:vortex-compact	+1.0%	+3.4%	-2.4%	+14.6%	➖ noise
33	duckdb:vortex-file-compressed	-1.0%	+3.4%	-4.3%	+10.0%	➖ noise
34	datafusion:vortex-compact	-0.5%	-2.4%	+1.9%	+10.0%	➖ noise
34	datafusion:vortex-file-compressed	-5.0%	-2.4%	-2.6%	+16.1%	➖ noise
34	duckdb:duckdb	+3.2%	-2.4%	+5.8%	+14.2%	➖ noise
34	duckdb:vortex-compact	+1.4%	-2.4%	+3.9%	+10.0%	➖ noise
34	duckdb:vortex-file-compressed	+0.8%	-2.4%	+3.3%	+10.0%	➖ noise
35	datafusion:vortex-compact	-5.5%	+0.6%	-6.0%	+10.0%	➖ noise
35	datafusion:vortex-file-compressed	-0.9%	+0.6%	-1.5%	+10.0%	➖ noise
35	duckdb:duckdb	-2.8%	+0.6%	-3.3%	+14.9%	➖ noise
35	duckdb:vortex-compact	-2.5%	+0.6%	-3.0%	+10.0%	➖ noise
35	duckdb:vortex-file-compressed	-0.8%	+0.6%	-1.4%	+15.7%	➖ noise
36	datafusion:vortex-compact	-2.0%	-0.8%	-1.2%	+10.0%	➖ noise
36	datafusion:vortex-file-compressed	-3.4%	-0.8%	-2.6%	+10.0%	➖ noise
36	duckdb:duckdb	-0.4%	-0.8%	+0.4%	+10.0%	➖ noise
36	duckdb:vortex-compact	-3.8%	-0.8%	-3.0%	+10.0%	➖ noise
36	duckdb:vortex-file-compressed	-0.1%	-0.8%	+0.8%	+10.0%	➖ noise
37	datafusion:vortex-compact	-4.1%	-5.7%	+1.7%	+14.4%	➖ noise
37	datafusion:vortex-file-compressed	+0.5%	-5.7%	+6.6%	+10.0%	➖ noise
37	duckdb:duckdb	-0.8%	-5.7%	+5.2%	+13.5%	➖ noise
37	duckdb:vortex-compact	-1.7%	-5.7%	+4.3%	+17.7%	➖ noise
37	duckdb:vortex-file-compressed	-0.7%	-5.7%	+5.3%	+10.0%	➖ noise
38	datafusion:vortex-compact	-6.3%	-1.9%	-4.4%	+10.0%	➖ noise
38	datafusion:vortex-file-compressed	-3.7%	-1.9%	-1.8%	+10.0%	➖ noise
38	duckdb:duckdb	-4.5%	-1.9%	-2.6%	+10.0%	➖ noise
38	duckdb:vortex-compact	+8.5%	-1.9%	+10.7%	+12.6%	➖ noise
38	duckdb:vortex-file-compressed	+2.4%	-1.9%	+4.4%	+12.1%	➖ noise
39	datafusion:vortex-compact	+0.9%	-2.2%	+3.2%	+10.0%	➖ noise
39	datafusion:vortex-file-compressed	-2.8%	-2.2%	-0.6%	+10.2%	➖ noise
39	duckdb:duckdb	+0.7%	-2.2%	+3.0%	+28.1%	➖ noise
39	duckdb:vortex-compact	-2.1%	-2.2%	+0.1%	+19.6%	➖ noise
39	duckdb:vortex-file-compressed	-7.8%	-2.2%	-5.7%	+10.0%	➖ noise
40	datafusion:vortex-compact	-6.8%	-1.8%	-5.1%	+12.2%	➖ noise
40	datafusion:vortex-file-compressed	-2.4%	-1.8%	-0.6%	+10.0%	➖ noise
40	duckdb:duckdb	-0.1%	-1.8%	+1.7%	+15.5%	➖ noise
40	duckdb:vortex-compact	-9.2%	-1.8%	-7.5%	+18.1%	➖ noise
40	duckdb:vortex-file-compressed	+3.6%	-1.8%	+5.5%	+16.1%	➖ noise
41	datafusion:vortex-compact	-7.5%	-2.6%	-5.0%	+10.0%	➖ noise
41	datafusion:vortex-file-compressed	-2.1%	-2.6%	+0.5%	+10.0%	➖ noise
41	duckdb:duckdb	-0.6%	-2.6%	+2.1%	+10.6%	➖ noise
41	duckdb:vortex-compact	-1.6%	-2.6%	+1.1%	+10.0%	➖ noise
41	duckdb:vortex-file-compressed	-2.2%	-2.6%	+0.5%	+10.0%	➖ noise
42	datafusion:vortex-compact	-1.3%	-7.6%	+6.8%	+13.2%	➖ noise
42	datafusion:vortex-file-compressed	-4.1%	-7.6%	+3.8%	+11.4%	➖ noise
42	duckdb:duckdb	-8.7%	-7.6%	-1.3%	+19.7%	➖ noise
42	duckdb:vortex-compact	-0.8%	-7.6%	+7.3%	+11.7%	➖ noise
42	duckdb:vortex-file-compressed	-7.2%	-7.6%	+0.4%	+13.8%	➖ noise
43	datafusion:vortex-compact	-3.9%	-2.2%	-1.8%	+10.0%	➖ noise
43	datafusion:vortex-file-compressed	-2.1%	-2.2%	+0.1%	+10.0%	➖ noise
43	duckdb:duckdb	+3.5%	-2.2%	+5.8%	+10.8%	➖ noise
43	duckdb:vortex-compact	-10.2%	-2.2%	-8.2%	+17.1%	➖ noise
43	duckdb:vortex-file-compressed	+4.0%	-2.2%	+6.3%	+10.4%	➖ noise
44	datafusion:vortex-compact	-0.3%	-3.7%	+3.6%	+10.1%	➖ noise
44	datafusion:vortex-file-compressed	-4.5%	-3.7%	-0.8%	+11.9%	➖ noise
44	duckdb:duckdb	+1.1%	-3.7%	+5.0%	+14.7%	➖ noise
44	duckdb:vortex-compact	-11.7%	-3.7%	-8.3%	+11.7%	➖ noise
44	duckdb:vortex-file-compressed	-1.2%	-3.7%	+2.5%	+10.0%	➖ noise
45	datafusion:vortex-compact	+2.7%	-1.2%	+3.9%	+11.9%	➖ noise
45	datafusion:vortex-file-compressed	+1.2%	-1.2%	+2.4%	+10.3%	➖ noise
45	duckdb:duckdb	+1.2%	-1.2%	+2.4%	+10.0%	➖ noise
45	duckdb:vortex-compact	+1.6%	-1.2%	+2.8%	+10.0%	➖ noise
45	duckdb:vortex-file-compressed	-8.8%	-1.2%	-7.7%	+12.5%	➖ noise
46	datafusion:vortex-compact	-5.8%	-4.7%	-1.1%	+15.7%	➖ noise
46	datafusion:vortex-file-compressed	-1.6%	-4.7%	+3.3%	+10.0%	➖ noise
46	duckdb:duckdb	+0.8%	-4.7%	+5.8%	+10.0%	➖ noise
46	duckdb:vortex-compact	+4.2%	-4.7%	+9.4%	+10.0%	➖ noise
46	duckdb:vortex-file-compressed	-1.1%	-4.7%	+3.8%	+10.0%	➖ noise
47	datafusion:vortex-compact	-4.2%	+1.1%	-5.2%	+10.0%	➖ noise
47	datafusion:vortex-file-compressed	-2.4%	+1.1%	-3.5%	+10.0%	➖ noise
47	duckdb:duckdb	-5.2%	+1.1%	-6.2%	+10.0%	➖ noise
47	duckdb:vortex-compact	+1.3%	+1.1%	+0.2%	+10.0%	➖ noise
47	duckdb:vortex-file-compressed	+1.5%	+1.1%	+0.4%	+10.0%	➖ noise
48	datafusion:vortex-compact	+4.8%	-0.8%	+5.6%	+14.9%	➖ noise
48	datafusion:vortex-file-compressed	-0.2%	-0.8%	+0.5%	+10.0%	➖ noise
48	duckdb:duckdb	-0.3%	-0.8%	+0.5%	+10.0%	➖ noise
48	duckdb:vortex-compact	+0.9%	-0.8%	+1.8%	+10.0%	➖ noise
48	duckdb:vortex-file-compressed	-2.4%	-0.8%	-1.6%	+12.4%	➖ noise
49	datafusion:vortex-compact	-1.4%	-2.2%	+0.9%	+10.0%	➖ noise
49	datafusion:vortex-file-compressed	+0.5%	-2.2%	+2.8%	+10.0%	➖ noise
49	duckdb:duckdb	-0.6%	-2.2%	+1.6%	+15.4%	➖ noise
49	duckdb:vortex-compact	+2.9%	-2.2%	+5.2%	+16.0%	➖ noise
49	duckdb:vortex-file-compressed	-7.0%	-2.2%	-5.0%	+28.4%	➖ noise
50	datafusion:vortex-compact	-2.8%	+1.6%	-4.3%	+10.0%	➖ noise
50	datafusion:vortex-file-compressed	-1.5%	+1.6%	-3.1%	+10.0%	➖ noise
50	duckdb:duckdb	-3.5%	+1.6%	-5.0%	+10.7%	➖ noise
50	duckdb:vortex-compact	-1.3%	+1.6%	-2.9%	+10.8%	➖ noise
50	duckdb:vortex-file-compressed	-1.0%	+1.6%	-2.6%	+10.0%	➖ noise
51	datafusion:vortex-compact	-3.1%	-1.4%	-1.7%	+10.0%	➖ noise
51	datafusion:vortex-file-compressed	-1.0%	-1.4%	+0.4%	+10.0%	➖ noise
51	duckdb:duckdb	-0.9%	-1.4%	+0.5%	+10.0%	➖ noise
51	duckdb:vortex-compact	-0.7%	-1.4%	+0.7%	+13.0%	➖ noise
51	duckdb:vortex-file-compressed	+0.3%	-1.4%	+1.7%	+12.7%	➖ noise
52	datafusion:vortex-compact	-1.0%	-5.6%	+4.8%	+10.0%	➖ noise
52	datafusion:vortex-file-compressed	-3.6%	-5.6%	+2.1%	+14.3%	➖ noise
52	duckdb:duckdb	-0.9%	-5.6%	+4.9%	+13.1%	➖ noise
52	duckdb:vortex-compact	-4.0%	-5.6%	+1.7%	+10.4%	➖ noise
52	duckdb:vortex-file-compressed	+1.7%	-5.6%	+7.7%	+14.7%	➖ noise
53	datafusion:vortex-compact	-2.9%	-0.7%	-2.2%	+10.0%	➖ noise
53	datafusion:vortex-file-compressed	-1.7%	-0.7%	-1.0%	+10.0%	➖ noise
53	duckdb:duckdb	-0.8%	-0.7%	-0.1%	+10.0%	➖ noise
53	duckdb:vortex-compact	+4.1%	-0.7%	+4.8%	+10.0%	➖ noise
53	duckdb:vortex-file-compressed	-0.1%	-0.7%	+0.7%	+10.0%	➖ noise
54	datafusion:vortex-compact	-3.2%	-3.2%	+0.1%	+10.0%	➖ noise
54	datafusion:vortex-file-compressed	+1.0%	-3.2%	+4.3%	+10.4%	➖ noise
54	duckdb:duckdb	-0.4%	-3.2%	+2.9%	+11.0%	➖ noise
54	duckdb:vortex-compact	+2.4%	-3.2%	+5.8%	+10.0%	➖ noise
54	duckdb:vortex-file-compressed	+0.8%	-3.2%	+4.1%	+10.0%	➖ noise
55	datafusion:vortex-compact	-2.6%	-5.1%	+2.6%	+16.3%	➖ noise
55	datafusion:vortex-file-compressed	+8.4%	-5.1%	+14.2%	+11.9%	🚨 regression
55	duckdb:duckdb	-1.1%	-5.1%	+4.1%	+14.7%	➖ noise
55	duckdb:vortex-compact	-1.3%	-5.1%	+3.9%	+11.2%	➖ noise
55	duckdb:vortex-file-compressed	-0.8%	-5.1%	+4.5%	+11.1%	➖ noise
56	datafusion:vortex-compact	-4.2%	-6.2%	+2.2%	+11.7%	➖ noise
56	datafusion:vortex-file-compressed	-3.4%	-6.2%	+3.0%	+10.0%	➖ noise
56	duckdb:duckdb	+2.9%	-6.2%	+9.7%	+11.6%	➖ noise
56	duckdb:vortex-compact	-4.8%	-6.2%	+1.5%	+10.2%	➖ noise
56	duckdb:vortex-file-compressed	-7.8%	-6.2%	-1.7%	+16.7%	➖ noise
57	datafusion:vortex-compact	-5.1%	+1.0%	-6.1%	+10.0%	➖ noise
57	datafusion:vortex-file-compressed	-5.1%	+1.0%	-6.0%	+10.0%	➖ noise
57	duckdb:duckdb	+5.0%	+1.0%	+4.0%	+15.1%	➖ noise
57	duckdb:vortex-compact	-0.1%	+1.0%	-1.1%	+10.0%	➖ noise
57	duckdb:vortex-file-compressed	-0.2%	+1.0%	-1.3%	+10.0%	➖ noise
58	datafusion:vortex-compact	-0.4%	-1.6%	+1.3%	+10.0%	➖ noise
58	datafusion:vortex-file-compressed	+1.3%	-1.6%	+2.9%	+10.0%	➖ noise
58	duckdb:duckdb	-8.3%	-1.6%	-6.8%	+12.6%	➖ noise
58	duckdb:vortex-compact	-3.3%	-1.6%	-1.7%	+21.9%	➖ noise
58	duckdb:vortex-file-compressed	+1.8%	-1.6%	+3.5%	+10.0%	➖ noise
59	datafusion:vortex-compact	-2.6%	-2.8%	+0.2%	+10.0%	➖ noise
59	datafusion:vortex-file-compressed	-2.2%	-2.8%	+0.7%	+10.0%	➖ noise
59	duckdb:duckdb	+1.0%	-2.8%	+4.0%	+10.1%	➖ noise
59	duckdb:vortex-compact	-2.3%	-2.8%	+0.6%	+10.0%	➖ noise
59	duckdb:vortex-file-compressed	-0.6%	-2.8%	+2.3%	+10.0%	➖ noise
60	datafusion:vortex-compact	-0.8%	-0.3%	-0.5%	+10.0%	➖ noise
60	datafusion:vortex-file-compressed	-2.7%	-0.3%	-2.4%	+11.9%	➖ noise
60	duckdb:duckdb	-3.4%	-0.3%	-3.1%	+10.2%	➖ noise
60	duckdb:vortex-compact	-0.5%	-0.3%	-0.2%	+10.0%	➖ noise
60	duckdb:vortex-file-compressed	+0.7%	-0.3%	+1.1%	+10.0%	➖ noise
61	datafusion:vortex-compact	-1.3%	-0.6%	-0.7%	+10.0%	➖ noise
61	datafusion:vortex-file-compressed	-3.5%	-0.6%	-2.9%	+10.0%	➖ noise
61	duckdb:duckdb	+2.9%	-0.6%	+3.5%	+10.5%	➖ noise
61	duckdb:vortex-compact	-4.7%	-0.6%	-4.0%	+11.8%	➖ noise
61	duckdb:vortex-file-compressed	+1.1%	-0.6%	+1.8%	+16.5%	➖ noise
62	datafusion:vortex-compact	-4.9%	+4.2%	-8.7%	+25.7%	➖ noise
62	datafusion:vortex-file-compressed	-2.0%	+4.2%	-5.9%	+24.6%	➖ noise
62	duckdb:duckdb	-0.2%	+4.2%	-4.2%	+15.5%	➖ noise
62	duckdb:vortex-compact	-3.5%	+4.2%	-7.3%	+23.7%	➖ noise
62	duckdb:vortex-file-compressed	+2.3%	+4.2%	-1.8%	+20.5%	➖ noise
63	datafusion:vortex-compact	-3.8%	+0.3%	-4.1%	+10.0%	➖ noise
63	datafusion:vortex-file-compressed	-4.6%	+0.3%	-4.8%	+18.7%	➖ noise
63	duckdb:duckdb	-0.9%	+0.3%	-1.2%	+10.0%	➖ noise
63	duckdb:vortex-compact	+0.9%	+0.3%	+0.6%	+10.0%	➖ noise
63	duckdb:vortex-file-compressed	-2.1%	+0.3%	-2.3%	+10.0%	➖ noise
64	datafusion:vortex-compact	-3.9%	+0.4%	-4.3%	+10.0%	➖ noise
64	datafusion:vortex-file-compressed	-1.1%	+0.4%	-1.5%	+10.0%	➖ noise
64	duckdb:duckdb	-2.0%	+0.4%	-2.4%	+10.0%	➖ noise
64	duckdb:vortex-compact	-4.3%	+0.4%	-4.7%	+10.0%	➖ noise
64	duckdb:vortex-file-compressed	+0.3%	+0.4%	-0.1%	+10.7%	➖ noise
65	datafusion:vortex-compact	-3.2%	-0.4%	-2.8%	+10.0%	➖ noise
65	datafusion:vortex-file-compressed	-2.3%	-0.4%	-1.9%	+12.5%	➖ noise
65	duckdb:duckdb	-6.1%	-0.4%	-5.7%	+13.3%	➖ noise
65	duckdb:vortex-compact	+1.6%	-0.4%	+2.1%	+10.0%	➖ noise
65	duckdb:vortex-file-compressed	+2.8%	-0.4%	+3.3%	+10.7%	➖ noise
66	datafusion:vortex-compact	-6.6%	+4.4%	-10.6%	+14.5%	➖ noise
66	datafusion:vortex-file-compressed	-6.8%	+4.4%	-10.7%	+15.5%	➖ noise
66	duckdb:duckdb	+0.1%	+4.4%	-4.2%	+11.0%	➖ noise
66	duckdb:vortex-compact	-3.4%	+4.4%	-7.6%	+14.5%	➖ noise
66	duckdb:vortex-file-compressed	+5.0%	+4.4%	+0.5%	+13.8%	➖ noise
67	datafusion:vortex-compact	-5.7%	-1.9%	-3.9%	+10.0%	➖ noise
67	datafusion:vortex-file-compressed	+0.9%	-1.9%	+2.8%	+10.0%	➖ noise
67	duckdb:duckdb	-0.1%	-1.9%	+1.8%	+10.0%	➖ noise
67	duckdb:vortex-compact	-2.4%	-1.9%	-0.5%	+10.0%	➖ noise
67	duckdb:vortex-file-compressed	-1.7%	-1.9%	+0.2%	+10.0%	➖ noise
68	datafusion:vortex-compact	-0.5%	+0.1%	-0.5%	+15.6%	➖ noise
68	datafusion:vortex-file-compressed	-4.1%	+0.1%	-4.2%	+11.0%	➖ noise
68	duckdb:duckdb	+1.9%	+0.1%	+1.8%	+10.5%	➖ noise
68	duckdb:vortex-compact	+2.5%	+0.1%	+2.5%	+10.0%	➖ noise
68	duckdb:vortex-file-compressed	+0.0%	+0.1%	-0.0%	+13.1%	➖ noise
69	datafusion:vortex-compact	-3.0%	-1.8%	-1.2%	+10.0%	➖ noise
69	datafusion:vortex-file-compressed	-6.7%	-1.8%	-5.0%	+10.0%	➖ noise
69	duckdb:duckdb	-0.5%	-1.8%	+1.3%	+11.6%	➖ noise
69	duckdb:vortex-compact	+0.0%	-1.8%	+1.9%	+10.0%	➖ noise
69	duckdb:vortex-file-compressed	+2.5%	-1.8%	+4.4%	+10.0%	➖ noise
70	datafusion:vortex-compact	-2.7%	-0.5%	-2.3%	+11.1%	➖ noise
70	datafusion:vortex-file-compressed	-2.6%	-0.5%	-2.1%	+10.0%	➖ noise
70	duckdb:duckdb	-2.4%	-0.5%	-2.0%	+12.6%	➖ noise
70	duckdb:vortex-compact	-2.8%	-0.5%	-2.3%	+15.5%	➖ noise
70	duckdb:vortex-file-compressed	+2.5%	-0.5%	+3.0%	+10.0%	➖ noise
71	datafusion:vortex-compact	-3.4%	+2.6%	-5.8%	+15.6%	➖ noise
71	datafusion:vortex-file-compressed	+1.0%	+2.6%	-1.5%	+12.3%	➖ noise
71	duckdb:duckdb	+1.6%	+2.6%	-0.9%	+15.7%	➖ noise
71	duckdb:vortex-compact	-5.1%	+2.6%	-7.5%	+11.9%	➖ noise
71	duckdb:vortex-file-compressed	+6.5%	+2.6%	+3.8%	+11.3%	➖ noise
72	datafusion:vortex-compact	-3.1%	-1.5%	-1.7%	+10.0%	➖ noise
72	datafusion:vortex-file-compressed	-4.3%	-1.5%	-2.8%	+10.0%	➖ noise
72	duckdb:duckdb	-3.4%	-1.5%	-1.9%	+10.0%	➖ noise
72	duckdb:vortex-compact	+0.1%	-1.5%	+1.6%	+10.0%	➖ noise
72	duckdb:vortex-file-compressed	-2.3%	-1.5%	-0.9%	+10.0%	➖ noise
73	datafusion:vortex-compact	-1.8%	-0.1%	-1.7%	+14.2%	➖ noise
73	datafusion:vortex-file-compressed	-5.4%	-0.1%	-5.3%	+21.6%	➖ noise
73	duckdb:duckdb	-4.0%	-0.1%	-3.8%	+15.7%	➖ noise
73	duckdb:vortex-compact	+2.7%	-0.1%	+2.9%	+14.4%	➖ noise
73	duckdb:vortex-file-compressed	+4.3%	-0.1%	+4.4%	+13.3%	➖ noise
74	datafusion:vortex-compact	-0.3%	-1.5%	+1.2%	+10.0%	➖ noise
74	datafusion:vortex-file-compressed	+3.7%	-1.5%	+5.2%	+10.0%	➖ noise
74	duckdb:duckdb	-3.2%	-1.5%	-1.7%	+10.0%	➖ noise
74	duckdb:vortex-compact	+2.2%	-1.5%	+3.7%	+28.4%	➖ noise
74	duckdb:vortex-file-compressed	+5.9%	-1.5%	+7.5%	+27.9%	➖ noise
75	datafusion:vortex-compact	-4.5%	-0.4%	-4.2%	+12.2%	➖ noise
75	datafusion:vortex-file-compressed	-3.5%	-0.4%	-3.2%	+10.0%	➖ noise
75	duckdb:duckdb	+0.7%	-0.4%	+1.1%	+10.0%	➖ noise
75	duckdb:vortex-compact	-3.5%	-0.4%	-3.2%	+10.0%	➖ noise
75	duckdb:vortex-file-compressed	+4.1%	-0.4%	+4.4%	+10.0%	➖ noise
76	datafusion:vortex-compact	+1.4%	+0.2%	+1.2%	+10.0%	➖ noise
76	datafusion:vortex-file-compressed	-5.1%	+0.2%	-5.3%	+25.3%	➖ noise
76	duckdb:duckdb	-1.5%	+0.2%	-1.6%	+12.8%	➖ noise
76	duckdb:vortex-compact	+0.4%	+0.2%	+0.2%	+10.0%	➖ noise
76	duckdb:vortex-file-compressed	-0.2%	+0.2%	-0.4%	+22.5%	➖ noise
77	datafusion:vortex-compact	-5.7%	-5.1%	-0.6%	+15.0%	➖ noise
77	datafusion:vortex-file-compressed	-5.6%	-5.1%	-0.5%	+14.6%	➖ noise
77	duckdb:duckdb	-1.3%	-5.1%	+4.0%	+18.3%	➖ noise
77	duckdb:vortex-compact	-3.1%	-5.1%	+2.1%	+12.2%	➖ noise
77	duckdb:vortex-file-compressed	-1.7%	-5.1%	+3.6%	+20.6%	➖ noise
78	datafusion:vortex-compact	-3.3%	-2.0%	-1.3%	+10.0%	➖ noise
78	datafusion:vortex-file-compressed	-2.4%	-2.0%	-0.3%	+10.0%	➖ noise
78	duckdb:duckdb	-1.8%	-2.0%	+0.2%	+10.0%	➖ noise
78	duckdb:vortex-compact	+0.5%	-2.0%	+2.6%	+11.7%	➖ noise
78	duckdb:vortex-file-compressed	+4.2%	-2.0%	+6.3%	+10.0%	➖ noise
79	datafusion:vortex-compact	-3.6%	+0.2%	-3.7%	+13.9%	➖ noise
79	datafusion:vortex-file-compressed	+7.2%	+0.2%	+7.0%	+12.7%	➖ noise
79	duckdb:duckdb	-2.7%	+0.2%	-2.9%	+10.0%	➖ noise
79	duckdb:vortex-compact	-3.1%	+0.2%	-3.2%	+10.0%	➖ noise
79	duckdb:vortex-file-compressed	+0.9%	+0.2%	+0.7%	+10.0%	➖ noise
80	datafusion:vortex-compact	-4.1%	-2.7%	-1.4%	+10.1%	➖ noise
80	datafusion:vortex-file-compressed	-4.7%	-2.7%	-2.0%	+10.0%	➖ noise
80	duckdb:duckdb	-3.9%	-2.7%	-1.2%	+16.9%	➖ noise
80	duckdb:vortex-compact	+2.9%	-2.7%	+5.8%	+14.0%	➖ noise
80	duckdb:vortex-file-compressed	-2.2%	-2.7%	+0.6%	+17.8%	➖ noise
81	datafusion:vortex-compact	+12.1%	-2.9%	+15.5%	+21.9%	➖ noise
81	datafusion:vortex-file-compressed	-4.9%	-2.9%	-2.0%	+10.0%	➖ noise
81	duckdb:duckdb	-1.3%	-2.9%	+1.6%	+10.0%	➖ noise
81	duckdb:vortex-compact	-0.3%	-2.9%	+2.7%	+10.0%	➖ noise
81	duckdb:vortex-file-compressed	+7.0%	-2.9%	+10.2%	+10.7%	➖ noise
82	datafusion:vortex-compact	+2.0%	-5.2%	+7.6%	+10.0%	➖ noise
82	datafusion:vortex-file-compressed	-0.2%	-5.2%	+5.3%	+10.0%	➖ noise
82	duckdb:duckdb	+2.0%	-5.2%	+7.6%	+13.6%	➖ noise
82	duckdb:vortex-compact	-4.6%	-5.2%	+0.6%	+11.7%	➖ noise
82	duckdb:vortex-file-compressed	-1.0%	-5.2%	+4.4%	+10.4%	➖ noise
83	datafusion:vortex-compact	-9.2%	-3.0%	-6.4%	+13.7%	➖ noise
83	datafusion:vortex-file-compressed	-1.8%	-3.0%	+1.2%	+14.0%	➖ noise
83	duckdb:duckdb	+0.1%	-3.0%	+3.1%	+12.2%	➖ noise
83	duckdb:vortex-compact	+0.6%	-3.0%	+3.7%	+26.4%	➖ noise
83	duckdb:vortex-file-compressed	+1.4%	-3.0%	+4.5%	+10.0%	➖ noise
84	datafusion:vortex-compact	-7.2%	+2.4%	-9.5%	+10.0%	✅ faster
84	datafusion:vortex-file-compressed	-3.5%	+2.4%	-5.8%	+25.5%	➖ noise
84	duckdb:duckdb	-0.3%	+2.4%	-2.7%	+12.0%	➖ noise
84	duckdb:vortex-compact	-3.1%	+2.4%	-5.4%	+10.0%	➖ noise
84	duckdb:vortex-file-compressed	-2.7%	+2.4%	-5.1%	+10.0%	➖ noise
85	datafusion:vortex-compact	-5.7%	-2.5%	-3.2%	+10.0%	➖ noise
85	datafusion:vortex-file-compressed	-3.8%	-2.5%	-1.3%	+10.0%	➖ noise
85	duckdb:duckdb	+5.1%	-2.5%	+7.8%	+10.0%	➖ noise
85	duckdb:vortex-compact	-0.9%	-2.5%	+1.7%	+10.0%	➖ noise
85	duckdb:vortex-file-compressed	-0.8%	-2.5%	+1.8%	+10.0%	➖ noise
86	datafusion:vortex-compact	+11.0%	-6.1%	+18.2%	+21.1%	➖ noise
86	datafusion:vortex-file-compressed	-4.7%	-6.1%	+1.5%	+14.6%	➖ noise
86	duckdb:duckdb	-4.1%	-6.1%	+2.1%	+11.3%	➖ noise
86	duckdb:vortex-compact	-4.0%	-6.1%	+2.2%	+14.7%	➖ noise
86	duckdb:vortex-file-compressed	-14.8%	-6.1%	-9.3%	+15.7%	➖ noise
87	datafusion:vortex-compact	-5.3%	+0.3%	-5.6%	+10.5%	➖ noise
87	datafusion:vortex-file-compressed	-5.3%	+0.3%	-5.6%	+10.0%	➖ noise
87	duckdb:duckdb	-5.3%	+0.3%	-5.5%	+11.7%	➖ noise
87	duckdb:vortex-compact	-4.2%	+0.3%	-4.4%	+13.8%	➖ noise
87	duckdb:vortex-file-compressed	+0.0%	+0.3%	-0.2%	+12.7%	➖ noise
88	datafusion:vortex-compact	-3.6%	-1.4%	-2.2%	+10.0%	➖ noise
88	datafusion:vortex-file-compressed	-1.9%	-1.4%	-0.4%	+10.0%	➖ noise
88	duckdb:duckdb	+1.1%	-1.4%	+2.6%	+19.0%	➖ noise
88	duckdb:vortex-compact	-0.5%	-1.4%	+1.0%	+10.0%	➖ noise
88	duckdb:vortex-file-compressed	-5.7%	-1.4%	-4.3%	+10.0%	➖ noise
89	datafusion:vortex-compact	+8.8%	-0.6%	+9.4%	+12.9%	➖ noise
89	datafusion:vortex-file-compressed	-5.4%	-0.6%	-4.9%	+13.1%	➖ noise
89	duckdb:duckdb	+2.1%	-0.6%	+2.7%	+11.1%	➖ noise
89	duckdb:vortex-compact	-1.1%	-0.6%	-0.5%	+10.0%	➖ noise
89	duckdb:vortex-file-compressed	-0.9%	-0.6%	-0.4%	+14.4%	➖ noise
90	datafusion:vortex-compact	-5.5%	-5.3%	-0.2%	+10.0%	➖ noise
90	datafusion:vortex-file-compressed	-0.8%	-5.3%	+4.7%	+10.0%	➖ noise
90	duckdb:duckdb	-4.7%	-5.3%	+0.6%	+14.9%	➖ noise
90	duckdb:vortex-compact	-2.5%	-5.3%	+2.9%	+10.5%	➖ noise
90	duckdb:vortex-file-compressed	+2.1%	-5.3%	+7.8%	+10.0%	➖ noise
91	datafusion:vortex-compact	-5.4%	-4.9%	-0.5%	+10.0%	➖ noise
91	datafusion:vortex-file-compressed	-6.8%	-4.9%	-1.9%	+10.0%	➖ noise
91	duckdb:duckdb	-6.9%	-4.9%	-2.1%	+13.0%	➖ noise
91	duckdb:vortex-compact	-2.9%	-4.9%	+2.2%	+10.0%	➖ noise
91	duckdb:vortex-file-compressed	+0.3%	-4.9%	+5.5%	+10.0%	➖ noise
92	datafusion:vortex-compact	-6.9%	-3.2%	-3.9%	+11.3%	➖ noise
92	datafusion:vortex-file-compressed	-2.4%	-3.2%	+0.8%	+10.3%	➖ noise
92	duckdb:duckdb	+5.4%	-3.2%	+8.8%	+15.6%	➖ noise
92	duckdb:vortex-compact	-5.2%	-3.2%	-2.1%	+20.0%	➖ noise
92	duckdb:vortex-file-compressed	+12.2%	-3.2%	+15.8%	+11.5%	🚨 regression
93	datafusion:vortex-compact	-0.2%	-0.0%	-0.2%	+10.0%	➖ noise
93	datafusion:vortex-file-compressed	-6.3%	-0.0%	-6.3%	+10.0%	➖ noise
93	duckdb:duckdb	+0.6%	-0.0%	+0.6%	+10.0%	➖ noise
93	duckdb:vortex-compact	-0.1%	-0.0%	-0.1%	+10.8%	➖ noise
93	duckdb:vortex-file-compressed	-6.4%	-0.0%	-6.4%	+14.0%	➖ noise
94	datafusion:vortex-compact	-13.7%	-2.9%	-11.1%	+12.5%	➖ noise
94	datafusion:vortex-file-compressed	-9.2%	-2.9%	-6.5%	+13.0%	➖ noise
94	duckdb:duckdb	+1.9%	-2.9%	+5.0%	+10.0%	➖ noise
94	duckdb:vortex-compact	+0.4%	-2.9%	+3.5%	+10.0%	➖ noise
94	duckdb:vortex-file-compressed	-5.3%	-2.9%	-2.4%	+13.2%	➖ noise
95	datafusion:vortex-compact	-2.9%	-5.7%	+2.9%	+10.0%	➖ noise
95	datafusion:vortex-file-compressed	-6.1%	-5.7%	-0.5%	+11.9%	➖ noise
95	duckdb:duckdb	+6.2%	-5.7%	+12.6%	+18.8%	➖ noise
95	duckdb:vortex-compact	+0.1%	-5.7%	+6.1%	+18.8%	➖ noise
95	duckdb:vortex-file-compressed	+11.6%	-5.7%	+18.4%	+14.6%	🚨 regression
96	datafusion:vortex-compact	-2.1%	-5.0%	+3.0%	+10.0%	➖ noise
96	datafusion:vortex-file-compressed	-4.4%	-5.0%	+0.6%	+10.0%	➖ noise
96	duckdb:duckdb	-1.4%	-5.0%	+3.7%	+17.4%	➖ noise
96	duckdb:vortex-compact	+1.2%	-5.0%	+6.5%	+10.5%	➖ noise
96	duckdb:vortex-file-compressed	-8.2%	-5.0%	-3.4%	+14.9%	➖ noise
97	datafusion:vortex-compact	-4.2%	+0.7%	-4.9%	+10.6%	➖ noise
97	datafusion:vortex-file-compressed	-7.7%	+0.7%	-8.3%	+10.5%	➖ noise
97	duckdb:duckdb	-4.6%	+0.7%	-5.3%	+10.8%	➖ noise
97	duckdb:vortex-compact	-4.0%	+0.7%	-4.7%	+11.4%	➖ noise
97	duckdb:vortex-file-compressed	-4.3%	+0.7%	-5.0%	+19.8%	➖ noise
98	datafusion:vortex-compact	-5.5%	-1.7%	-3.9%	+10.0%	➖ noise
98	datafusion:vortex-file-compressed	-2.1%	-1.7%	-0.5%	+10.0%	➖ noise
98	duckdb:duckdb	-6.0%	-1.7%	-4.4%	+13.8%	➖ noise
98	duckdb:vortex-compact	-0.1%	-1.7%	+1.6%	+10.0%	➖ noise
98	duckdb:vortex-file-compressed	-1.4%	-1.7%	+0.3%	+10.0%	➖ noise
99	datafusion:vortex-compact	-17.3%	-11.2%	-6.9%	+20.2%	➖ noise
99	datafusion:vortex-file-compressed	-0.1%	-11.2%	+12.6%	+17.3%	➖ noise
99	duckdb:duckdb	+1.2%	-11.2%	+14.0%	+14.4%	➖ noise
99	duckdb:vortex-compact	-13.0%	-11.2%	-2.0%	+22.5%	➖ noise
99	duckdb:vortex-file-compressed	+0.6%	-11.2%	+13.3%	+18.9%	➖ noise

[github-actions]

File Sizes: TPC-DS SF=1 on NVME

No file size changes detected.

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +0.4%
Vortex (geomean): 1.046x ➖
Parquet (geomean): 1.043x ➖
Shifts: Parquet (control) +4.3% · Median polish +3.0%

---

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	34251861	34657283	0.99
fineweb_q01/datafusion:vortex-file-compressed	529861807	509958963	1.04
fineweb_q02/datafusion:vortex-file-compressed 🚨	594814952	450099832	1.32
fineweb_q03/datafusion:vortex-file-compressed	1517298946	1412613414	1.07
fineweb_q04/datafusion:vortex-file-compressed	1384489338	1359918509	1.02
fineweb_q05/datafusion:vortex-file-compressed	1414268331	1354106531	1.04
fineweb_q06/datafusion:vortex-file-compressed	1514495702	1442194569	1.05
fineweb_q07/datafusion:vortex-file-compressed	1405572619	1356920872	1.04
fineweb_q08/datafusion:vortex-file-compressed	515938588	504366104	1.02

datafusion / vortex-compact (0.996x ➖, 1↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚀	36709027	58361252	0.63
fineweb_q01/datafusion:vortex-compact	575929808	470120659	1.23
fineweb_q02/datafusion:vortex-compact 🚨	766517920	585085896	1.31
fineweb_q03/datafusion:vortex-compact	1506143138	1498529779	1.01
fineweb_q04/datafusion:vortex-compact	1749915428	1745871705	1.00
fineweb_q05/datafusion:vortex-compact	1437701028	1444028586	1.00
fineweb_q06/datafusion:vortex-compact	1293134213	1338147595	0.97
fineweb_q07/datafusion:vortex-compact	1152034885	1167033205	0.99
fineweb_q08/datafusion:vortex-compact	365809979	365692483	1.00

datafusion / parquet (1.064x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1304523410	1054257137	1.24
fineweb_q01/datafusion:parquet	1805908767	1742236890	1.04
fineweb_q02/datafusion:parquet	1933010866	2136523346	0.90
fineweb_q03/datafusion:parquet	1948328094	1899423540	1.03
fineweb_q04/datafusion:parquet	1919311204	2002238540	0.96
fineweb_q05/datafusion:parquet	2022748435	1762938539	1.15
fineweb_q06/datafusion:parquet	2108495765	1803024425	1.17
fineweb_q07/datafusion:parquet	1905644578	1807724779	1.05
fineweb_q08/datafusion:parquet	1823085237	1679450959	1.09

duckdb / vortex-file-compressed (1.028x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	78061608	74545863	1.05
fineweb_q01/duckdb:vortex-file-compressed	549501028	562295424	0.98
fineweb_q02/duckdb:vortex-file-compressed	472061599	540851621	0.87
fineweb_q03/duckdb:vortex-file-compressed	1504782801	1461398785	1.03
fineweb_q04/duckdb:vortex-file-compressed	1499867989	1482542744	1.01
fineweb_q05/duckdb:vortex-file-compressed	1516650467	1523920947	1.00
fineweb_q06/duckdb:vortex-file-compressed	1711419495	1647070982	1.04
fineweb_q07/duckdb:vortex-file-compressed	1586717517	1406626558	1.13
fineweb_q08/duckdb:vortex-file-compressed	715643642	603395628	1.19

duckdb / vortex-compact (1.101x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact 🚨	119499828	72389859	1.65
fineweb_q01/duckdb:vortex-compact	510798391	519097790	0.98
fineweb_q02/duckdb:vortex-compact	646302870	613924617	1.05
fineweb_q03/duckdb:vortex-compact	1696252650	1678093869	1.01
fineweb_q04/duckdb:vortex-compact	1822323115	1733946096	1.05
fineweb_q05/duckdb:vortex-compact	1503187113	1592246134	0.94
fineweb_q06/duckdb:vortex-compact	1561743103	1484142960	1.05
fineweb_q07/duckdb:vortex-compact	1353686899	1310730102	1.03
fineweb_q08/duckdb:vortex-compact	599763856	469798453	1.28

duckdb / parquet (1.021x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1246189414	1094365897	1.14
fineweb_q01/duckdb:parquet	1410809501	1358535219	1.04
fineweb_q02/duckdb:parquet	1401380398	1390455068	1.01
fineweb_q03/duckdb:parquet	3601601677	3745566972	0.96
fineweb_q04/duckdb:parquet	1957987082	1928065636	1.02
fineweb_q05/duckdb:parquet	2156628991	2120217606	1.02
fineweb_q06/duckdb:parquet	4333687534	4376841385	0.99
fineweb_q07/duckdb:parquet	2628148775	2677624246	0.98
fineweb_q08/duckdb:parquet	1133596791	1077554983	1.05

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-37.1%	+18.7%	-47.0%	+168.3%	➖ noise
0	datafusion:vortex-file-compressed	-1.2%	+18.7%	-16.7%	+200.9%	➖ noise
0	duckdb:vortex-compact	+65.1%	+18.7%	+39.1%	+67.8%	➖ noise
0	duckdb:vortex-file-compressed	+4.7%	+18.7%	-11.8%	+59.6%	➖ noise
1	datafusion:vortex-compact	+22.5%	+3.8%	+18.1%	+54.1%	➖ noise
1	datafusion:vortex-file-compressed	+3.9%	+3.8%	+0.1%	+70.7%	➖ noise
1	duckdb:vortex-compact	-1.6%	+3.8%	-5.2%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	-2.3%	+3.8%	-5.8%	+30.0%	➖ noise
2	datafusion:vortex-compact	+31.0%	-4.5%	+37.2%	+30.0%	🚨 regression
2	datafusion:vortex-file-compressed	+32.2%	-4.5%	+38.4%	+34.3%	🚨 regression
2	duckdb:vortex-compact	+5.3%	-4.5%	+10.2%	+40.0%	➖ noise
2	duckdb:vortex-file-compressed	-12.7%	-4.5%	-8.6%	+35.4%	➖ noise
3	datafusion:vortex-compact	+0.5%	-0.7%	+1.2%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	+7.4%	-0.7%	+8.2%	+30.0%	➖ noise
3	duckdb:vortex-compact	+1.1%	-0.7%	+1.8%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+3.0%	-0.7%	+3.7%	+30.0%	➖ noise
4	datafusion:vortex-compact	+0.2%	-1.3%	+1.6%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	+1.8%	-1.3%	+3.2%	+30.0%	➖ noise
4	duckdb:vortex-compact	+5.1%	-1.3%	+6.5%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.2%	-1.3%	+2.5%	+30.0%	➖ noise
5	datafusion:vortex-compact	-0.4%	+8.0%	-7.8%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+4.4%	+8.0%	-3.3%	+30.0%	➖ noise
5	duckdb:vortex-compact	-5.6%	+8.0%	-12.6%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	-0.5%	+8.0%	-7.9%	+30.0%	➖ noise
6	datafusion:vortex-compact	-3.4%	+7.6%	-10.2%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	+5.0%	+7.6%	-2.4%	+30.0%	➖ noise
6	duckdb:vortex-compact	+5.2%	+7.6%	-2.2%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+3.9%	+7.6%	-3.4%	+30.0%	➖ noise
7	datafusion:vortex-compact	-1.3%	+1.7%	-3.0%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	+3.6%	+1.7%	+1.8%	+30.0%	➖ noise
7	duckdb:vortex-compact	+3.3%	+1.7%	+1.5%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+12.8%	+1.7%	+10.9%	+30.0%	➖ noise
8	datafusion:vortex-compact	+0.0%	+6.9%	-6.4%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+2.3%	+6.9%	-4.3%	+30.0%	➖ noise
8	duckdb:vortex-compact	+27.7%	+6.9%	+19.5%	+35.2%	➖ noise
8	duckdb:vortex-file-compressed	+18.6%	+6.9%	+11.0%	+30.0%	➖ noise

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.4%
Vortex (geomean): 0.984x ➖
Parquet (geomean): 0.988x ➖
Shifts: Parquet (control) -1.2% · Median polish -0.5%

---

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	11405835	11647862	0.98
statpopgen_q01/duckdb:vortex-file-compressed 🚀	19639155	27033750	0.73
statpopgen_q02/duckdb:vortex-file-compressed	1382565765	1392993476	0.99
statpopgen_q03/duckdb:vortex-file-compressed	3150670494	3143605991	1.00
statpopgen_q04/duckdb:vortex-file-compressed	3113219794	3223182606	0.97
statpopgen_q05/duckdb:vortex-file-compressed	1454415601	1457478478	1.00
statpopgen_q06/duckdb:vortex-file-compressed	2142647996	2129929514	1.01
statpopgen_q07/duckdb:vortex-file-compressed	208073093	206864612	1.01
statpopgen_q08/duckdb:vortex-file-compressed	239024161	230896505	1.04
statpopgen_q09/duckdb:vortex-file-compressed	2960015039	2886786264	1.03
statpopgen_q10/duckdb:vortex-file-compressed	4746767734	4715801835	1.01

duckdb / vortex-compact (0.996x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	11212810	11219129	1.00
statpopgen_q01/duckdb:vortex-compact	165409358	165702809	1.00
statpopgen_q02/duckdb:vortex-compact	1824521515	1859815005	0.98
statpopgen_q03/duckdb:vortex-compact	3495641881	3532246348	0.99
statpopgen_q04/duckdb:vortex-compact	3553796630	3535654546	1.01
statpopgen_q05/duckdb:vortex-compact	1836918770	1867994030	0.98
statpopgen_q06/duckdb:vortex-compact	2708480069	2673808937	1.01
statpopgen_q07/duckdb:vortex-compact	880112793	884830583	0.99
statpopgen_q08/duckdb:vortex-compact	911174421	911391044	1.00
statpopgen_q09/duckdb:vortex-compact	3375244424	3360108064	1.00
statpopgen_q10/duckdb:vortex-compact	5394198367	5483277391	0.98

duckdb / parquet (0.988x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	318184413	325469076	0.98
statpopgen_q01/duckdb:parquet	406620092	402634988	1.01
statpopgen_q02/duckdb:parquet	990822857	998345364	0.99
statpopgen_q03/duckdb:parquet	1492668731	1517869814	0.98
statpopgen_q04/duckdb:parquet	1518587851	1515573251	1.00
statpopgen_q05/duckdb:parquet	1006979586	1018229753	0.99
statpopgen_q06/duckdb:parquet	1493087853	1485399691	1.01
statpopgen_q07/duckdb:parquet	1318788301	1328579320	0.99
statpopgen_q08/duckdb:parquet	1318594480	1338432769	0.99
statpopgen_q09/duckdb:parquet	1340445842	1427098026	0.94
statpopgen_q10/duckdb:parquet	2687167165	2709895411	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	-0.1%	-2.2%	+2.2%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-2.1%	-2.2%	+0.2%	+10.0%	➖ noise
1	duckdb:vortex-compact	-0.2%	+1.0%	-1.2%	+10.0%	➖ noise
1	duckdb:vortex-file-compressed	-27.4%	+1.0%	-28.1%	+201.9%	➖ noise
2	duckdb:vortex-compact	-1.9%	-0.8%	-1.2%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-0.7%	-0.8%	+0.0%	+10.0%	➖ noise
3	duckdb:vortex-compact	-1.0%	-1.7%	+0.6%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+0.2%	-1.7%	+1.9%	+10.0%	➖ noise
4	duckdb:vortex-compact	+0.5%	+0.2%	+0.3%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	-3.4%	+0.2%	-3.6%	+10.0%	➖ noise
5	duckdb:vortex-compact	-1.7%	-1.1%	-0.6%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-0.2%	-1.1%	+0.9%	+10.0%	➖ noise
6	duckdb:vortex-compact	+1.3%	+0.5%	+0.8%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	+0.6%	+0.5%	+0.1%	+10.0%	➖ noise
7	duckdb:vortex-compact	-0.5%	-0.7%	+0.2%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+0.6%	-0.7%	+1.3%	+10.0%	➖ noise
8	duckdb:vortex-compact	-0.0%	-1.5%	+1.5%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+3.5%	-1.5%	+5.1%	+10.0%	➖ noise
9	duckdb:vortex-compact	+0.5%	-6.1%	+6.9%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+2.5%	-6.1%	+9.2%	+10.0%	➖ noise
10	duckdb:vortex-compact	-1.6%	-0.8%	-0.8%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+0.7%	-0.8%	+1.5%	+10.0%	➖ noise

[github-actions]

File Sizes: Statistical and Population Genetics

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -2.3%
Vortex (geomean): 1.016x ➖
Parquet (geomean): 1.040x ➖
Shifts: Parquet (control) +4.0% · Median polish +2.4%

---

datafusion / vortex-file-compressed (0.997x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	795818046	680840675	1.17
tpch_q02/datafusion:vortex-file-compressed	696797932	768523551	0.91
tpch_q03/datafusion:vortex-file-compressed	855894984	849443273	1.01
tpch_q04/datafusion:vortex-file-compressed	625197246	629281578	0.99
tpch_q05/datafusion:vortex-file-compressed	967491301	1071259691	0.90
tpch_q06/datafusion:vortex-file-compressed	667851550	755566971	0.88
tpch_q07/datafusion:vortex-file-compressed	979673617	1054200757	0.93
tpch_q08/datafusion:vortex-file-compressed	1153559469	1193356777	0.97
tpch_q09/datafusion:vortex-file-compressed	1265048948	1278459122	0.99
tpch_q10/datafusion:vortex-file-compressed	934536468	1168217664	0.80
tpch_q11/datafusion:vortex-file-compressed	476614186	522505906	0.91
tpch_q12/datafusion:vortex-file-compressed	1119754271	880207721	1.27
tpch_q13/datafusion:vortex-file-compressed	454897088	413979323	1.10
tpch_q14/datafusion:vortex-file-compressed	757231409	586249232	1.29
tpch_q15/datafusion:vortex-file-compressed	1101432932	1156273955	0.95
tpch_q16/datafusion:vortex-file-compressed	349143362	427746130	0.82
tpch_q17/datafusion:vortex-file-compressed	1125044369	1152028078	0.98
tpch_q18/datafusion:vortex-file-compressed	1230802251	1269455449	0.97
tpch_q19/datafusion:vortex-file-compressed	803850311	764577667	1.05
tpch_q20/datafusion:vortex-file-compressed	1012810147	964900232	1.05
tpch_q21/datafusion:vortex-file-compressed	1610024919	1631193026	0.99
tpch_q22/datafusion:vortex-file-compressed	404684582	342866527	1.18

datafusion / vortex-compact (1.043x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	676796127	694208234	0.97
tpch_q02/datafusion:vortex-compact	594091460	696292101	0.85
tpch_q03/datafusion:vortex-compact	742445889	681864130	1.09
tpch_q04/datafusion:vortex-compact	608727185	553676518	1.10
tpch_q05/datafusion:vortex-compact	969562524	838779689	1.16
tpch_q06/datafusion:vortex-compact	637666626	591095542	1.08
tpch_q07/datafusion:vortex-compact	983936077	930265758	1.06
tpch_q08/datafusion:vortex-compact	1082336403	1240467419	0.87
tpch_q09/datafusion:vortex-compact	1163480986	1320344386	0.88
tpch_q10/datafusion:vortex-compact	894537506	1133265153	0.79
tpch_q11/datafusion:vortex-compact	407458461	372285157	1.09
tpch_q12/datafusion:vortex-compact	937653793	791198268	1.19
tpch_q13/datafusion:vortex-compact	421227194	399816272	1.05
tpch_q14/datafusion:vortex-compact 🚨	809585002	568611922	1.42
tpch_q15/datafusion:vortex-compact	1192908724	1044855105	1.14
tpch_q16/datafusion:vortex-compact	331772823	307268723	1.08
tpch_q17/datafusion:vortex-compact	1138791709	1133866358	1.00
tpch_q18/datafusion:vortex-compact	1060409152	1044686845	1.02
tpch_q19/datafusion:vortex-compact	773384904	752696965	1.03
tpch_q20/datafusion:vortex-compact	876160140	833531015	1.05
tpch_q21/datafusion:vortex-compact	1452936853	1359578684	1.07
tpch_q22/datafusion:vortex-compact	423094468	374852006	1.13

datafusion / parquet (1.066x ➖, 0↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	848569254	815965624	1.04
tpch_q02/datafusion:parquet	825490830	859137562	0.96
tpch_q03/datafusion:parquet	1164465112	941230730	1.24
tpch_q04/datafusion:parquet	559129396	501388934	1.12
tpch_q05/datafusion:parquet	1142267758	1104051898	1.03
tpch_q06/datafusion:parquet	560205750	496468695	1.13
tpch_q07/datafusion:parquet	1238430398	1197520800	1.03
tpch_q08/datafusion:parquet	1628936380	1493131560	1.09
tpch_q09/datafusion:parquet	1900069400	1607730297	1.18
tpch_q10/datafusion:parquet	2029759617	1909320014	1.06
tpch_q11/datafusion:parquet 🚨	769871250	551601904	1.40
tpch_q12/datafusion:parquet	650173659	721265120	0.90
tpch_q13/datafusion:parquet	767243610	696485333	1.10
tpch_q14/datafusion:parquet	812106343	759690504	1.07
tpch_q15/datafusion:parquet	1257529485	1277697396	0.98
tpch_q16/datafusion:parquet	394366215	469359767	0.84
tpch_q17/datafusion:parquet	1353881728	1365661977	0.99
tpch_q18/datafusion:parquet	1536528334	1604872969	0.96
tpch_q19/datafusion:parquet	927768983	938944339	0.99
tpch_q20/datafusion:parquet	1280260368	1257684053	1.02
tpch_q21/datafusion:parquet	2019088033	1769560059	1.14
tpch_q22/datafusion:parquet 🚨	976350214	735966382	1.33

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	661585624	591077452	1.12
tpch_q02/duckdb:vortex-file-compressed	1330855501	1106991772	1.20
tpch_q03/duckdb:vortex-file-compressed	932822003	913233544	1.02
tpch_q04/duckdb:vortex-file-compressed	622229751	666747770	0.93
tpch_q05/duckdb:vortex-file-compressed	1086741037	1009804052	1.08
tpch_q06/duckdb:vortex-file-compressed	729981227	781222438	0.93
tpch_q07/duckdb:vortex-file-compressed	1207351244	1146771250	1.05
tpch_q08/duckdb:vortex-file-compressed	1470311767	1365231298	1.08
tpch_q09/duckdb:vortex-file-compressed	1430247512	1432978554	1.00
tpch_q10/duckdb:vortex-file-compressed	1132226756	1089932173	1.04
tpch_q11/duckdb:vortex-file-compressed	707877899	625925077	1.13
tpch_q12/duckdb:vortex-file-compressed	862109751	703052506	1.23
tpch_q13/duckdb:vortex-file-compressed	919067600	961910853	0.96
tpch_q14/duckdb:vortex-file-compressed	777444790	886565007	0.88
tpch_q15/duckdb:vortex-file-compressed	553309046	559186068	0.99
tpch_q16/duckdb:vortex-file-compressed	521508475	580170930	0.90
tpch_q17/duckdb:vortex-file-compressed	987178073	1012935072	0.97
tpch_q18/duckdb:vortex-file-compressed	952833136	899197887	1.06
tpch_q19/duckdb:vortex-file-compressed	712027363	744207398	0.96
tpch_q20/duckdb:vortex-file-compressed	1224539232	1180751298	1.04
tpch_q21/duckdb:vortex-file-compressed	1987014951	1935755713	1.03
tpch_q22/duckdb:vortex-file-compressed	674979285	688224235	0.98

duckdb / vortex-compact (1.001x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	606451932	604034524	1.00
tpch_q02/duckdb:vortex-compact	1073968660	1037338376	1.04
tpch_q03/duckdb:vortex-compact	849970431	946004837	0.90
tpch_q04/duckdb:vortex-compact	521153453	496048628	1.05
tpch_q05/duckdb:vortex-compact	1006563387	1101628432	0.91
tpch_q06/duckdb:vortex-compact	694638557	734966084	0.95
tpch_q07/duckdb:vortex-compact	1084423132	1082740515	1.00
tpch_q08/duckdb:vortex-compact	1422084994	1345293336	1.06
tpch_q09/duckdb:vortex-compact	1391484827	1313731297	1.06
tpch_q10/duckdb:vortex-compact	1079616726	1022056938	1.06
tpch_q11/duckdb:vortex-compact	673438653	618644199	1.09
tpch_q12/duckdb:vortex-compact	653285569	688218213	0.95
tpch_q13/duckdb:vortex-compact	846454100	854820388	0.99
tpch_q14/duckdb:vortex-compact	928291101	898235385	1.03
tpch_q15/duckdb:vortex-compact	526951772	551543185	0.96
tpch_q16/duckdb:vortex-compact	437659004	481640095	0.91
tpch_q17/duckdb:vortex-compact	908309037	874038651	1.04
tpch_q18/duckdb:vortex-compact	777053599	749222662	1.04
tpch_q19/duckdb:vortex-compact	717704932	736728765	0.97
tpch_q20/duckdb:vortex-compact	1141492242	1179670699	0.97
tpch_q21/duckdb:vortex-compact	1706971251	1682104668	1.01
tpch_q22/duckdb:vortex-compact	622676089	583158269	1.07

duckdb / parquet (1.014x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	786729150	848800815	0.93
tpch_q02/duckdb:parquet	1385353343	1322969656	1.05
tpch_q03/duckdb:parquet	1568939495	1608115379	0.98
tpch_q04/duckdb:parquet	1079696267	1055877653	1.02
tpch_q05/duckdb:parquet	1867828563	1936233335	0.96
tpch_q06/duckdb:parquet	772145500	832275267	0.93
tpch_q07/duckdb:parquet	1729609930	1735336457	1.00
tpch_q08/duckdb:parquet	2247948300	2211138081	1.02
tpch_q09/duckdb:parquet	2689495801	2428470406	1.11
tpch_q10/duckdb:parquet	3079800688	2976810158	1.03
tpch_q11/duckdb:parquet	905707461	974298110	0.93
tpch_q12/duckdb:parquet	1087766750	1056250484	1.03
tpch_q13/duckdb:parquet	1222347674	1165175415	1.05
tpch_q14/duckdb:parquet	1239865485	1253635389	0.99
tpch_q15/duckdb:parquet	887977866	811269678	1.09
tpch_q16/duckdb:parquet	856305953	842366685	1.02
tpch_q17/duckdb:parquet	1226054432	1191722935	1.03
tpch_q18/duckdb:parquet	1365061147	1289968785	1.06
tpch_q19/duckdb:parquet	1487133960	1412371226	1.05
tpch_q20/duckdb:parquet	1842179336	1898338963	0.97
tpch_q21/duckdb:parquet	1770603198	1655611410	1.07
tpch_q22/duckdb:parquet	1035809306	1000913873	1.03

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-2.5%	-1.8%	-0.7%	+35.2%	➖ noise
1	datafusion:vortex-file-compressed	+16.9%	-1.8%	+19.1%	+40.5%	➖ noise
1	duckdb:vortex-compact	+0.4%	-1.8%	+2.3%	+30.0%	➖ noise
1	duckdb:vortex-file-compressed	+11.9%	-1.8%	+14.0%	+30.0%	➖ noise
2	datafusion:vortex-compact	-14.7%	+0.3%	-14.9%	+48.8%	➖ noise
2	datafusion:vortex-file-compressed	-9.3%	+0.3%	-9.6%	+41.7%	➖ noise
2	duckdb:vortex-compact	+3.5%	+0.3%	+3.2%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+20.2%	+0.3%	+19.9%	+30.0%	➖ noise
3	datafusion:vortex-compact	+8.9%	+9.9%	-0.9%	+43.8%	➖ noise
3	datafusion:vortex-file-compressed	+0.8%	+9.9%	-8.3%	+50.6%	➖ noise
3	duckdb:vortex-compact	-10.2%	+9.9%	-18.2%	+31.6%	➖ noise
3	duckdb:vortex-file-compressed	+2.1%	+9.9%	-7.0%	+34.0%	➖ noise
4	datafusion:vortex-compact	+9.9%	+6.8%	+3.0%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	-0.6%	+6.8%	-7.0%	+30.0%	➖ noise
4	duckdb:vortex-compact	+5.1%	+6.8%	-1.6%	+33.4%	➖ noise
4	duckdb:vortex-file-compressed	-6.7%	+6.8%	-12.6%	+30.0%	➖ noise
5	datafusion:vortex-compact	+15.6%	-0.1%	+15.7%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-9.7%	-0.1%	-9.6%	+30.0%	➖ noise
5	duckdb:vortex-compact	-8.6%	-0.1%	-8.5%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+7.6%	-0.1%	+7.7%	+30.0%	➖ noise
6	datafusion:vortex-compact	+7.9%	+2.3%	+5.4%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-11.6%	+2.3%	-13.6%	+30.0%	➖ noise
6	duckdb:vortex-compact	-5.5%	+2.3%	-7.6%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	-6.6%	+2.3%	-8.7%	+30.0%	➖ noise
7	datafusion:vortex-compact	+5.8%	+1.5%	+4.2%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-7.1%	+1.5%	-8.5%	+30.0%	➖ noise
7	duckdb:vortex-compact	+0.2%	+1.5%	-1.3%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+5.3%	+1.5%	+3.7%	+30.0%	➖ noise
8	datafusion:vortex-compact	-12.7%	+5.3%	-17.2%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	-3.3%	+5.3%	-8.2%	+30.0%	➖ noise
8	duckdb:vortex-compact	+5.7%	+5.3%	+0.4%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+7.7%	+5.3%	+2.3%	+30.0%	➖ noise
9	datafusion:vortex-compact	-11.9%	+14.4%	-23.0%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	-1.0%	+14.4%	-13.5%	+30.0%	➖ noise
9	duckdb:vortex-compact	+5.9%	+14.4%	-7.4%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	-0.2%	+14.4%	-12.8%	+30.0%	➖ noise
10	datafusion:vortex-compact	-21.1%	+4.9%	-24.7%	+30.0%	✅ faster
10	datafusion:vortex-file-compressed	-20.0%	+4.9%	-23.7%	+30.0%	✅ faster
10	duckdb:vortex-compact	+5.6%	+4.9%	+0.7%	+30.0%	➖ noise
10	duckdb:vortex-file-compressed	+3.9%	+4.9%	-0.9%	+30.0%	➖ noise
11	datafusion:vortex-compact	+9.4%	+13.9%	-3.9%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	-8.8%	+13.9%	-19.9%	+30.8%	➖ noise
11	duckdb:vortex-compact	+8.9%	+13.9%	-4.4%	+30.0%	➖ noise
11	duckdb:vortex-file-compressed	+13.1%	+13.9%	-0.7%	+30.0%	➖ noise
12	datafusion:vortex-compact	+18.5%	-3.7%	+23.0%	+30.0%	➖ noise
12	datafusion:vortex-file-compressed	+27.2%	-3.7%	+32.0%	+30.0%	🚨 regression
12	duckdb:vortex-compact	-5.1%	-3.7%	-1.5%	+30.0%	➖ noise
12	duckdb:vortex-file-compressed	+22.6%	-3.7%	+27.3%	+30.0%	➖ noise
13	datafusion:vortex-compact	+5.4%	+7.5%	-2.0%	+30.0%	➖ noise
13	datafusion:vortex-file-compressed	+9.9%	+7.5%	+2.2%	+30.0%	➖ noise
13	duckdb:vortex-compact	-1.0%	+7.5%	-7.9%	+36.6%	➖ noise
13	duckdb:vortex-file-compressed	-4.5%	+7.5%	-11.1%	+32.0%	➖ noise
14	datafusion:vortex-compact	+42.4%	+2.8%	+38.5%	+30.0%	🚨 regression
14	datafusion:vortex-file-compressed	+29.2%	+2.8%	+25.6%	+30.0%	➖ noise
14	duckdb:vortex-compact	+3.3%	+2.8%	+0.5%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	-12.3%	+2.8%	-14.7%	+30.0%	➖ noise
15	datafusion:vortex-compact	+14.2%	+3.8%	+10.0%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	-4.7%	+3.8%	-8.2%	+30.0%	➖ noise
15	duckdb:vortex-compact	-4.5%	+3.8%	-7.9%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	-1.1%	+3.8%	-4.7%	+30.0%	➖ noise
16	datafusion:vortex-compact	+8.0%	-7.6%	+16.8%	+33.4%	➖ noise
16	datafusion:vortex-file-compressed	-18.4%	-7.6%	-11.7%	+30.0%	➖ noise
16	duckdb:vortex-compact	-9.1%	-7.6%	-1.7%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	-10.1%	-7.6%	-2.7%	+30.0%	➖ noise
17	datafusion:vortex-compact	+0.4%	+1.0%	-0.6%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	-2.3%	+1.0%	-3.3%	+30.0%	➖ noise
17	duckdb:vortex-compact	+3.9%	+1.0%	+2.9%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	-2.5%	+1.0%	-3.5%	+30.0%	➖ noise
18	datafusion:vortex-compact	+1.5%	+0.7%	+0.8%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	-3.0%	+0.7%	-3.7%	+30.0%	➖ noise
18	duckdb:vortex-compact	+3.7%	+0.7%	+3.0%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+6.0%	+0.7%	+5.3%	+30.0%	➖ noise
19	datafusion:vortex-compact	+2.7%	+2.0%	+0.7%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	+5.1%	+2.0%	+3.1%	+30.0%	➖ noise
19	duckdb:vortex-compact	-2.6%	+2.0%	-4.5%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	-4.3%	+2.0%	-6.2%	+30.0%	➖ noise
20	datafusion:vortex-compact	+5.1%	-0.6%	+5.8%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+5.0%	-0.6%	+5.6%	+30.0%	➖ noise
20	duckdb:vortex-compact	-3.2%	-0.6%	-2.6%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+3.7%	-0.6%	+4.3%	+30.0%	➖ noise
21	datafusion:vortex-compact	+6.9%	+10.5%	-3.3%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	-1.3%	+10.5%	-10.6%	+30.0%	➖ noise
21	duckdb:vortex-compact	+1.5%	+10.5%	-8.1%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+2.6%	+10.5%	-7.1%	+30.0%	➖ noise
22	datafusion:vortex-compact	+12.9%	+17.2%	-3.7%	+30.0%	➖ noise
22	datafusion:vortex-file-compressed	+18.0%	+17.2%	+0.7%	+30.0%	➖ noise
22	duckdb:vortex-compact	+6.8%	+17.2%	-8.9%	+30.0%	➖ noise
22	duckdb:vortex-file-compressed	-1.9%	+17.2%	-16.3%	+40.7%	➖ noise

[github-actions]

Benchmarks: Clickbench on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +2.3%
Vortex (geomean): 1.004x ➖
Parquet (geomean): 0.984x ➖
Shifts: Parquet (control) -1.6% · Median polish +0.0%

---

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed	1651355	1645970	1.00
clickbench_q01/datafusion:vortex-file-compressed	18089756	18334027	0.99
clickbench_q02/datafusion:vortex-file-compressed	37537871	36107921	1.04
clickbench_q03/datafusion:vortex-file-compressed	41213865	42559573	0.97
clickbench_q04/datafusion:vortex-file-compressed	281187986	284473109	0.99
clickbench_q05/datafusion:vortex-file-compressed	297558117	307593223	0.97
clickbench_q06/datafusion:vortex-file-compressed	1655016	1651261	1.00
clickbench_q07/datafusion:vortex-file-compressed	22239479	21914836	1.01
clickbench_q08/datafusion:vortex-file-compressed	349049413	353397915	0.99
clickbench_q09/datafusion:vortex-file-compressed	531998728	542775438	0.98
clickbench_q10/datafusion:vortex-file-compressed	72540679	71475671	1.01
clickbench_q11/datafusion:vortex-file-compressed	83994322	84590504	0.99
clickbench_q12/datafusion:vortex-file-compressed	265385259	263697851	1.01
clickbench_q13/datafusion:vortex-file-compressed	407451166	405576873	1.00
clickbench_q14/datafusion:vortex-file-compressed	251742475	256993643	0.98
clickbench_q15/datafusion:vortex-file-compressed	326531659	319663034	1.02
clickbench_q16/datafusion:vortex-file-compressed	652715678	633611501	1.03
clickbench_q17/datafusion:vortex-file-compressed	645439549	630350831	1.02
clickbench_q18/datafusion:vortex-file-compressed	1312360896	1253547132	1.05
clickbench_q19/datafusion:vortex-file-compressed 🚨	34200139	30201978	1.13
clickbench_q20/datafusion:vortex-file-compressed	342607769	342010784	1.00
clickbench_q21/datafusion:vortex-file-compressed	397012377	367847480	1.08
clickbench_q22/datafusion:vortex-file-compressed	475152983	439840992	1.08
clickbench_q23/datafusion:vortex-file-compressed	698896194	652179540	1.07
clickbench_q24/datafusion:vortex-file-compressed	45581028	46497949	0.98
clickbench_q25/datafusion:vortex-file-compressed	74334035	70842621	1.05
clickbench_q26/datafusion:vortex-file-compressed	45889064	44991714	1.02
clickbench_q27/datafusion:vortex-file-compressed	708025860	703356747	1.01
clickbench_q28/datafusion:vortex-file-compressed	6590296304	6566653168	1.00
clickbench_q29/datafusion:vortex-file-compressed	232303552	234479463	0.99
clickbench_q30/datafusion:vortex-file-compressed	217920757	215586990	1.01
clickbench_q31/datafusion:vortex-file-compressed	251171725	260217538	0.97
clickbench_q32/datafusion:vortex-file-compressed	1090176168	1101857719	0.99
clickbench_q33/datafusion:vortex-file-compressed	1288056457	1289731908	1.00
clickbench_q34/datafusion:vortex-file-compressed	1262946958	1274113452	0.99
clickbench_q35/datafusion:vortex-file-compressed	447352045	456548662	0.98
clickbench_q36/datafusion:vortex-file-compressed	69329630	72631748	0.95
clickbench_q37/datafusion:vortex-file-compressed	35225540	35045672	1.01
clickbench_q38/datafusion:vortex-file-compressed	18729323	18875551	0.99
clickbench_q39/datafusion:vortex-file-compressed	131123513	133776628	0.98
clickbench_q40/datafusion:vortex-file-compressed	16575408	15972598	1.04
clickbench_q41/datafusion:vortex-file-compressed	15234994	14847036	1.03
clickbench_q42/datafusion:vortex-file-compressed	16937833	16612122	1.02

datafusion / parquet (0.964x ➖, 7↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet 🚀	1520272	1894311	0.80
clickbench_q01/datafusion:parquet	19111074	19809793	0.96
clickbench_q02/datafusion:parquet	46247288	48272124	0.96
clickbench_q03/datafusion:parquet 🚀	37103931	42971566	0.86
clickbench_q04/datafusion:parquet 🚀	288042300	344779265	0.84
clickbench_q05/datafusion:parquet 🚀	345427906	401633381	0.86
clickbench_q06/datafusion:parquet	1575320	1746763	0.90
clickbench_q07/datafusion:parquet	22618670	22796202	0.99
clickbench_q08/datafusion:parquet 🚀	365013862	440776759	0.83
clickbench_q09/datafusion:parquet 🚀	605469346	725808969	0.83
clickbench_q10/datafusion:parquet	104516176	115803953	0.90
clickbench_q11/datafusion:parquet 🚀	129192325	162246316	0.80
clickbench_q12/datafusion:parquet	335658682	361984339	0.93
clickbench_q13/datafusion:parquet	491738945	507176842	0.97
clickbench_q14/datafusion:parquet	339785691	340184087	1.00
clickbench_q15/datafusion:parquet	334276894	343134971	0.97
clickbench_q16/datafusion:parquet	654066651	701363451	0.93
clickbench_q17/datafusion:parquet	649701453	694085843	0.94
clickbench_q18/datafusion:parquet	1304541366	1349605254	0.97
clickbench_q19/datafusion:parquet	28413224	28901712	0.98
clickbench_q20/datafusion:parquet	633084967	599800582	1.06
clickbench_q21/datafusion:parquet	691570728	646069756	1.07
clickbench_q22/datafusion:parquet 🚨	1049752298	951063147	1.10
clickbench_q23/datafusion:parquet	3600417623	3568782909	1.01
clickbench_q24/datafusion:parquet	79727396	81942300	0.97
clickbench_q25/datafusion:parquet	132071457	132958704	0.99
clickbench_q26/datafusion:parquet	81366932	83085331	0.98
clickbench_q27/datafusion:parquet	1040655692	1013687818	1.03
clickbench_q28/datafusion:parquet	6532902751	6472192422	1.01
clickbench_q29/datafusion:parquet	234455514	231622645	1.01
clickbench_q30/datafusion:parquet	321650734	315645325	1.02
clickbench_q31/datafusion:parquet	364773709	359441768	1.01
clickbench_q32/datafusion:parquet	1205778479	1135861285	1.06
clickbench_q33/datafusion:parquet	1440859309	1451446470	0.99
clickbench_q34/datafusion:parquet	1462502611	1460636278	1.00
clickbench_q35/datafusion:parquet	454444214	452661692	1.00
clickbench_q36/datafusion:parquet	139773846	139793982	1.00
clickbench_q37/datafusion:parquet	56330170	56344167	1.00
clickbench_q38/datafusion:parquet	83468141	81566651	1.02
clickbench_q39/datafusion:parquet	253581717	254044729	1.00
clickbench_q40/datafusion:parquet	29890929	30276088	0.99
clickbench_q41/datafusion:parquet	26925655	26827524	1.00
clickbench_q42/datafusion:parquet	30304431	29659824	1.02

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed	5775856	6121114	0.94
clickbench_q01/duckdb:vortex-file-compressed	13206904	12593126	1.05
clickbench_q02/duckdb:vortex-file-compressed	24770186	24787504	1.00
clickbench_q03/duckdb:vortex-file-compressed	29374854	29570484	0.99
clickbench_q04/duckdb:vortex-file-compressed	181518935	182905063	0.99
clickbench_q05/duckdb:vortex-file-compressed	168194822	172873653	0.97
clickbench_q06/duckdb:vortex-file-compressed	19697873	20068235	0.98
clickbench_q07/duckdb:vortex-file-compressed	14066394	14159480	0.99
clickbench_q08/duckdb:vortex-file-compressed	258660548	262490891	0.99
clickbench_q09/duckdb:vortex-file-compressed	328780512	326348760	1.01
clickbench_q10/duckdb:vortex-file-compressed	64123816	66115136	0.97
clickbench_q11/duckdb:vortex-file-compressed	75202616	74693236	1.01
clickbench_q12/duckdb:vortex-file-compressed	189127630	194540430	0.97
clickbench_q13/duckdb:vortex-file-compressed	403218539	400515318	1.01
clickbench_q14/duckdb:vortex-file-compressed	230807665	228367900	1.01
clickbench_q15/duckdb:vortex-file-compressed	244616460	241684792	1.01
clickbench_q16/duckdb:vortex-file-compressed	574243669	574171668	1.00
clickbench_q17/duckdb:vortex-file-compressed	473565647	471991567	1.00
clickbench_q18/duckdb:vortex-file-compressed	1030994282	959277351	1.07
clickbench_q19/duckdb:vortex-file-compressed	22223973	20952017	1.06
clickbench_q20/duckdb:vortex-file-compressed	343286067	328548652	1.04
clickbench_q21/duckdb:vortex-file-compressed	386127483	355646483	1.09
clickbench_q22/duckdb:vortex-file-compressed	491347607	498656132	0.99
clickbench_q23/duckdb:vortex-file-compressed 🚀	303604505	373482503	0.81
clickbench_q24/duckdb:vortex-file-compressed	33073593	32753087	1.01
clickbench_q25/duckdb:vortex-file-compressed	71717463	72250145	0.99
clickbench_q26/duckdb:vortex-file-compressed	41256467	40904512	1.01
clickbench_q27/duckdb:vortex-file-compressed	485172076	460145528	1.05
clickbench_q28/duckdb:vortex-file-compressed	2969979891	2966272920	1.00
clickbench_q29/duckdb:vortex-file-compressed	27492116	27676755	0.99
clickbench_q30/duckdb:vortex-file-compressed	186429591	189195026	0.99
clickbench_q31/duckdb:vortex-file-compressed	278916558	273437092	1.02
clickbench_q32/duckdb:vortex-file-compressed	1167289021	1140069341	1.02
clickbench_q33/duckdb:vortex-file-compressed	1154100119	1197562267	0.96
clickbench_q34/duckdb:vortex-file-compressed	1179296470	1231309294	0.96
clickbench_q35/duckdb:vortex-file-compressed	378860171	379279435	1.00
clickbench_q36/duckdb:vortex-file-compressed	26041566	26322769	0.99
clickbench_q37/duckdb:vortex-file-compressed	19248008	18361468	1.05
clickbench_q38/duckdb:vortex-file-compressed	20891894	19750021	1.06
clickbench_q39/duckdb:vortex-file-compressed	37630728	40469052	0.93
clickbench_q40/duckdb:vortex-file-compressed	18344182	18094382	1.01
clickbench_q41/duckdb:vortex-file-compressed	18078697	18085569	1.00
clickbench_q42/duckdb:vortex-file-compressed	19753396	20166503	0.98

duckdb / parquet (1.005x ➖, 1↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet	24971503	26327639	0.95
clickbench_q01/duckdb:parquet	27366106	26837879	1.02
clickbench_q02/duckdb:parquet	48485335	48273104	1.00
clickbench_q03/duckdb:parquet	37660362	39127264	0.96
clickbench_q04/duckdb:parquet	200393461	203689563	0.98
clickbench_q05/duckdb:parquet	265558144	269230199	0.99
clickbench_q06/duckdb:parquet	46961101	47419727	0.99
clickbench_q07/duckdb:parquet	29961876	29445507	1.02
clickbench_q08/duckdb:parquet	263935919	262580013	1.01
clickbench_q09/duckdb:parquet	393832418	396141729	0.99
clickbench_q10/duckdb:parquet	80898913	80623203	1.00
clickbench_q11/duckdb:parquet	98745388	98382272	1.00
clickbench_q12/duckdb:parquet	286176152	287391613	1.00
clickbench_q13/duckdb:parquet	481474789	488075068	0.99
clickbench_q14/duckdb:parquet	331590378	320784763	1.03
clickbench_q15/duckdb:parquet	261653671	265694771	0.98
clickbench_q16/duckdb:parquet	636851901	657978663	0.97
clickbench_q17/duckdb:parquet	537664069	529363510	1.02
clickbench_q18/duckdb:parquet	1118954197	1086455991	1.03
clickbench_q19/duckdb:parquet	26035609	25648240	1.02
clickbench_q20/duckdb:parquet	439701588	422998016	1.04
clickbench_q21/duckdb:parquet	565314425	553857170	1.02
clickbench_q22/duckdb:parquet	925905882	931649279	0.99
clickbench_q23/duckdb:parquet	318617842	305287102	1.04
clickbench_q24/duckdb:parquet	70972400	70119664	1.01
clickbench_q25/duckdb:parquet	156774194	156789314	1.00
clickbench_q26/duckdb:parquet	50122015	47883263	1.05
clickbench_q27/duckdb:parquet	643229144	646310086	1.00
clickbench_q28/duckdb:parquet	4813851838	4821566402	1.00
clickbench_q29/duckdb:parquet	40180260	40769567	0.99
clickbench_q30/duckdb:parquet	299865768	297356679	1.01
clickbench_q31/duckdb:parquet	358128898	365692248	0.98
clickbench_q32/duckdb:parquet	1159299095	1126249384	1.03
clickbench_q33/duckdb:parquet	1214454251	1207269873	1.01
clickbench_q34/duckdb:parquet	1257706368	1272829279	0.99
clickbench_q35/duckdb:parquet	361874746	363745959	0.99
clickbench_q36/duckdb:parquet 🚀	44648000	49736673	0.90
clickbench_q37/duckdb:parquet	31042322	31067647	1.00
clickbench_q38/duckdb:parquet	34482851	36577221	0.94
clickbench_q39/duckdb:parquet 🚨	88029224	79268141	1.11
clickbench_q40/duckdb:parquet 🚨	19109325	17178017	1.11
clickbench_q41/duckdb:parquet	17664682	16685697	1.06
clickbench_q42/duckdb:parquet	21530881	21167297	1.02

duckdb / duckdb (1.012x ➖, 1↑ 3↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb	17400350	18371746	0.95
clickbench_q01/duckdb:duckdb	31558933	32712334	0.96
clickbench_q02/duckdb:duckdb	44296296	44699129	0.99
clickbench_q03/duckdb:duckdb	47082445	45931403	1.03
clickbench_q04/duckdb:duckdb	187889845	189883386	0.99
clickbench_q05/duckdb:duckdb	265701080	268827040	0.99
clickbench_q06/duckdb:duckdb 🚀	28646702	34120241	0.84
clickbench_q07/duckdb:duckdb	34779426	34867568	1.00
clickbench_q08/duckdb:duckdb	247879172	248601384	1.00
clickbench_q09/duckdb:duckdb	373747983	370194504	1.01
clickbench_q10/duckdb:duckdb	100860663	98496432	1.02
clickbench_q11/duckdb:duckdb	111858295	108401329	1.03
clickbench_q12/duckdb:duckdb	249069233	235681364	1.06
clickbench_q13/duckdb:duckdb	495787432	454410646	1.09
clickbench_q14/duckdb:duckdb	288389012	275772343	1.05
clickbench_q15/duckdb:duckdb	216590387	219866147	0.99
clickbench_q16/duckdb:duckdb	643660764	612578292	1.05
clickbench_q17/duckdb:duckdb	533351254	524985862	1.02
clickbench_q18/duckdb:duckdb	1166321461	1177182259	0.99
clickbench_q19/duckdb:duckdb	33659241	34503266	0.98
clickbench_q20/duckdb:duckdb 🚨	1012642335	857010952	1.18
clickbench_q21/duckdb:duckdb 🚨	1149418531	869590720	1.32
clickbench_q22/duckdb:duckdb	1084698801	991309502	1.09
clickbench_q23/duckdb:duckdb	253521313	254992098	0.99
clickbench_q24/duckdb:duckdb	59465082	61843950	0.96
clickbench_q25/duckdb:duckdb	141395821	142217474	0.99
clickbench_q26/duckdb:duckdb	57126219	60170612	0.95
clickbench_q27/duckdb:duckdb 🚨	1137798279	920444544	1.24
clickbench_q28/duckdb:duckdb	4587197527	4611486804	0.99
clickbench_q29/duckdb:duckdb	47600064	48290777	0.99
clickbench_q30/duckdb:duckdb	262165659	258893433	1.01
clickbench_q31/duckdb:duckdb	442840197	414576312	1.07
clickbench_q32/duckdb:duckdb	1413532111	1532622664	0.92
clickbench_q33/duckdb:duckdb	1963930813	2010262445	0.98
clickbench_q34/duckdb:duckdb	2078282058	2103964898	0.99
clickbench_q35/duckdb:duckdb	286537652	280477237	1.02
clickbench_q36/duckdb:duckdb	41517597	41704909	1.00
clickbench_q37/duckdb:duckdb	31043515	30657369	1.01
clickbench_q38/duckdb:duckdb	30500173	32393438	0.94
clickbench_q39/duckdb:duckdb	64626520	67497955	0.96
clickbench_q40/duckdb:duckdb	31305050	31213091	1.00
clickbench_q41/duckdb:duckdb	30325625	30228210	1.00
clickbench_q42/duckdb:duckdb	31754163	31046347	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+0.3%	-12.8%	+15.0%	+769.8%	➖ noise
0	duckdb:duckdb	-5.3%	-12.8%	+8.6%	+282.2%	➖ noise
0	duckdb:vortex-file-compressed	-5.6%	-12.8%	+8.2%	+470.5%	➖ noise
1	datafusion:vortex-file-compressed	-1.3%	-0.8%	-0.5%	+24.9%	➖ noise
1	duckdb:duckdb	-3.5%	-0.8%	-2.7%	+61.2%	➖ noise
1	duckdb:vortex-file-compressed	+4.9%	-0.8%	+5.7%	+31.3%	➖ noise
2	datafusion:vortex-file-compressed	+4.0%	-1.9%	+6.0%	+20.5%	➖ noise
2	duckdb:duckdb	-0.9%	-1.9%	+1.0%	+21.2%	➖ noise
2	duckdb:vortex-file-compressed	-0.1%	-1.9%	+1.9%	+13.0%	➖ noise
3	datafusion:vortex-file-compressed	-3.2%	-8.8%	+6.2%	+142.8%	➖ noise
3	duckdb:duckdb	+2.5%	-8.8%	+12.4%	+43.8%	➖ noise
3	duckdb:vortex-file-compressed	-0.7%	-8.8%	+9.0%	+60.6%	➖ noise
4	datafusion:vortex-file-compressed	-1.2%	-9.3%	+9.0%	+12.9%	➖ noise
4	duckdb:duckdb	-1.0%	-9.3%	+9.1%	+12.9%	➖ noise
4	duckdb:vortex-file-compressed	-0.8%	-9.3%	+9.5%	+12.9%	➖ noise
5	datafusion:vortex-file-compressed	-3.3%	-7.9%	+5.0%	+12.9%	➖ noise
5	duckdb:duckdb	-1.2%	-7.9%	+7.3%	+12.9%	➖ noise
5	duckdb:vortex-file-compressed	-2.7%	-7.9%	+5.6%	+12.9%	➖ noise
6	datafusion:vortex-file-compressed	+0.2%	-5.5%	+6.1%	+39.1%	➖ noise
6	duckdb:duckdb	-16.0%	-5.5%	-11.2%	+28.8%	➖ noise
6	duckdb:vortex-file-compressed	-1.8%	-5.5%	+3.9%	+19.6%	➖ noise
7	datafusion:vortex-file-compressed	+1.5%	+0.5%	+1.0%	+19.2%	➖ noise
7	duckdb:duckdb	-0.3%	+0.5%	-0.7%	+19.4%	➖ noise
7	duckdb:vortex-file-compressed	-0.7%	+0.5%	-1.1%	+20.0%	➖ noise
8	datafusion:vortex-file-compressed	-1.2%	-8.8%	+8.3%	+12.9%	➖ noise
8	duckdb:duckdb	-0.3%	-8.8%	+9.3%	+12.9%	➖ noise
8	duckdb:vortex-file-compressed	-1.5%	-8.8%	+8.0%	+12.9%	➖ noise
9	datafusion:vortex-file-compressed	-2.0%	-8.9%	+7.6%	+12.9%	➖ noise
9	duckdb:duckdb	+1.0%	-8.9%	+10.9%	+12.9%	➖ noise
9	duckdb:vortex-file-compressed	+0.7%	-8.9%	+10.6%	+12.9%	➖ noise
10	datafusion:vortex-file-compressed	+1.5%	-4.8%	+6.6%	+14.0%	➖ noise
10	duckdb:duckdb	+2.4%	-4.8%	+7.6%	+12.9%	➖ noise
10	duckdb:vortex-file-compressed	-3.0%	-4.8%	+1.9%	+13.8%	➖ noise
11	datafusion:vortex-file-compressed	-0.7%	-10.6%	+11.1%	+12.9%	➖ noise
11	duckdb:duckdb	+3.2%	-10.6%	+15.4%	+12.9%	🚨 regression
11	duckdb:vortex-file-compressed	+0.7%	-10.6%	+12.6%	+12.9%	➖ noise
12	datafusion:vortex-file-compressed	+0.6%	-3.9%	+4.7%	+12.9%	➖ noise
12	duckdb:duckdb	+5.7%	-3.9%	+10.0%	+12.9%	➖ noise
12	duckdb:vortex-file-compressed	-2.8%	-3.9%	+1.2%	+12.9%	➖ noise
13	datafusion:vortex-file-compressed	+0.5%	-2.2%	+2.7%	+12.9%	➖ noise
13	duckdb:duckdb	+9.1%	-2.2%	+11.6%	+12.9%	➖ noise
13	duckdb:vortex-file-compressed	+0.7%	-2.2%	+2.9%	+12.9%	➖ noise
14	datafusion:vortex-file-compressed	-2.0%	+1.6%	-3.6%	+12.9%	➖ noise
14	duckdb:duckdb	+4.6%	+1.6%	+2.9%	+12.9%	➖ noise
14	duckdb:vortex-file-compressed	+1.1%	+1.6%	-0.5%	+12.9%	➖ noise
15	datafusion:vortex-file-compressed	+2.1%	-2.1%	+4.3%	+12.9%	➖ noise
15	duckdb:duckdb	-1.5%	-2.1%	+0.6%	+12.9%	➖ noise
15	duckdb:vortex-file-compressed	+1.2%	-2.1%	+3.3%	+12.9%	➖ noise
16	datafusion:vortex-file-compressed	+3.0%	-5.0%	+8.4%	+12.9%	➖ noise
16	duckdb:duckdb	+5.1%	-5.0%	+10.6%	+12.9%	➖ noise
16	duckdb:vortex-file-compressed	+0.0%	-5.0%	+5.3%	+12.9%	➖ noise
17	datafusion:vortex-file-compressed	+2.4%	-2.5%	+5.0%	+12.9%	➖ noise
17	duckdb:duckdb	+1.6%	-2.5%	+4.2%	+12.9%	➖ noise
17	duckdb:vortex-file-compressed	+0.3%	-2.5%	+2.9%	+12.9%	➖ noise
18	datafusion:vortex-file-compressed	+4.7%	-0.2%	+4.9%	+12.9%	➖ noise
18	duckdb:duckdb	-0.9%	-0.2%	-0.7%	+12.9%	➖ noise
18	duckdb:vortex-file-compressed	+7.5%	-0.2%	+7.7%	+12.9%	➖ noise
19	datafusion:vortex-file-compressed	+13.2%	-0.1%	+13.4%	+19.9%	➖ noise
19	duckdb:duckdb	-2.4%	-0.1%	-2.3%	+14.2%	➖ noise
19	duckdb:vortex-file-compressed	+6.1%	-0.1%	+6.2%	+16.5%	➖ noise
20	datafusion:vortex-file-compressed	+0.2%	+4.7%	-4.4%	+206.8%	➖ noise
20	duckdb:duckdb	+18.2%	+4.7%	+12.8%	+29.6%	➖ noise
20	duckdb:vortex-file-compressed	+4.5%	+4.7%	-0.2%	+60.4%	➖ noise
21	datafusion:vortex-file-compressed	+7.9%	+4.5%	+3.3%	+12.9%	➖ noise
21	duckdb:duckdb	+32.2%	+4.5%	+26.5%	+12.9%	🚨 regression
21	duckdb:vortex-file-compressed	+8.6%	+4.5%	+3.9%	+12.9%	➖ noise
22	datafusion:vortex-file-compressed	+8.0%	+4.7%	+3.1%	+13.4%	➖ noise
22	duckdb:duckdb	+9.4%	+4.7%	+4.5%	+12.9%	➖ noise
22	duckdb:vortex-file-compressed	-1.5%	+4.7%	-5.9%	+18.2%	➖ noise
23	datafusion:vortex-file-compressed	+7.2%	+2.6%	+4.4%	+47.1%	➖ noise
23	duckdb:duckdb	-0.6%	+2.6%	-3.1%	+12.9%	➖ noise
23	duckdb:vortex-file-compressed	-18.7%	+2.6%	-20.8%	+12.9%	✅ faster
24	datafusion:vortex-file-compressed	-2.0%	-0.8%	-1.2%	+12.9%	➖ noise
24	duckdb:duckdb	-3.8%	-0.8%	-3.1%	+12.9%	➖ noise
24	duckdb:vortex-file-compressed	+1.0%	-0.8%	+1.8%	+17.1%	➖ noise
25	datafusion:vortex-file-compressed	+4.9%	-0.3%	+5.3%	+12.9%	➖ noise
25	duckdb:duckdb	-0.6%	-0.3%	-0.2%	+12.9%	➖ noise
25	duckdb:vortex-file-compressed	-0.7%	-0.3%	-0.4%	+12.9%	➖ noise
26	datafusion:vortex-file-compressed	+2.0%	+1.2%	+0.7%	+12.9%	➖ noise
26	duckdb:duckdb	-5.1%	+1.2%	-6.2%	+12.9%	➖ noise
26	duckdb:vortex-file-compressed	+0.9%	+1.2%	-0.4%	+22.2%	➖ noise
27	datafusion:vortex-file-compressed	+0.7%	+1.1%	-0.4%	+12.9%	➖ noise
27	duckdb:duckdb	+23.6%	+1.1%	+22.3%	+12.9%	🚨 regression
27	duckdb:vortex-file-compressed	+5.4%	+1.1%	+4.3%	+12.9%	➖ noise
28	datafusion:vortex-file-compressed	+0.4%	+0.4%	-0.0%	+12.9%	➖ noise
28	duckdb:duckdb	-0.5%	+0.4%	-0.9%	+12.9%	➖ noise
28	duckdb:vortex-file-compressed	+0.1%	+0.4%	-0.3%	+12.9%	➖ noise
29	datafusion:vortex-file-compressed	-0.9%	-0.1%	-0.8%	+12.9%	➖ noise
29	duckdb:duckdb	-1.4%	-0.1%	-1.3%	+12.9%	➖ noise
29	duckdb:vortex-file-compressed	-0.7%	-0.1%	-0.5%	+17.1%	➖ noise
30	datafusion:vortex-file-compressed	+1.1%	+1.4%	-0.3%	+12.9%	➖ noise
30	duckdb:duckdb	+1.3%	+1.4%	-0.1%	+12.9%	➖ noise
30	duckdb:vortex-file-compressed	-1.5%	+1.4%	-2.8%	+12.9%	➖ noise
31	datafusion:vortex-file-compressed	-3.5%	-0.3%	-3.2%	+12.9%	➖ noise
31	duckdb:duckdb	+6.8%	-0.3%	+7.1%	+12.9%	➖ noise
31	duckdb:vortex-file-compressed	+2.0%	-0.3%	+2.3%	+12.9%	➖ noise
32	datafusion:vortex-file-compressed	-1.1%	+4.5%	-5.4%	+12.9%	➖ noise
32	duckdb:duckdb	-7.8%	+4.5%	-11.8%	+12.9%	✅ faster
32	duckdb:vortex-file-compressed	+2.4%	+4.5%	-2.1%	+12.9%	➖ noise
33	datafusion:vortex-file-compressed	-0.1%	-0.1%	-0.1%	+12.9%	➖ noise
33	duckdb:duckdb	-2.3%	-0.1%	-2.2%	+12.9%	➖ noise
33	duckdb:vortex-file-compressed	-3.6%	-0.1%	-3.6%	+12.9%	➖ noise
34	datafusion:vortex-file-compressed	-0.9%	-0.5%	-0.3%	+12.9%	➖ noise
34	duckdb:duckdb	-1.2%	-0.5%	-0.7%	+12.9%	➖ noise
34	duckdb:vortex-file-compressed	-4.2%	-0.5%	-3.7%	+12.9%	➖ noise
35	datafusion:vortex-file-compressed	-2.0%	-0.1%	-2.0%	+12.9%	➖ noise
35	duckdb:duckdb	+2.2%	-0.1%	+2.2%	+12.9%	➖ noise
35	duckdb:vortex-file-compressed	-0.1%	-0.1%	-0.0%	+12.9%	➖ noise
36	datafusion:vortex-file-compressed	-4.5%	-5.3%	+0.8%	+12.9%	➖ noise
36	duckdb:duckdb	-0.4%	-5.3%	+5.1%	+12.9%	➖ noise
36	duckdb:vortex-file-compressed	-1.1%	-5.3%	+4.4%	+12.9%	➖ noise
37	datafusion:vortex-file-compressed	+0.5%	-0.1%	+0.6%	+12.9%	➖ noise
37	duckdb:duckdb	+1.3%	-0.1%	+1.3%	+12.9%	➖ noise
37	duckdb:vortex-file-compressed	+4.8%	-0.1%	+4.9%	+12.9%	➖ noise
38	datafusion:vortex-file-compressed	-0.8%	-1.8%	+1.0%	+12.9%	➖ noise
38	duckdb:duckdb	-5.8%	-1.8%	-4.1%	+12.9%	➖ noise
38	duckdb:vortex-file-compressed	+5.8%	-1.8%	+7.7%	+12.9%	➖ noise
39	datafusion:vortex-file-compressed	-2.0%	+5.3%	-6.9%	+12.9%	➖ noise
39	duckdb:duckdb	-4.3%	+5.3%	-9.1%	+12.9%	➖ noise
39	duckdb:vortex-file-compressed	-7.0%	+5.3%	-11.7%	+12.9%	✅ faster
40	datafusion:vortex-file-compressed	+3.8%	+4.8%	-1.0%	+12.9%	➖ noise
40	duckdb:duckdb	+0.3%	+4.8%	-4.3%	+12.9%	➖ noise
40	duckdb:vortex-file-compressed	+1.4%	+4.8%	-3.3%	+12.9%	➖ noise
41	datafusion:vortex-file-compressed	+2.6%	+3.1%	-0.5%	+12.9%	➖ noise
41	duckdb:duckdb	+0.3%	+3.1%	-2.7%	+12.9%	➖ noise
41	duckdb:vortex-file-compressed	-0.0%	+3.1%	-3.0%	+12.9%	➖ noise
42	datafusion:vortex-file-compressed	+2.0%	+1.9%	+0.0%	+12.9%	➖ noise
42	duckdb:duckdb	+2.3%	+1.9%	+0.3%	+12.9%	➖ noise
42	duckdb:vortex-file-compressed	-2.0%	+1.9%	-3.9%	+12.9%	➖ noise

[github-actions]

File Sizes: Clickbench on NVME

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

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

Totals:

• vortex-compact: 7.06 GB → 7.06 GB (-0.0%)
• vortex-file-compressed: 14.01 GB → 14.01 GB (0.0%)

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +10.8%
Vortex (geomean): 1.080x ➖
Parquet (geomean): 0.975x ➖
Shifts: Parquet (control) -2.5% · Median polish +5.6%

---

datafusion / vortex-file-compressed (1.121x ➖, 0↑ 3↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	255073135	270754936	0.94
tpch_q02/datafusion:vortex-file-compressed 🚨	926013061	538184268	1.72
tpch_q03/datafusion:vortex-file-compressed	424134614	434663354	0.98
tpch_q04/datafusion:vortex-file-compressed	246981705	317742624	0.78
tpch_q05/datafusion:vortex-file-compressed	463852364	483388630	0.96
tpch_q06/datafusion:vortex-file-compressed	371783742	320947814	1.16
tpch_q07/datafusion:vortex-file-compressed	493553249	386495902	1.28
tpch_q08/datafusion:vortex-file-compressed	743705701	646026329	1.15
tpch_q09/datafusion:vortex-file-compressed 🚨	708443550	446079495	1.59
tpch_q10/datafusion:vortex-file-compressed	655639316	517916753	1.27
tpch_q11/datafusion:vortex-file-compressed 🚨	1020554889	331063263	3.08
tpch_q12/datafusion:vortex-file-compressed	534201895	480540142	1.11
tpch_q13/datafusion:vortex-file-compressed	141421746	158194033	0.89
tpch_q14/datafusion:vortex-file-compressed	259797662	281154057	0.92
tpch_q15/datafusion:vortex-file-compressed	487800236	516425751	0.94
tpch_q16/datafusion:vortex-file-compressed	181886225	209864637	0.87
tpch_q17/datafusion:vortex-file-compressed	354386036	377936003	0.94
tpch_q18/datafusion:vortex-file-compressed	322976259	318131035	1.02
tpch_q19/datafusion:vortex-file-compressed	421095149	458683009	0.92
tpch_q20/datafusion:vortex-file-compressed	511749922	447606249	1.14
tpch_q21/datafusion:vortex-file-compressed	678400270	541935027	1.25
tpch_q22/datafusion:vortex-file-compressed	135010902	127590327	1.06

datafusion / vortex-compact (1.091x ➖, 0↑ 2↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	289564175	266531588	1.09
tpch_q02/datafusion:vortex-compact	445695572	497930065	0.90
tpch_q03/datafusion:vortex-compact	369488231	382373277	0.97
tpch_q04/datafusion:vortex-compact	226771214	222226699	1.02
tpch_q05/datafusion:vortex-compact	438210803	533646330	0.82
tpch_q06/datafusion:vortex-compact	377405703	331603848	1.14
tpch_q07/datafusion:vortex-compact	495099424	408576523	1.21
tpch_q08/datafusion:vortex-compact	640603446	556228314	1.15
tpch_q09/datafusion:vortex-compact	529056576	476662958	1.11
tpch_q10/datafusion:vortex-compact 🚨	626586573	429695386	1.46
tpch_q11/datafusion:vortex-compact	353746340	298641801	1.18
tpch_q12/datafusion:vortex-compact	484990896	531667094	0.91
tpch_q13/datafusion:vortex-compact	150417569	118287928	1.27
tpch_q14/datafusion:vortex-compact	283182576	288267206	0.98
tpch_q15/datafusion:vortex-compact	493921936	471560074	1.05
tpch_q16/datafusion:vortex-compact	218604572	206739631	1.06
tpch_q17/datafusion:vortex-compact	401432619	358246784	1.12
tpch_q18/datafusion:vortex-compact	309767686	304657857	1.02
tpch_q19/datafusion:vortex-compact	529172995	492847920	1.07
tpch_q20/datafusion:vortex-compact	522860980	471269674	1.11
tpch_q21/datafusion:vortex-compact	640299139	540844869	1.18
tpch_q22/datafusion:vortex-compact 🚨	179728743	127630947	1.41

datafusion / parquet (0.935x ➖, 1↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	206872613	231618784	0.89
tpch_q02/datafusion:parquet	409218774	486475522	0.84
tpch_q03/datafusion:parquet	316048609	331052237	0.95
tpch_q04/datafusion:parquet	170395883	238429665	0.71
tpch_q05/datafusion:parquet	426167120	493199138	0.86
tpch_q06/datafusion:parquet 🚀	133357078	195729722	0.68
tpch_q07/datafusion:parquet	456909591	555438257	0.82
tpch_q08/datafusion:parquet	538143914	627901966	0.86
tpch_q09/datafusion:parquet	467823848	518630809	0.90
tpch_q10/datafusion:parquet	509253830	542877383	0.94
tpch_q11/datafusion:parquet	333926143	315010441	1.06
tpch_q12/datafusion:parquet	240999316	240308630	1.00
tpch_q13/datafusion:parquet	448334754	423908031	1.06
tpch_q14/datafusion:parquet	191076938	183416013	1.04
tpch_q15/datafusion:parquet	327383727	319576822	1.02
tpch_q16/datafusion:parquet	200293680	200584398	1.00
tpch_q17/datafusion:parquet	421411669	394175906	1.07
tpch_q18/datafusion:parquet	500779723	459525852	1.09
tpch_q19/datafusion:parquet	298828925	333462152	0.90
tpch_q20/datafusion:parquet	298997125	296838310	1.01
tpch_q21/datafusion:parquet	513279448	519534929	0.99
tpch_q22/datafusion:parquet	105853867	105246005	1.01

duckdb / vortex-file-compressed (1.103x ➖, 0↑ 4↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	266372165	327696200	0.81
tpch_q02/duckdb:vortex-file-compressed 🚨	1542864876	982503061	1.57
tpch_q03/duckdb:vortex-file-compressed	657839270	693041050	0.95
tpch_q04/duckdb:vortex-file-compressed	364277298	387598986	0.94
tpch_q05/duckdb:vortex-file-compressed	968723455	1015640322	0.95
tpch_q06/duckdb:vortex-file-compressed	417234178	504178458	0.83
tpch_q07/duckdb:vortex-file-compressed	906442999	824601238	1.10
tpch_q08/duckdb:vortex-file-compressed	1084836896	1013083964	1.07
tpch_q09/duckdb:vortex-file-compressed 🚨	1369288642	870384340	1.57
tpch_q10/duckdb:vortex-file-compressed	825078175	711377152	1.16
tpch_q11/duckdb:vortex-file-compressed 🚨	855581055	508539863	1.68
tpch_q12/duckdb:vortex-file-compressed	468711614	479451445	0.98
tpch_q13/duckdb:vortex-file-compressed	512223992	451154477	1.14
tpch_q14/duckdb:vortex-file-compressed	452883352	471099637	0.96
tpch_q15/duckdb:vortex-file-compressed	269914038	294682854	0.92
tpch_q16/duckdb:vortex-file-compressed 🚨	705618728	382130904	1.85
tpch_q17/duckdb:vortex-file-compressed	721089612	653193023	1.10
tpch_q18/duckdb:vortex-file-compressed	627976660	600122443	1.05
tpch_q19/duckdb:vortex-file-compressed	475503821	444350681	1.07
tpch_q20/duckdb:vortex-file-compressed	869811308	795235533	1.09
tpch_q21/duckdb:vortex-file-compressed	1154429652	1090910301	1.06
tpch_q22/duckdb:vortex-file-compressed	362766914	355380964	1.02

duckdb / vortex-compact (1.009x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	309310943	262469868	1.18
tpch_q02/duckdb:vortex-compact	917741631	949361502	0.97
tpch_q03/duckdb:vortex-compact	619411380	645388214	0.96
tpch_q04/duckdb:vortex-compact	341622496	411968801	0.83
tpch_q05/duckdb:vortex-compact	910444090	871593584	1.04
tpch_q06/duckdb:vortex-compact	360647833	499560761	0.72
tpch_q07/duckdb:vortex-compact	782913945	748877515	1.05
tpch_q08/duckdb:vortex-compact	947044165	885419102	1.07
tpch_q09/duckdb:vortex-compact	921112167	905539026	1.02
tpch_q10/duckdb:vortex-compact	755682260	715206514	1.06
tpch_q11/duckdb:vortex-compact	537413519	523749474	1.03
tpch_q12/duckdb:vortex-compact	482674643	468199200	1.03
tpch_q13/duckdb:vortex-compact	436466227	474120224	0.92
tpch_q14/duckdb:vortex-compact	544442429	479838669	1.13
tpch_q15/duckdb:vortex-compact	315519651	268047473	1.18
tpch_q16/duckdb:vortex-compact	390757484	368378943	1.06
tpch_q17/duckdb:vortex-compact	638623815	604498852	1.06
tpch_q18/duckdb:vortex-compact	487531461	485678907	1.00
tpch_q19/duckdb:vortex-compact	477646868	481149303	0.99
tpch_q20/duckdb:vortex-compact	793985408	824908365	0.96
tpch_q21/duckdb:vortex-compact	1053626204	1065282973	0.99
tpch_q22/duckdb:vortex-compact	381518302	353282306	1.08

duckdb / parquet (1.017x ➖, 0↑ 1↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	427527964	411249580	1.04
tpch_q02/duckdb:parquet	972105442	1091586443	0.89
tpch_q03/duckdb:parquet	966344065	975853299	0.99
tpch_q04/duckdb:parquet	591319803	633645508	0.93
tpch_q05/duckdb:parquet	1230192483	1277796415	0.96
tpch_q06/duckdb:parquet 🚨	611270574	450060023	1.36
tpch_q07/duckdb:parquet	1117636605	1269017510	0.88
tpch_q08/duckdb:parquet	1469688526	1497201819	0.98
tpch_q09/duckdb:parquet	1296677506	1253287597	1.03
tpch_q10/duckdb:parquet	1270311290	1236110813	1.03
tpch_q11/duckdb:parquet	729692077	714201857	1.02
tpch_q12/duckdb:parquet	720493592	717367883	1.00
tpch_q13/duckdb:parquet	905499807	876987257	1.03
tpch_q14/duckdb:parquet	690698453	687895223	1.00
tpch_q15/duckdb:parquet	535332953	471013741	1.14
tpch_q16/duckdb:parquet	657360289	625361873	1.05
tpch_q17/duckdb:parquet	803131862	785960974	1.02
tpch_q18/duckdb:parquet	864481515	909709813	0.95
tpch_q19/duckdb:parquet	807343573	765759602	1.05
tpch_q20/duckdb:parquet	1116784700	1100598318	1.01
tpch_q21/duckdb:parquet	1098498653	1018701125	1.08
tpch_q22/duckdb:parquet	571092356	571279660	1.00

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	+8.6%	-3.6%	+12.7%	+57.1%	➖ noise
1	datafusion:vortex-file-compressed	-5.8%	-3.6%	-2.2%	+67.8%	➖ noise
1	duckdb:vortex-compact	+17.8%	-3.6%	+22.3%	+51.6%	➖ noise
1	duckdb:vortex-file-compressed	-18.7%	-3.6%	-15.6%	+53.4%	➖ noise
2	datafusion:vortex-compact	-10.5%	-13.4%	+3.4%	+30.0%	➖ noise
2	datafusion:vortex-file-compressed	+72.1%	-13.4%	+98.8%	+35.7%	🚨 regression
2	duckdb:vortex-compact	-3.3%	-13.4%	+11.7%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+57.0%	-13.4%	+81.4%	+54.1%	🚨 regression
3	datafusion:vortex-compact	-3.4%	-2.8%	-0.6%	+41.8%	➖ noise
3	datafusion:vortex-file-compressed	-2.4%	-2.8%	+0.4%	+60.9%	➖ noise
3	duckdb:vortex-compact	-4.0%	-2.8%	-1.3%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	-5.1%	-2.8%	-2.4%	+32.4%	➖ noise
4	datafusion:vortex-compact	+2.0%	-18.3%	+25.0%	+34.7%	➖ noise
4	datafusion:vortex-file-compressed	-22.3%	-18.3%	-4.8%	+30.0%	➖ noise
4	duckdb:vortex-compact	-17.1%	-18.3%	+1.5%	+34.3%	➖ noise
4	duckdb:vortex-file-compressed	-6.0%	-18.3%	+15.1%	+30.0%	➖ noise
5	datafusion:vortex-compact	-17.9%	-8.8%	-10.0%	+36.4%	➖ noise
5	datafusion:vortex-file-compressed	-4.0%	-8.8%	+5.2%	+30.0%	➖ noise
5	duckdb:vortex-compact	+4.5%	-8.8%	+14.5%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	-4.6%	-8.8%	+4.6%	+30.0%	➖ noise
6	datafusion:vortex-compact	+13.8%	-3.8%	+18.3%	+37.3%	➖ noise
6	datafusion:vortex-file-compressed	+15.8%	-3.8%	+20.4%	+30.0%	➖ noise
6	duckdb:vortex-compact	-27.8%	-3.8%	-25.0%	+43.1%	➖ noise
6	duckdb:vortex-file-compressed	-17.2%	-3.8%	-14.0%	+30.0%	➖ noise
7	datafusion:vortex-compact	+21.2%	-14.9%	+42.4%	+30.0%	🚨 regression
7	datafusion:vortex-file-compressed	+27.7%	-14.9%	+50.0%	+30.0%	🚨 regression
7	duckdb:vortex-compact	+4.5%	-14.9%	+22.8%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+9.9%	-14.9%	+29.1%	+30.0%	➖ noise
8	datafusion:vortex-compact	+15.2%	-8.3%	+25.6%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	+15.1%	-8.3%	+25.5%	+30.0%	➖ noise
8	duckdb:vortex-compact	+7.0%	-8.3%	+16.6%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+7.1%	-8.3%	+16.7%	+30.0%	➖ noise
9	datafusion:vortex-compact	+11.0%	-3.4%	+14.9%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	+58.8%	-3.4%	+64.4%	+38.0%	🚨 regression
9	duckdb:vortex-compact	+1.7%	-3.4%	+5.3%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+57.3%	-3.4%	+62.8%	+30.0%	🚨 regression
10	datafusion:vortex-compact	+45.8%	-1.8%	+48.5%	+30.0%	🚨 regression
10	datafusion:vortex-file-compressed	+26.6%	-1.8%	+28.9%	+30.0%	➖ noise
10	duckdb:vortex-compact	+5.7%	-1.8%	+7.6%	+30.0%	➖ noise
10	duckdb:vortex-file-compressed	+16.0%	-1.8%	+18.1%	+30.0%	➖ noise
11	datafusion:vortex-compact	+18.5%	+4.1%	+13.8%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	+208.3%	+4.1%	+196.2%	+30.0%	🚨 regression
11	duckdb:vortex-compact	+2.6%	+4.1%	-1.4%	+30.0%	➖ noise
11	duckdb:vortex-file-compressed	+68.2%	+4.1%	+61.7%	+30.0%	🚨 regression
12	datafusion:vortex-compact	-8.8%	+0.4%	-9.1%	+30.0%	➖ noise
12	datafusion:vortex-file-compressed	+11.2%	+0.4%	+10.8%	+30.7%	➖ noise
12	duckdb:vortex-compact	+3.1%	+0.4%	+2.7%	+30.0%	➖ noise
12	duckdb:vortex-file-compressed	-2.2%	+0.4%	-2.6%	+30.0%	➖ noise
13	datafusion:vortex-compact	+27.2%	+4.5%	+21.7%	+64.3%	➖ noise
13	datafusion:vortex-file-compressed	-10.6%	+4.5%	-14.5%	+51.5%	➖ noise
13	duckdb:vortex-compact	-7.9%	+4.5%	-11.9%	+30.0%	➖ noise
13	duckdb:vortex-file-compressed	+13.5%	+4.5%	+8.6%	+30.0%	➖ noise
14	datafusion:vortex-compact	-1.8%	+2.3%	-3.9%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	-7.6%	+2.3%	-9.7%	+30.0%	➖ noise
14	duckdb:vortex-compact	+13.5%	+2.3%	+10.9%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	-3.9%	+2.3%	-6.0%	+30.0%	➖ noise
15	datafusion:vortex-compact	+4.7%	+7.9%	-2.9%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	-5.5%	+7.9%	-12.5%	+30.0%	➖ noise
15	duckdb:vortex-compact	+17.7%	+7.9%	+9.1%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	-8.4%	+7.9%	-15.1%	+30.0%	➖ noise
16	datafusion:vortex-compact	+5.7%	+2.5%	+3.2%	+30.0%	➖ noise
16	datafusion:vortex-file-compressed	-13.3%	+2.5%	-15.4%	+30.0%	➖ noise
16	duckdb:vortex-compact	+6.1%	+2.5%	+3.5%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+84.7%	+2.5%	+80.2%	+34.4%	🚨 regression
17	datafusion:vortex-compact	+12.1%	+4.5%	+7.2%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	-6.2%	+4.5%	-10.3%	+30.0%	➖ noise
17	duckdb:vortex-compact	+5.6%	+4.5%	+1.1%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	+10.4%	+4.5%	+5.6%	+30.0%	➖ noise
18	datafusion:vortex-compact	+1.7%	+1.8%	-0.1%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	+1.5%	+1.8%	-0.2%	+30.0%	➖ noise
18	duckdb:vortex-compact	+0.4%	+1.8%	-1.4%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+4.6%	+1.8%	+2.8%	+30.0%	➖ noise
19	datafusion:vortex-compact	+7.4%	-2.8%	+10.5%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	-8.2%	-2.8%	-5.6%	+30.0%	➖ noise
19	duckdb:vortex-compact	-0.7%	-2.8%	+2.1%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	+7.0%	-2.8%	+10.1%	+30.0%	➖ noise
20	datafusion:vortex-compact	+10.9%	+1.1%	+9.7%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+14.3%	+1.1%	+13.1%	+33.4%	➖ noise
20	duckdb:vortex-compact	-3.7%	+1.1%	-4.8%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+9.4%	+1.1%	+8.2%	+30.0%	➖ noise
21	datafusion:vortex-compact	+18.4%	+3.2%	+14.7%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	+25.2%	+3.2%	+21.3%	+30.0%	➖ noise
21	duckdb:vortex-compact	-1.1%	+3.2%	-4.2%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+5.8%	+3.2%	+2.5%	+30.0%	➖ noise
22	datafusion:vortex-compact	+40.8%	+0.3%	+40.4%	+41.2%	➖ noise
22	datafusion:vortex-file-compressed	+5.8%	+0.3%	+5.5%	+30.0%	➖ noise
22	duckdb:vortex-compact	+8.0%	+0.3%	+7.7%	+30.0%	➖ noise
22	duckdb:vortex-file-compressed	+2.1%	+0.3%	+1.8%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.6%
Vortex (geomean): 1.001x ➖
Parquet (geomean): 1.001x ➖
Shifts: Parquet (control) +0.1% · Median polish -0.1%

---

datafusion / vortex-file-compressed (0.988x ➖, 1↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	398696058	391775901	1.02
tpch_q02/datafusion:vortex-file-compressed	104435632	104098842	1.00
tpch_q03/datafusion:vortex-file-compressed	213544337	210510277	1.01
tpch_q04/datafusion:vortex-file-compressed	114702815	113849560	1.01
tpch_q05/datafusion:vortex-file-compressed	367486891	366032905	1.00
tpch_q06/datafusion:vortex-file-compressed	43468286	44103026	0.99
tpch_q07/datafusion:vortex-file-compressed	491202305	494709012	0.99
tpch_q08/datafusion:vortex-file-compressed	353672932	355512466	0.99
tpch_q09/datafusion:vortex-file-compressed	622665087	615834655	1.01
tpch_q10/datafusion:vortex-file-compressed	226455241	228265782	0.99
tpch_q11/datafusion:vortex-file-compressed	80985640	79252951	1.02
tpch_q12/datafusion:vortex-file-compressed	121258664	123083475	0.99
tpch_q13/datafusion:vortex-file-compressed	209778094	210141918	1.00
tpch_q14/datafusion:vortex-file-compressed	57277066	56682892	1.01
tpch_q15/datafusion:vortex-file-compressed	105923146	105314350	1.01
tpch_q16/datafusion:vortex-file-compressed	75075153	75431903	1.00
tpch_q17/datafusion:vortex-file-compressed	620437716	620556142	1.00
tpch_q18/datafusion:vortex-file-compressed	826042623	825879441	1.00
tpch_q19/datafusion:vortex-file-compressed 🚀	69227945	94243561	0.73
tpch_q20/datafusion:vortex-file-compressed	164758497	166659292	0.99
tpch_q21/datafusion:vortex-file-compressed	643246221	646144643	1.00
tpch_q22/datafusion:vortex-file-compressed	65393906	64711515	1.01

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	432396836	442832414	0.98
tpch_q02/datafusion:vortex-compact	107991652	109857043	0.98
tpch_q03/datafusion:vortex-compact	213646370	213034203	1.00
tpch_q04/datafusion:vortex-compact	122020117	121425632	1.00
tpch_q05/datafusion:vortex-compact	371594099	368577485	1.01
tpch_q06/datafusion:vortex-compact	63680353	62536604	1.02
tpch_q07/datafusion:vortex-compact	509770932	512333900	0.99
tpch_q08/datafusion:vortex-compact	358133320	353778329	1.01
tpch_q09/datafusion:vortex-compact	623668385	629126977	0.99
tpch_q10/datafusion:vortex-compact	243308665	243411696	1.00
tpch_q11/datafusion:vortex-compact	81823981	81368214	1.01
tpch_q12/datafusion:vortex-compact	165652209	166159466	1.00
tpch_q13/datafusion:vortex-compact	259383596	258031705	1.01
tpch_q14/datafusion:vortex-compact	72262504	72301236	1.00
tpch_q15/datafusion:vortex-compact	160550038	159131059	1.01
tpch_q16/datafusion:vortex-compact	76924603	78464977	0.98
tpch_q17/datafusion:vortex-compact	622991204	633565686	0.98
tpch_q18/datafusion:vortex-compact	832800483	821684118	1.01
tpch_q19/datafusion:vortex-compact	121464311	132817552	0.91
tpch_q20/datafusion:vortex-compact	187726698	186714496	1.01
tpch_q21/datafusion:vortex-compact	646391446	647991699	1.00
tpch_q22/datafusion:vortex-compact	72537655	69862333	1.04

datafusion / parquet (1.003x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	442236730	450124088	0.98
tpch_q02/datafusion:parquet	169666842	168472250	1.01
tpch_q03/datafusion:parquet	274365798	273745114	1.00
tpch_q04/datafusion:parquet	123342854	122713028	1.01
tpch_q05/datafusion:parquet	424110929	421255349	1.01
tpch_q06/datafusion:parquet	122744772	118258400	1.04
tpch_q07/datafusion:parquet	589727780	586402789	1.01
tpch_q08/datafusion:parquet	446065179	466859219	0.96
tpch_q09/datafusion:parquet	719898557	717025998	1.00
tpch_q10/datafusion:parquet	489222251	487493825	1.00
tpch_q11/datafusion:parquet	115909772	114429665	1.01
tpch_q12/datafusion:parquet	197044584	194157368	1.01
tpch_q13/datafusion:parquet	328913477	325178487	1.01
tpch_q14/datafusion:parquet	154311804	150925854	1.02
tpch_q15/datafusion:parquet	246583052	240638480	1.02
tpch_q16/datafusion:parquet	127220046	127861063	0.99
tpch_q17/datafusion:parquet	664409905	660995161	1.01
tpch_q18/datafusion:parquet	862853524	857871436	1.01
tpch_q19/datafusion:parquet	249544785	251879423	0.99
tpch_q20/datafusion:parquet	283836993	283174369	1.00
tpch_q21/datafusion:parquet	674626624	680777104	0.99
tpch_q22/datafusion:parquet	208171869	210878200	0.99

datafusion / arrow (0.915x ➖, 7↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow 🚀	596291822	757232702	0.79
tpch_q02/datafusion:arrow 🚀	164427259	191248148	0.86
tpch_q03/datafusion:arrow 🚀	456966153	603403945	0.76
tpch_q04/datafusion:arrow	341297155	375507727	0.91
tpch_q05/datafusion:arrow	922303472	1010037553	0.91
tpch_q06/datafusion:arrow 🚀	278083663	318161320	0.87
tpch_q07/datafusion:arrow	1136228763	1252236497	0.91
tpch_q08/datafusion:arrow	1119005236	1188131006	0.94
tpch_q09/datafusion:arrow	1327825764	1372123718	0.97
tpch_q10/datafusion:arrow	580043718	616274271	0.94
tpch_q11/datafusion:arrow 🚀	135002726	152890743	0.88
tpch_q12/datafusion:arrow 🚀	660564216	834517406	0.79
tpch_q13/datafusion:arrow	501675021	522140934	0.96
tpch_q14/datafusion:arrow 🚀	313337921	358391084	0.87
tpch_q15/datafusion:arrow	681725887	727182550	0.94
tpch_q16/datafusion:arrow	102528582	106250869	0.96
tpch_q17/datafusion:arrow	1299610759	1384877241	0.94
tpch_q18/datafusion:arrow	1853175321	1869263529	0.99
tpch_q19/datafusion:arrow	473224724	479353895	0.99
tpch_q20/datafusion:arrow	482969677	486346246	0.99
tpch_q21/datafusion:arrow	2953576599	2957647705	1.00
tpch_q22/datafusion:arrow	125240129	125281180	1.00

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

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	171214664	170778629	1.00
tpch_q02/duckdb:vortex-file-compressed	51123676	51138935	1.00
tpch_q03/duckdb:vortex-file-compressed	125187570	123643322	1.01
tpch_q04/duckdb:vortex-file-compressed	152010352	150326130	1.01
tpch_q05/duckdb:vortex-file-compressed	126183756	123510933	1.02
tpch_q06/duckdb:vortex-file-compressed	46327715	47583155	0.97
tpch_q07/duckdb:vortex-file-compressed	143226757	142899050	1.00
tpch_q08/duckdb:vortex-file-compressed	166372173	165913088	1.00
tpch_q09/duckdb:vortex-file-compressed	324973856	322322533	1.01
tpch_q10/duckdb:vortex-file-compressed	141614445	141526964	1.00
tpch_q11/duckdb:vortex-file-compressed	33415932	32263663	1.04
tpch_q12/duckdb:vortex-file-compressed	92136383	92881242	0.99
tpch_q13/duckdb:vortex-file-compressed	227510555	224027502	1.02
tpch_q14/duckdb:vortex-file-compressed	65938995	66285916	0.99
tpch_q15/duckdb:vortex-file-compressed	85929353	85537687	1.00
tpch_q16/duckdb:vortex-file-compressed	79110734	76335843	1.04
tpch_q17/duckdb:vortex-file-compressed	97380310	96037253	1.01
tpch_q18/duckdb:vortex-file-compressed	295365749	283092721	1.04
tpch_q19/duckdb:vortex-file-compressed	84016957	83204701	1.01
tpch_q20/duckdb:vortex-file-compressed	158712852	158013476	1.00
tpch_q21/duckdb:vortex-file-compressed	569170450	558396430	1.02
tpch_q22/duckdb:vortex-file-compressed	70384459	70320755	1.00

duckdb / vortex-compact (1.008x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	227720371	227066173	1.00
tpch_q02/duckdb:vortex-compact	55992886	55576274	1.01
tpch_q03/duckdb:vortex-compact	139451434	138358175	1.01
tpch_q04/duckdb:vortex-compact	173030655	169970653	1.02
tpch_q05/duckdb:vortex-compact	143734209	143485752	1.00
tpch_q06/duckdb:vortex-compact	82339752	81603833	1.01
tpch_q07/duckdb:vortex-compact	194603274	196372213	0.99
tpch_q08/duckdb:vortex-compact	180386939	183458221	0.98
tpch_q09/duckdb:vortex-compact	349756329	352017733	0.99
tpch_q10/duckdb:vortex-compact	173237481	174217730	0.99
tpch_q11/duckdb:vortex-compact	40999776	39262338	1.04
tpch_q12/duckdb:vortex-compact	200629969	199949600	1.00
tpch_q13/duckdb:vortex-compact	276392555	275991869	1.00
tpch_q14/duckdb:vortex-compact	99030204	96374473	1.03
tpch_q15/duckdb:vortex-compact	111313413	112669431	0.99
tpch_q16/duckdb:vortex-compact	82930523	82311298	1.01
tpch_q17/duckdb:vortex-compact	110917107	111131843	1.00
tpch_q18/duckdb:vortex-compact	298454344	285739944	1.04
tpch_q19/duckdb:vortex-compact	107822942	105535288	1.02
tpch_q20/duckdb:vortex-compact	202292777	198956251	1.02
tpch_q21/duckdb:vortex-compact	610492464	604801659	1.01
tpch_q22/duckdb:vortex-compact	84957693	83544025	1.02

duckdb / parquet (1.000x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	258954700	257959931	1.00
tpch_q02/duckdb:parquet	99542216	102090399	0.98
tpch_q03/duckdb:parquet	201769377	204247685	0.99
tpch_q04/duckdb:parquet	133476504	131026149	1.02
tpch_q05/duckdb:parquet	216534512	213371063	1.01
tpch_q06/duckdb:parquet	67604410	65892952	1.03
tpch_q07/duckdb:parquet	178548385	177759271	1.00
tpch_q08/duckdb:parquet	248772392	249437106	1.00
tpch_q09/duckdb:parquet	488200565	476661097	1.02
tpch_q10/duckdb:parquet	607388692	605895163	1.00
tpch_q11/duckdb:parquet	56693425	57321852	0.99
tpch_q12/duckdb:parquet	123362470	123792779	1.00
tpch_q13/duckdb:parquet	440112603	452639613	0.97
tpch_q14/duckdb:parquet	173745508	176611998	0.98
tpch_q15/duckdb:parquet	95006015	96257806	0.99
tpch_q16/duckdb:parquet	160325398	158663622	1.01
tpch_q17/duckdb:parquet	175117887	176785830	0.99
tpch_q18/duckdb:parquet	350980145	351320787	1.00
tpch_q19/duckdb:parquet	283167008	278046036	1.02
tpch_q20/duckdb:parquet	226943844	228832296	0.99
tpch_q21/duckdb:parquet	552112021	554702077	1.00
tpch_q22/duckdb:parquet	288683538	287159614	1.01

duckdb / duckdb (0.998x ➖, 0↑ 0↓)

name	PR 6324341 (ns)	base 7349cd6 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	115677889	115883367	1.00
tpch_q02/duckdb:duckdb	48661596	47833185	1.02
tpch_q03/duckdb:duckdb	95668850	95839668	1.00
tpch_q04/duckdb:duckdb	131259339	129553530	1.01
tpch_q05/duckdb:duckdb	108413042	110470165	0.98
tpch_q06/duckdb:duckdb	37156428	37241865	1.00
tpch_q07/duckdb:duckdb	86444944	85588135	1.01
tpch_q08/duckdb:duckdb	109075457	109573603	1.00
tpch_q09/duckdb:duckdb	279895422	278517443	1.00
tpch_q10/duckdb:duckdb	203460781	204157401	1.00
tpch_q11/duckdb:duckdb	15428393	15144581	1.02
tpch_q12/duckdb:duckdb	84892119	84664558	1.00
tpch_q13/duckdb:duckdb	219476840	218068006	1.01
tpch_q14/duckdb:duckdb	69353215	70091612	0.99
tpch_q15/duckdb:duckdb	76989082	77878064	0.99
tpch_q16/duckdb:duckdb	72873063	73212171	1.00
tpch_q17/duckdb:duckdb	84192231	84499266	1.00
tpch_q18/duckdb:duckdb	212003499	211954027	1.00
tpch_q19/duckdb:duckdb	115829675	115533022	1.00
tpch_q20/duckdb:duckdb	112263905	112046034	1.00
tpch_q21/duckdb:duckdb	299497965	300463703	1.00
tpch_q22/duckdb:duckdb	65210554	69512626	0.94

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-21.3%	-0.7%	-20.7%	+10.0%	✅ faster
1	datafusion:vortex-compact	-2.4%	-0.7%	-1.7%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	+1.8%	-0.7%	+2.5%	+10.0%	➖ noise
1	duckdb:duckdb	-0.2%	-0.7%	+0.5%	+10.0%	➖ noise
1	duckdb:vortex-compact	+0.3%	-0.7%	+1.0%	+10.0%	➖ noise
1	duckdb:vortex-file-compressed	+0.3%	-0.7%	+1.0%	+10.0%	➖ noise
2	datafusion:arrow	-14.0%	-0.9%	-13.2%	+10.0%	✅ faster
2	datafusion:vortex-compact	-1.7%	-0.9%	-0.8%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	+0.3%	-0.9%	+1.2%	+10.0%	➖ noise
2	duckdb:duckdb	+1.7%	-0.9%	+2.7%	+10.0%	➖ noise
2	duckdb:vortex-compact	+0.7%	-0.9%	+1.7%	+11.6%	➖ noise
2	duckdb:vortex-file-compressed	-0.0%	-0.9%	+0.9%	+10.0%	➖ noise
3	datafusion:arrow	-24.3%	-0.5%	-23.9%	+10.0%	✅ faster
3	datafusion:vortex-compact	+0.3%	-0.5%	+0.8%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	+1.4%	-0.5%	+1.9%	+10.0%	➖ noise
3	duckdb:duckdb	-0.2%	-0.5%	+0.3%	+10.0%	➖ noise
3	duckdb:vortex-compact	+0.8%	-0.5%	+1.3%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+1.2%	-0.5%	+1.8%	+10.0%	➖ noise
4	datafusion:arrow	-9.1%	+1.2%	-10.2%	+10.0%	✅ faster
4	datafusion:vortex-compact	+0.5%	+1.2%	-0.7%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+0.7%	+1.2%	-0.4%	+10.0%	➖ noise
4	duckdb:duckdb	+1.3%	+1.2%	+0.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	+1.8%	+1.2%	+0.6%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.1%	+1.2%	-0.1%	+10.0%	➖ noise
5	datafusion:arrow	-8.7%	+1.1%	-9.7%	+10.0%	✅ faster
5	datafusion:vortex-compact	+0.8%	+1.1%	-0.3%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+0.4%	+1.1%	-0.7%	+10.0%	➖ noise
5	duckdb:duckdb	-1.9%	+1.1%	-2.9%	+10.0%	➖ noise
5	duckdb:vortex-compact	+0.2%	+1.1%	-0.9%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+2.2%	+1.1%	+1.1%	+10.0%	➖ noise
6	datafusion:arrow	-12.6%	+3.2%	-15.3%	+10.0%	✅ faster
6	datafusion:vortex-compact	+1.8%	+3.2%	-1.3%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	-1.4%	+3.2%	-4.5%	+10.0%	➖ noise
6	duckdb:duckdb	-0.2%	+3.2%	-3.3%	+10.0%	➖ noise
6	duckdb:vortex-compact	+0.9%	+3.2%	-2.2%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-2.6%	+3.2%	-5.7%	+10.0%	➖ noise
7	datafusion:arrow	-9.3%	+0.5%	-9.7%	+10.0%	✅ faster
7	datafusion:vortex-compact	-0.5%	+0.5%	-1.0%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.7%	+0.5%	-1.2%	+10.0%	➖ noise
7	duckdb:duckdb	+1.0%	+0.5%	+0.5%	+10.0%	➖ noise
7	duckdb:vortex-compact	-0.9%	+0.5%	-1.4%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+0.2%	+0.5%	-0.3%	+10.0%	➖ noise
8	datafusion:arrow	-5.8%	-2.4%	-3.5%	+10.0%	➖ noise
8	datafusion:vortex-compact	+1.2%	-2.4%	+3.7%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	-0.5%	-2.4%	+1.9%	+10.0%	➖ noise
8	duckdb:duckdb	-0.5%	-2.4%	+2.0%	+10.0%	➖ noise
8	duckdb:vortex-compact	-1.7%	-2.4%	+0.7%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+0.3%	-2.4%	+2.7%	+10.0%	➖ noise
9	datafusion:arrow	-3.2%	+1.4%	-4.6%	+10.0%	➖ noise
9	datafusion:vortex-compact	-0.9%	+1.4%	-2.2%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+1.1%	+1.4%	-0.3%	+10.0%	➖ noise
9	duckdb:duckdb	+0.5%	+1.4%	-0.9%	+10.0%	➖ noise
9	duckdb:vortex-compact	-0.6%	+1.4%	-2.0%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+0.8%	+1.4%	-0.6%	+10.0%	➖ noise
10	datafusion:arrow	-5.9%	+0.3%	-6.2%	+10.0%	➖ noise
10	datafusion:vortex-compact	-0.0%	+0.3%	-0.3%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	-0.8%	+0.3%	-1.1%	+10.0%	➖ noise
10	duckdb:duckdb	-0.3%	+0.3%	-0.6%	+10.0%	➖ noise
10	duckdb:vortex-compact	-0.6%	+0.3%	-0.9%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+0.1%	+0.3%	-0.2%	+10.0%	➖ noise
11	datafusion:arrow	-11.7%	+0.1%	-11.8%	+10.0%	✅ faster
11	datafusion:vortex-compact	+0.6%	+0.1%	+0.5%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+2.2%	+0.1%	+2.1%	+10.0%	➖ noise
11	duckdb:duckdb	+1.9%	+0.1%	+1.8%	+10.8%	➖ noise
11	duckdb:vortex-compact	+4.4%	+0.1%	+4.3%	+10.0%	➖ noise
11	duckdb:vortex-file-compressed	+3.6%	+0.1%	+3.5%	+10.9%	➖ noise
12	datafusion:arrow	-20.8%	+0.6%	-21.3%	+33.5%	➖ noise
12	datafusion:vortex-compact	-0.3%	+0.6%	-0.9%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	-1.5%	+0.6%	-2.0%	+10.0%	➖ noise
12	duckdb:duckdb	+0.3%	+0.6%	-0.3%	+10.0%	➖ noise
12	duckdb:vortex-compact	+0.3%	+0.6%	-0.2%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	-0.8%	+0.6%	-1.4%	+10.0%	➖ noise
13	datafusion:arrow	-3.9%	-0.8%	-3.1%	+10.0%	➖ noise
13	datafusion:vortex-compact	+0.5%	-0.8%	+1.4%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	-0.2%	-0.8%	+0.7%	+10.0%	➖ noise
13	duckdb:duckdb	+0.6%	-0.8%	+1.5%	+10.0%	➖ noise
13	duckdb:vortex-compact	+0.1%	-0.8%	+1.0%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+1.6%	-0.8%	+2.4%	+10.0%	➖ noise
14	datafusion:arrow	-12.6%	+0.3%	-12.8%	+10.0%	✅ faster
14	datafusion:vortex-compact	-0.1%	+0.3%	-0.3%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	+1.0%	+0.3%	+0.8%	+10.0%	➖ noise
14	duckdb:duckdb	-1.1%	+0.3%	-1.3%	+10.0%	➖ noise
14	duckdb:vortex-compact	+2.8%	+0.3%	+2.5%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	-0.5%	+0.3%	-0.8%	+10.0%	➖ noise
15	datafusion:arrow	-6.3%	+0.6%	-6.8%	+10.0%	➖ noise
15	datafusion:vortex-compact	+0.9%	+0.6%	+0.3%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	+0.6%	+0.6%	+0.0%	+10.0%	➖ noise
15	duckdb:duckdb	-1.1%	+0.6%	-1.7%	+10.0%	➖ noise
15	duckdb:vortex-compact	-1.2%	+0.6%	-1.8%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+0.5%	+0.6%	-0.1%	+10.0%	➖ noise
16	datafusion:arrow	-3.5%	+0.3%	-3.8%	+10.0%	➖ noise
16	datafusion:vortex-compact	-2.0%	+0.3%	-2.2%	+10.0%	➖ noise
16	datafusion:vortex-file-compressed	-0.5%	+0.3%	-0.7%	+10.0%	➖ noise
16	duckdb:duckdb	-0.5%	+0.3%	-0.7%	+10.0%	➖ noise
16	duckdb:vortex-compact	+0.8%	+0.3%	+0.5%	+10.0%	➖ noise
16	duckdb:vortex-file-compressed	+3.6%	+0.3%	+3.4%	+10.0%	➖ noise
17	datafusion:arrow	-6.2%	-0.2%	-6.0%	+10.0%	➖ noise
17	datafusion:vortex-compact	-1.7%	-0.2%	-1.5%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	-0.0%	-0.2%	+0.2%	+10.0%	➖ noise
17	duckdb:duckdb	-0.4%	-0.2%	-0.1%	+10.0%	➖ noise
17	duckdb:vortex-compact	-0.2%	-0.2%	+0.0%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	+1.4%	-0.2%	+1.6%	+10.0%	➖ noise
18	datafusion:arrow	-0.9%	+0.2%	-1.1%	+10.0%	➖ noise
18	datafusion:vortex-compact	+1.4%	+0.2%	+1.1%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	+0.0%	+0.2%	-0.2%	+10.0%	➖ noise
18	duckdb:duckdb	+0.0%	+0.2%	-0.2%	+10.0%	➖ noise
18	duckdb:vortex-compact	+4.4%	+0.2%	+4.2%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	+4.3%	+0.2%	+4.1%	+10.0%	➖ noise
19	datafusion:arrow	-1.3%	+0.4%	-1.7%	+10.0%	➖ noise
19	datafusion:vortex-compact	-8.5%	+0.4%	-9.0%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	-26.5%	+0.4%	-26.9%	+10.0%	✅ faster
19	duckdb:duckdb	+0.3%	+0.4%	-0.2%	+10.0%	➖ noise
19	duckdb:vortex-compact	+2.2%	+0.4%	+1.7%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	+1.0%	+0.4%	+0.5%	+10.0%	➖ noise
20	datafusion:arrow	-0.7%	-0.3%	-0.4%	+10.0%	➖ noise
20	datafusion:vortex-compact	+0.5%	-0.3%	+0.8%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	-1.1%	-0.3%	-0.8%	+10.0%	➖ noise
20	duckdb:duckdb	+0.2%	-0.3%	+0.5%	+10.0%	➖ noise
20	duckdb:vortex-compact	+1.7%	-0.3%	+2.0%	+10.0%	➖ noise
20	duckdb:vortex-file-compressed	+0.4%	-0.3%	+0.7%	+10.0%	➖ noise
21	datafusion:arrow	-0.1%	-0.7%	+0.6%	+10.0%	➖ noise
21	datafusion:vortex-compact	-0.2%	-0.7%	+0.4%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	-0.4%	-0.7%	+0.2%	+10.0%	➖ noise
21	duckdb:duckdb	-0.3%	-0.7%	+0.4%	+10.0%	➖ noise
21	duckdb:vortex-compact	+0.9%	-0.7%	+1.6%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	+1.9%	-0.7%	+2.6%	+10.0%	➖ noise
22	datafusion:arrow	-0.0%	-0.4%	+0.3%	+10.0%	➖ noise
22	datafusion:vortex-compact	+3.8%	-0.4%	+4.2%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	+1.1%	-0.4%	+1.4%	+10.0%	➖ noise
22	duckdb:duckdb	-6.2%	-0.4%	-5.8%	+10.0%	➖ noise
22	duckdb:vortex-compact	+1.7%	-0.4%	+2.1%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	+0.1%	-0.4%	+0.5%	+10.0%	➖ noise

[github-actions]

File Sizes: TPC-H SF=10 on NVME

No file size changes detected.

[codspeed-hq]

Merging this PR will improve performance by 20.27%

⚠️ Unknown Walltime execution environment detected

Using the Walltime instrument on standard Hosted Runners will lead to inconsistent data.

For the most accurate results, we recommend using CodSpeed Macro Runners: bare-metal machines fine-tuned for performance measurement consistency.

⚠️ Different runtime environments detected

Some benchmarks with significant performance changes were compared across different runtime environments,
which may affect the accuracy of the results.

Open the report in CodSpeed to investigate

⚡ 6 improved benchmarks
✅ 1210 untouched benchmarks
⏩ 24 skipped benchmarks¹

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
⚡	Simulation	new_bp_prim_test_between[i64, 16384]	144.4 µs	115.1 µs	+25.45%
⚡	Simulation	new_bp_prim_test_between[i64, 32768]	236.7 µs	178 µs	+32.97%
⚡	Simulation	new_bp_prim_test_between[i16, 32768]	134.1 µs	120.2 µs	+11.58%
⚡	Simulation	new_alp_prim_test_between[f64, 16384]	148.8 µs	126.9 µs	+17.22%
⚡	Simulation	new_bp_prim_test_between[i32, 16384]	109.1 µs	94.8 µs	+15.13%
⚡	Simulation	new_bp_prim_test_between[i32, 32768]	169.9 µs	141.1 µs	+20.46%

Tip

Curious why this is faster? Comment @codspeedbot explain why this is faster on this PR, or directly use the CodSpeed MCP with your agent.

---

_{Comparing adamg/df-decimal (40ca877) with develop (7349cd6)}

Footnotes

1. 24 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. ↩