Push ScalarFn after Filter/Slice(x) if ScalarFn(x) has a registered kernel

[myrrc]

See clickbench q1: SELECT * FROM hits WHERE ID <> 0.

ID <> 0 is a ScalarFn
(Binary) over Sparse. (Binary, Sparse) pair has a kernel so it should operate on
compressed data. However, FlatReader inserts a Filter after array so we get
ScalarFn(Filter(Sparse)). (Filter, Sparse) canonicalizes the data.

This change implements an optimize rule that turns Fn(Filter(X), consts)
into Filter(Fn(X, consts)) if (Fn, X) has a registered kernel which agrees
to apply. If it's not the case, reordering may produce more rows on which Fn
will operate so we can't always apply this optimization.

Same logic applies to Slice but with one exception: Slice benefits from early application because if you move it up, you'll have to operate on a full ArrayRef which is large. So the second optimizer rule for Slice executes it eagerly.

[codspeed-hq]

Merging this PR will improve performance by 26.51%

⚠️ 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
✅ 409 untouched benchmarks
⏩ 1990 skipped benchmarks¹

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
⚡	WallTime	arrow_checked_add_u32_neon[16384]	20.5 µs	12.7 µs	+61.21%
⚡	Simulation	decompress[u8, (4000, 1024)]	45.4 µs	33.4 µs	+35.65%
⚡	WallTime	arrow_checked_add_u32_avx2[16384]	21.4 µs	17.7 µs	+21.2%
⚡	Simulation	decompress[u64, (4000, 1024)]	85.5 µs	70.6 µs	+21.04%
⚡	Simulation	decompress[u16, (4000, 256)]	58.5 µs	50.9 µs	+14.94%
⚡	WallTime	filtered_sink_i64_neon[NineNullsInTen]	28.5 µs	25.6 µs	+11.17%

Tip

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

---

_{Comparing myrrc/push-binary-into-filter (50bc21e) with develop (a997c3f)}

Footnotes

1. 1990 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. ↩

[robert3005]

this should be a reduce rule, we are just pushing things through

[myrrc]

Reduce rules don't have access to "ctx".

[robert3005]

Yes, so this is partially missing partially different. ExecutionCtx is for EXECUTION. Reduce rules need same reduce rule registry like we have for execute rules. This essentially hasn't been completely done yet but it's a last step in the whole optimiser migration. I think the reduce rules should get access to session, this then means you have to pass session EVERYWHERE because something like array.slice(...) either doesn't optimise immediately or takes a session. Maybe there's a middle ground.

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	5e44d39	random-access-bench	1	Explore Profiling Data
🟢 Done	5e44d39	statpopgen	1	Explore Profiling Data
🟢 Done	5e44d39	tpch-nvme-10	1	Explore Profiling Data
🟢 Done	5e44d39	clickbench-sorted-nvme	1	Explore Profiling Data
🟢 Done	5e44d39	tpch-s3-10	1	Explore Profiling Data
🟢 Done	5e44d39	clickbench-nvme	1	Explore Profiling Data
🟢 Done	5e44d39	fineweb	1	Explore Profiling Data
🟢 Done	5e44d39	tpcds-nvme	1	Explore Profiling Data
🟢 Done	5e44d39	fineweb-s3	1	Explore Profiling Data
🟢 Done	5e44d39	appian-nvme	1	Explore Profiling Data
🟢 Done	5e44d39	polarsignals	1	Explore Profiling Data
🟢 Done	5e44d39	tpch-nvme	1	Explore Profiling Data
🟢 Done	5e44d39	tpch-s3	1	Explore Profiling Data
🟢 Done	5e44d39	compress-bench	1	Explore Profiling Data
🟢 Done	5e44d39	string-bench	1	Explore Profiling Data

---

Powered by Polar Signals Cloud

[github-actions]

Benchmarks: PolarSignals Profiling 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Vortex (geomean): hot 1.013x ➖ · cold 1.028x ➖

---

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
polarsignals_q00/datafusion:vortex-file-compressed	45538942 / 45256735 / +0.6%	93705243 / 90871711 / +3.1%	0.49 / 0.50 / -2.4%
polarsignals_q01/datafusion:vortex-file-compressed	50818265 / 51384138 / -1.1%	118300419 / 115788925 / +2.2%	0.43 / 0.44 / -3.2%
polarsignals_q02/datafusion:vortex-file-compressed	37522181 / 35072027 / +7.0%	81756148 / 78769354 / +3.8%	0.46 / 0.45 / +3.1%
polarsignals_q03/datafusion:vortex-file-compressed	53593718 / 52983628 / +1.2%	119692025 / 118714863 / +0.8%	0.45 / 0.45 / +0.3%
polarsignals_q04/datafusion:vortex-file-compressed	9587538 / 9517240 / +0.7%	51741221 / 50452023 / +2.6%	0.19 / 0.19 / -1.8%
polarsignals_q05/datafusion:vortex-file-compressed	11386226 / 11317656 / +0.6%	56898885 / 55178210 / +3.1%	0.20 / 0.21 / -2.4%
polarsignals_q06/datafusion:vortex-file-compressed	21477034 / 21047291 / +2.0%	66242645 / 63170769 / +4.9%	0.32 / 0.33 / -2.7%
polarsignals_q07/datafusion:vortex-file-compressed	10890830 / 10931720 / -0.4%	56530819 / 54039655 / +4.6%	0.19 / 0.20 / -4.8%
polarsignals_q08/datafusion:vortex-file-compressed	100252430 / 100659398 / -0.4%	165304799 / 166475516 / -0.7%	0.61 / 0.60 / +0.3%
polarsignals_q09/datafusion:vortex-file-compressed	9838818 / 9589954 / +2.6%	51522189 / 49775638 / +3.5%	0.19 / 0.19 / -0.9%

---

No file size changes detected.

[github-actions]

Benchmarks: String Encoding 📖

Commits: PR 5e44d39b vs base 0d9d5b82

---

vortex / vortex-file-compressed / ms (0.996x ➖, 0↑ 0↓)

name	ms (PR / base / %diff)
read/clickbench/URL/shard-0/fsst	35.869448 / 36.129366 / -0.7%
read/clickbench/URL/shard-0/onpair-12	24.31363 / 24.13911 / +0.7%
read/tpch/l_comment/fsst	66.300834 / 66.855188 / -0.8%
read/tpch/l_comment/onpair-12	64.667368 / 65.170268 / -0.8%
write/clickbench/URL/shard-0/fsst	617.130811 / 617.992068 / -0.1%
write/clickbench/URL/shard-0/onpair-12	1711.78561 / 1712.85422 / -0.1%
write/tpch/l_comment/fsst	2114.4432 / 2113.14328 / +0.1%
write/tpch/l_comment/onpair-12	2878.93785 / 2913.71333 / -1.2%

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

name	% (PR / base / %diff)
size/clickbench/URL/shard-0/fsst	46.3288099 / 46.3288099 / +0.0%
size/clickbench/URL/shard-0/onpair-12	29.7417587 / 29.7417587 / +0.0%
size/tpch/l_comment/fsst	26.895123 / 26.895123 / +0.0%
size/tpch/l_comment/onpair-12	22.6668097 / 22.6668097 / +0.0%

[github-actions]

Benchmarks: FineWeb NVMe 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -2.5%
Engines: DataFusion No clear signal (-4.3%, low confidence) · DuckDB No clear signal (-0.6%, low confidence)
Vortex (geomean): hot 0.977x ➖ · cold 0.972x ➖
Parquet (geomean): hot 1.002x ➖ · cold 1.021x ➖
Shifts: Parquet (control) +0.2% · Median polish +0.0%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-file-compressed	6687924 / 6855229 / -2.4%	21849523 / 21410459 / +2.1%	0.31 / 0.32 / -4.4%
fineweb_q01/datafusion:vortex-file-compressed	13311521 / 13226064 / +0.6%	51671464 / 55055424 / -6.1%	0.26 / 0.24 / +7.2%
fineweb_q02/datafusion:vortex-file-compressed	13025886 / 12652117 / +3.0%	53872036 / 56697491 / -5.0%	0.24 / 0.22 / +8.4%
fineweb_q03/datafusion:vortex-file-compressed	19572000 / 19642134 / -0.4%	118961871 / 111264292 / +6.9%	0.16 / 0.18 / -6.8%
fineweb_q04/datafusion:vortex-file-compressed	73113185 / 74517138 / -1.9%	168030618 / 164515714 / +2.1%	0.44 / 0.45 / -3.9%
fineweb_q05/datafusion:vortex-file-compressed	57356876 / 57618894 / -0.5%	144814432 / 136484894 / +6.1%	0.40 / 0.42 / -6.2%
fineweb_q06/datafusion:vortex-file-compressed	18058919 / 19280434 / -6.3%	122207586 / 112955856 / +8.2%	0.15 / 0.17 / -13.4%
fineweb_q07/datafusion:vortex-file-compressed	17916791 / 18027068 / -0.6%	117155123 / 103866373 / +12.8% 🔴	0.15 / 0.17 / -11.9%
fineweb_q08/datafusion:vortex-file-compressed	9289302 / 9933968 / -6.5%	53165797 / 59830123 / -11.1% 🟢	0.17 / 0.17 / +5.2%

datafusion / vortex-compact / ns (0.940x ➖, 2↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-compact	6840094 / 6813896 / +0.4%	20251054 / 20470238 / -1.1%	0.34 / 0.33 / +1.5%
fineweb_q01/datafusion:vortex-compact	44660230 / 78106082 / -42.8% 🟢	80198999 / 81436616 / -1.5%	0.56 / 0.96 / -41.9%
fineweb_q02/datafusion:vortex-compact	60881639 / 44102862 / +38.0% 🔴	82901339 / 86246486 / -3.9%	0.73 / 0.51 / +43.6%
fineweb_q03/datafusion:vortex-compact	157715998 / 161573630 / -2.4%	242017228 / 241949978 / +0.0%	0.65 / 0.67 / -2.4%
fineweb_q04/datafusion:vortex-compact	174171828 / 192252304 / -9.4%	241309682 / 246054959 / -1.9%	0.72 / 0.78 / -7.6%
fineweb_q05/datafusion:vortex-compact	158557644 / 153720934 / +3.1%	239305629 / 230126722 / +4.0%	0.66 / 0.67 / -0.8%
fineweb_q06/datafusion:vortex-compact	86897245 / 85983759 / +1.1%	162846955 / 162651278 / +0.1%	0.53 / 0.53 / +0.9%
fineweb_q07/datafusion:vortex-compact	87570073 / 89836720 / -2.5%	158516047 / 162981564 / -2.7%	0.55 / 0.55 / +0.2%
fineweb_q08/datafusion:vortex-compact	8108408 / 10098466 / -19.7% 🟢	44504744 / 47367529 / -6.0%	0.18 / 0.21 / -14.5%

datafusion / parquet / ns (1.004x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:parquet	9485964 / 9351410 / +1.4%	33955268 / 35023637 / -3.1%	0.28 / 0.27 / +4.6%
fineweb_q01/datafusion:parquet	70959525 / 70001411 / +1.4%	162174303 / 150286771 / +7.9%	0.44 / 0.47 / -6.1%
fineweb_q02/datafusion:parquet	72379026 / 70088991 / +3.3%	162109132 / 154110659 / +5.2%	0.45 / 0.45 / -1.8%
fineweb_q03/datafusion:parquet	69995212 / 69704495 / +0.4%	157614152 / 150227905 / +4.9%	0.44 / 0.46 / -4.3%
fineweb_q04/datafusion:parquet	75822820 / 75789138 / +0.0%	159065124 / 158917110 / +0.1%	0.48 / 0.48 / -0.0%
fineweb_q05/datafusion:parquet	75125117 / 74139000 / +1.3%	164458240 / 153423952 / +7.2%	0.46 / 0.48 / -5.5%
fineweb_q06/datafusion:parquet	70308987 / 71332561 / -1.4%	166113299 / 158458490 / +4.8%	0.42 / 0.45 / -6.0%
fineweb_q07/datafusion:parquet	69802219 / 71063527 / -1.8%	159665036 / 151971032 / +5.1%	0.44 / 0.47 / -6.5%
fineweb_q08/datafusion:parquet	69319984 / 69692256 / -0.5%	158198432 / 149729643 / +5.7%	0.44 / 0.47 / -5.9%

duckdb / vortex-file-compressed / ns (1.008x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-file-compressed	2058319 / 2055354 / +0.1%	7072932 / 5554211 / +27.3% 🔴	0.29 / 0.37 / -21.4%
fineweb_q01/duckdb:vortex-file-compressed	15472798 / 16603208 / -6.8%	42023639 / 43591129 / -3.6%	0.37 / 0.38 / -3.3%
fineweb_q02/duckdb:vortex-file-compressed	19272144 / 18997956 / +1.4%	42662375 / 59339857 / -28.1% 🟢	0.45 / 0.32 / +41.1%
fineweb_q03/duckdb:vortex-file-compressed	23768199 / 21919100 / +8.4%	95102440 / 102625970 / -7.3%	0.25 / 0.21 / +17.0%
fineweb_q04/duckdb:vortex-file-compressed	77487320 / 77880651 / -0.5%	127988738 / 145260231 / -11.9% 🟢	0.61 / 0.54 / +12.9%
fineweb_q05/duckdb:vortex-file-compressed	61024266 / 61793268 / -1.2%	119975793 / 116350943 / +3.1%	0.51 / 0.53 / -4.2%
fineweb_q06/duckdb:vortex-file-compressed	22671014 / 24002606 / -5.5%	104343539 / 109873814 / -5.0%	0.22 / 0.22 / -0.5%
fineweb_q07/duckdb:vortex-file-compressed	23824213 / 22815058 / +4.4%	94865776 / 98399562 / -3.6%	0.25 / 0.23 / +8.3%
fineweb_q08/duckdb:vortex-file-compressed	11021407 / 10244327 / +7.6%	47543678 / 50679738 / -6.2%	0.23 / 0.20 / +14.7%

duckdb / vortex-compact / ns (0.980x ➖, 1↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-compact	2312794 / 3390198 / -31.8% 🟢	5285567 / 7751013 / -31.8% 🟢	0.44 / 0.44 / +0.0%
fineweb_q01/duckdb:vortex-compact	48648858 / 53312538 / -8.7%	73386932 / 90503232 / -18.9% 🟢	0.66 / 0.59 / +12.5%
fineweb_q02/duckdb:vortex-compact	58936672 / 50699710 / +16.2% 🔴	96111771 / 93451515 / +2.8%	0.61 / 0.54 / +13.0%
fineweb_q03/duckdb:vortex-compact	192683375 / 189799940 / +1.5%	246859046 / 244344104 / +1.0%	0.78 / 0.78 / +0.5%
fineweb_q04/duckdb:vortex-compact	203422692 / 193010589 / +5.4%	255288790 / 251783898 / +1.4%	0.80 / 0.77 / +3.9%
fineweb_q05/duckdb:vortex-compact	186988685 / 186746922 / +0.1%	225463442 / 241297848 / -6.6%	0.83 / 0.77 / +7.2%
fineweb_q06/duckdb:vortex-compact	96974174 / 99545717 / -2.6%	166168397 / 162149406 / +2.5%	0.58 / 0.61 / -4.9%
fineweb_q07/duckdb:vortex-compact	103684650 / 95835118 / +8.2%	161202753 / 157420545 / +2.4%	0.64 / 0.61 / +5.7%
fineweb_q08/duckdb:vortex-compact	10042206 / 9866350 / +1.8%	40502679 / 41005212 / -1.2%	0.25 / 0.24 / +3.0%

duckdb / parquet / ns (0.999x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:parquet	21834292 / 21787668 / +0.2%	26450307 / 23821923 / +11.0% 🔴	0.83 / 0.91 / -9.7%
fineweb_q01/duckdb:parquet	45053142 / 45012086 / +0.1%	55499174 / 53435982 / +3.9%	0.81 / 0.84 / -3.6%
fineweb_q02/duckdb:parquet	43774769 / 44377781 / -1.4%	56164682 / 57885187 / -3.0%	0.78 / 0.77 / +1.7%
fineweb_q03/duckdb:parquet	96008968 / 96398354 / -0.4%	175825557 / 190882491 / -7.9%	0.55 / 0.51 / +8.1%
fineweb_q04/duckdb:parquet	151598610 / 152723694 / -0.7%	204572270 / 219289169 / -6.7%	0.74 / 0.70 / +6.4%
fineweb_q05/duckdb:parquet	144352513 / 143371028 / +0.7%	193385012 / 195345694 / -1.0%	0.75 / 0.73 / +1.7%
fineweb_q06/duckdb:parquet	70698853 / 71702352 / -1.4%	125749121 / 128209514 / -1.9%	0.56 / 0.56 / +0.5%
fineweb_q07/duckdb:parquet	72443268 / 72811612 / -0.5%	152072522 / 157769958 / -3.6%	0.48 / 0.46 / +3.2%
fineweb_q08/duckdb:parquet	24594242 / 23905870 / +2.9%	27384346 / 24646785 / +11.1% 🔴	0.90 / 0.97 / -7.4%

---

No file size changes detected.

[github-actions]

Benchmarks: TPC-H SF=1 on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.0%
Engines: DataFusion No clear signal (+0.4%, low confidence) · DuckDB No clear signal (+1.6%, low confidence)
Vortex (geomean): hot 1.010x ➖ · cold 1.041x ➖
Parquet (geomean): hot 0.999x ➖ · cold 1.024x ➖
Shifts: Parquet (control) -0.1% · Median polish +0.0%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	16442176 / 16409739 / +0.2%	45772401 / 45556038 / +0.5%	0.36 / 0.36 / -0.3%
tpch_q02/datafusion:vortex-file-compressed	17215003 / 17223716 / -0.1%	40150519 / 36789357 / +9.1%	0.43 / 0.47 / -8.4%
tpch_q03/datafusion:vortex-file-compressed	19236704 / 18972872 / +1.4%	49041994 / 46347134 / +5.8%	0.39 / 0.41 / -4.2%
tpch_q04/datafusion:vortex-file-compressed	10483608 / 10303720 / +1.7%	36209099 / 33098417 / +9.4%	0.29 / 0.31 / -7.0%
tpch_q05/datafusion:vortex-file-compressed	36714126 / 36895766 / -0.5%	65591053 / 61833173 / +6.1%	0.56 / 0.60 / -6.2%
tpch_q06/datafusion:vortex-file-compressed	6121294 / 6354071 / -3.7%	32043551 / 29870111 / +7.3%	0.19 / 0.21 / -10.2%
tpch_q07/datafusion:vortex-file-compressed	51099861 / 52243971 / -2.2%	82953535 / 79397731 / +4.5%	0.62 / 0.66 / -6.4%
tpch_q08/datafusion:vortex-file-compressed	51614088 / 51525632 / +0.2%	84563966 / 79029475 / +7.0%	0.61 / 0.65 / -6.4%
tpch_q09/datafusion:vortex-file-compressed	48882947 / 48835492 / +0.1%	77542707 / 78801414 / -1.6%	0.63 / 0.62 / +1.7%
tpch_q10/datafusion:vortex-file-compressed	17320251 / 17039113 / +1.6%	50945374 / 47200078 / +7.9%	0.34 / 0.36 / -5.8%
tpch_q11/datafusion:vortex-file-compressed	14773381 / 14897515 / -0.8%	36151949 / 32775079 / +10.3% 🔴	0.41 / 0.45 / -10.1%
tpch_q12/datafusion:vortex-file-compressed	22717295 / 22810360 / -0.4%	49741422 / 45555416 / +9.2%	0.46 / 0.50 / -8.8%
tpch_q13/datafusion:vortex-file-compressed	19753809 / 20002416 / -1.2%	41044804 / 40182495 / +2.1%	0.48 / 0.50 / -3.3%
tpch_q14/datafusion:vortex-file-compressed	15012165 / 14844407 / +1.1%	41253832 / 38075788 / +8.3%	0.36 / 0.39 / -6.7%
tpch_q15/datafusion:vortex-file-compressed	18341946 / 18400831 / -0.3%	48330826 / 44827365 / +7.8%	0.38 / 0.41 / -7.5%
tpch_q16/datafusion:vortex-file-compressed	18572165 / 18381437 / +1.0%	38608081 / 37355997 / +3.4%	0.48 / 0.49 / -2.2%
tpch_q17/datafusion:vortex-file-compressed	28062278 / 27864771 / +0.7%	60521420 / 54543090 / +11.0% 🔴	0.46 / 0.51 / -9.2%
tpch_q18/datafusion:vortex-file-compressed	36281512 / 36859700 / -1.6%	58951147 / 56072459 / +5.1%	0.62 / 0.66 / -6.4%
tpch_q19/datafusion:vortex-file-compressed	13873662 / 13824230 / +0.4%	41136951 / 38534947 / +6.8%	0.34 / 0.36 / -6.0%
tpch_q20/datafusion:vortex-file-compressed	20708786 / 20469112 / +1.2%	47189183 / 42151102 / +12.0% 🔴	0.44 / 0.49 / -9.6%
tpch_q21/datafusion:vortex-file-compressed	39651074 / 38877463 / +2.0%	65836622 / 64302531 / +2.4%	0.60 / 0.60 / -0.4%
tpch_q22/datafusion:vortex-file-compressed	11143126 / 11100378 / +0.4%	32822222 / 30105869 / +9.0%	0.34 / 0.37 / -7.9%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-compact	18260151 / 18018558 / +1.3%	45740991 / 43388154 / +5.4%	0.40 / 0.42 / -3.9%
tpch_q02/datafusion:vortex-compact	19367243 / 19488164 / -0.6%	41472342 / 37686574 / +10.0% 🔴	0.47 / 0.52 / -9.7%
tpch_q03/datafusion:vortex-compact	19552723 / 19857321 / -1.5%	45921971 / 45043094 / +2.0%	0.43 / 0.44 / -3.4%
tpch_q04/datafusion:vortex-compact	11397508 / 11759090 / -3.1%	34309032 / 33344148 / +2.9%	0.33 / 0.35 / -5.8%
tpch_q05/datafusion:vortex-compact	37440864 / 37102020 / +0.9%	65147850 / 61762103 / +5.5%	0.57 / 0.60 / -4.3%
tpch_q06/datafusion:vortex-compact	6924975 / 6709686 / +3.2%	31214268 / 29073609 / +7.4%	0.22 / 0.23 / -3.9%
tpch_q07/datafusion:vortex-compact	50887647 / 51647076 / -1.5%	81203227 / 78265767 / +3.8%	0.63 / 0.66 / -5.0%
tpch_q08/datafusion:vortex-compact	52385009 / 52034459 / +0.7%	86529848 / 79844591 / +8.4%	0.61 / 0.65 / -7.1%
tpch_q09/datafusion:vortex-compact	51018964 / 49908383 / +2.2%	76649800 / 75745682 / +1.2%	0.67 / 0.66 / +1.0%
tpch_q10/datafusion:vortex-compact	19094716 / 18911287 / +1.0%	51287134 / 46799432 / +9.6%	0.37 / 0.40 / -7.9%
tpch_q11/datafusion:vortex-compact	15757505 / 15918272 / -1.0%	35329776 / 33744702 / +4.7%	0.45 / 0.47 / -5.5%
tpch_q12/datafusion:vortex-compact	24283474 / 23907339 / +1.6%	50030354 / 45988392 / +8.8%	0.49 / 0.52 / -6.6%
tpch_q13/datafusion:vortex-compact	20710654 / 20653425 / +0.3%	41021993 / 37674659 / +8.9%	0.50 / 0.55 / -7.9%
tpch_q14/datafusion:vortex-compact	16262085 / 16125570 / +0.8%	41781794 / 40345291 / +3.6%	0.39 / 0.40 / -2.6%
tpch_q15/datafusion:vortex-compact	19590965 / 19785010 / -1.0%	48196380 / 43944141 / +9.7%	0.41 / 0.45 / -9.7%
tpch_q16/datafusion:vortex-compact	18911306 / 18488652 / +2.3%	38741277 / 36694034 / +5.6%	0.49 / 0.50 / -3.1%
tpch_q17/datafusion:vortex-compact	28441930 / 28879053 / -1.5%	60597551 / 55142568 / +9.9%	0.47 / 0.52 / -10.4%
tpch_q18/datafusion:vortex-compact	38202716 / 37928378 / +0.7%	59292791 / 56958864 / +4.1%	0.64 / 0.67 / -3.2%
tpch_q19/datafusion:vortex-compact	18652119 / 18602964 / +0.3%	45114363 / 43054318 / +4.8%	0.41 / 0.43 / -4.3%
tpch_q20/datafusion:vortex-compact	21763509 / 21581208 / +0.8%	47387104 / 44251165 / +7.1%	0.46 / 0.49 / -5.8%
tpch_q21/datafusion:vortex-compact	42333950 / 41406180 / +2.2%	70025609 / 66107955 / +5.9%	0.60 / 0.63 / -3.5%
tpch_q22/datafusion:vortex-compact	11334686 / 11621477 / -2.5%	32845582 / 30009816 / +9.4%	0.35 / 0.39 / -10.9%

datafusion / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	67225288 / 67318953 / -0.1%	86319387 / 83927137 / +2.9%	0.78 / 0.80 / -2.9%
tpch_q02/datafusion:parquet	52436192 / 52480798 / -0.1%	73099376 / 69070512 / +5.8%	0.72 / 0.76 / -5.6%
tpch_q03/datafusion:parquet	72810240 / 72934275 / -0.2%	100179283 / 95549434 / +4.8%	0.73 / 0.76 / -4.8%
tpch_q04/datafusion:parquet	40709488 / 40940516 / -0.6%	64290896 / 58057018 / +10.7% 🔴	0.63 / 0.71 / -10.2%
tpch_q05/datafusion:parquet	87715518 / 88061302 / -0.4%	118874225 / 112672698 / +5.5%	0.74 / 0.78 / -5.6%
tpch_q06/datafusion:parquet	28740985 / 28688835 / +0.2%	50146856 / 47328415 / +6.0%	0.57 / 0.61 / -5.4%
tpch_q07/datafusion:parquet	94832557 / 95534812 / -0.7%	124628423 / 124864613 / -0.2%	0.76 / 0.77 / -0.5%
tpch_q08/datafusion:parquet	97018904 / 95279815 / +1.8%	129986268 / 122995867 / +5.7%	0.75 / 0.77 / -3.7%
tpch_q09/datafusion:parquet	113035011 / 113342751 / -0.3%	147513336 / 140790403 / +4.8%	0.77 / 0.81 / -4.8%
tpch_q10/datafusion:parquet	79971655 / 79883664 / +0.1%	116666717 / 108940369 / +7.1%	0.69 / 0.73 / -6.5%
tpch_q11/datafusion:parquet	39123652 / 38111470 / +2.7%	61361241 / 58856019 / +4.3%	0.64 / 0.65 / -1.5%
tpch_q12/datafusion:parquet	62169591 / 62504662 / -0.5%	89373204 / 90679227 / -1.4%	0.70 / 0.69 / +0.9%
tpch_q13/datafusion:parquet	159802211 / 159147918 / +0.4%	184080542 / 178013791 / +3.4%	0.87 / 0.89 / -2.9%
tpch_q14/datafusion:parquet	40006671 / 40051978 / -0.1%	66746097 / 64655335 / +3.2%	0.60 / 0.62 / -3.2%
tpch_q15/datafusion:parquet	47163210 / 48407853 / -2.6%	71848794 / 66981859 / +7.3%	0.66 / 0.72 / -9.2%
tpch_q16/datafusion:parquet	38547976 / 39108970 / -1.4%	59252754 / 57636328 / +2.8%	0.65 / 0.68 / -4.1%
tpch_q17/datafusion:parquet	116517466 / 116676020 / -0.1%	143309532 / 140066306 / +2.3%	0.81 / 0.83 / -2.4%
tpch_q18/datafusion:parquet	114482680 / 114237774 / +0.2%	138484865 / 135966269 / +1.9%	0.83 / 0.84 / -1.6%
tpch_q19/datafusion:parquet	49687803 / 50036596 / -0.7%	80882203 / 76715410 / +5.4%	0.61 / 0.65 / -5.8%
tpch_q20/datafusion:parquet	58176872 / 60042334 / -3.1%	90024672 / 81763397 / +10.1% 🔴	0.65 / 0.73 / -12.0%
tpch_q21/datafusion:parquet	98095803 / 98234790 / -0.1%	124446518 / 120595934 / +3.2%	0.79 / 0.81 / -3.2%
tpch_q22/datafusion:parquet	41751368 / 41758085 / -0.0%	61648694 / 58111149 / +6.1%	0.68 / 0.72 / -5.8%

duckdb / vortex-file-compressed / ns (1.003x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	11052392 / 12059137 / -8.3%	23872426 / 22696949 / +5.2%	0.46 / 0.53 / -12.9%
tpch_q02/duckdb:vortex-file-compressed	17765307 / 17580907 / +1.0%	27664809 / 25916640 / +6.7%	0.64 / 0.68 / -5.3%
tpch_q03/duckdb:vortex-file-compressed	18994391 / 18441935 / +3.0%	35479047 / 36019600 / -1.5%	0.54 / 0.51 / +4.6%
tpch_q04/duckdb:vortex-file-compressed	17008874 / 16982860 / +0.2%	30011369 / 29225133 / +2.7%	0.57 / 0.58 / -2.5%
tpch_q05/duckdb:vortex-file-compressed	22002239 / 22056853 / -0.2%	36664364 / 38341168 / -4.4%	0.60 / 0.58 / +4.3%
tpch_q06/duckdb:vortex-file-compressed	5489191 / 5522281 / -0.6%	15747600 / 14104437 / +11.6% 🔴	0.35 / 0.39 / -11.0%
tpch_q07/duckdb:vortex-file-compressed	20910145 / 21205437 / -1.4%	43779347 / 36735172 / +19.2% 🔴	0.48 / 0.58 / -17.3%
tpch_q08/duckdb:vortex-file-compressed	23378249 / 23783630 / -1.7%	40143694 / 39432807 / +1.8%	0.58 / 0.60 / -3.4%
tpch_q09/duckdb:vortex-file-compressed	29321182 / 29039999 / +1.0%	54213378 / 52433603 / +3.4%	0.54 / 0.55 / -2.3%
tpch_q10/duckdb:vortex-file-compressed	28685394 / 29599493 / -3.1%	45172283 / 46170717 / -2.2%	0.64 / 0.64 / -0.9%
tpch_q11/duckdb:vortex-file-compressed	8218467 / 8282644 / -0.8%	18551881 / 18846941 / -1.6%	0.44 / 0.44 / +0.8%
tpch_q12/duckdb:vortex-file-compressed	17854746 / 15783904 / +13.1% 🔴	26749039 / 27189661 / -1.6%	0.67 / 0.58 / +15.0%
tpch_q13/duckdb:vortex-file-compressed	22043233 / 22074438 / -0.1%	40558628 / 38488704 / +5.4%	0.54 / 0.57 / -5.2%
tpch_q14/duckdb:vortex-file-compressed	13293165 / 13309754 / -0.1%	25730506 / 24865272 / +3.5%	0.52 / 0.54 / -3.5%
tpch_q15/duckdb:vortex-file-compressed	9975675 / 9556443 / +4.4%	19381198 / 17651665 / +9.8%	0.51 / 0.54 / -4.9%
tpch_q16/duckdb:vortex-file-compressed	18559085 / 18268031 / +1.6%	24344125 / 25523148 / -4.6%	0.76 / 0.72 / +6.5%
tpch_q17/duckdb:vortex-file-compressed	15038511 / 15440094 / -2.6%	34200844 / 31613999 / +8.2%	0.44 / 0.49 / -10.0%
tpch_q18/duckdb:vortex-file-compressed	24893350 / 26072675 / -4.5%	39457217 / 33835951 / +16.6% 🔴	0.63 / 0.77 / -18.1%
tpch_q19/duckdb:vortex-file-compressed	24041270 / 23116091 / +4.0%	35541630 / 37355193 / -4.9%	0.68 / 0.62 / +9.3%
tpch_q20/duckdb:vortex-file-compressed	18045903 / 17506514 / +3.1%	36524643 / 33459765 / +9.2%	0.49 / 0.52 / -5.6%
tpch_q21/duckdb:vortex-file-compressed	66367568 / 66245812 / +0.2%	87595445 / 81645974 / +7.3%	0.76 / 0.81 / -6.6%
tpch_q22/duckdb:vortex-file-compressed	12125417 / 12069802 / +0.5%	20841967 / 23196763 / -10.2% 🟢	0.58 / 0.52 / +11.8%

duckdb / vortex-compact / ns (1.032x ➖, 0↑ 4↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-compact	13727113 / 11964283 / +14.7% 🔴	22893675 / 22656668 / +1.0%	0.60 / 0.53 / +13.5%
tpch_q02/duckdb:vortex-compact	20145854 / 20112182 / +0.2%	27521699 / 28175503 / -2.3%	0.73 / 0.71 / +2.5%
tpch_q03/duckdb:vortex-compact	18840244 / 19097315 / -1.3%	37563863 / 33415821 / +12.4% 🔴	0.50 / 0.57 / -12.2%
tpch_q04/duckdb:vortex-compact	19069098 / 19002830 / +0.3%	31334393 / 29329717 / +6.8%	0.61 / 0.65 / -6.1%
tpch_q05/duckdb:vortex-compact	23084409 / 22529508 / +2.5%	37829238 / 35933534 / +5.3%	0.61 / 0.63 / -2.7%
tpch_q06/duckdb:vortex-compact	6177675 / 6336371 / -2.5%	15912345 / 14683430 / +8.4%	0.39 / 0.43 / -10.0%
tpch_q07/duckdb:vortex-compact	21329643 / 21804321 / -2.2%	41222161 / 40251547 / +2.4%	0.52 / 0.54 / -4.5%
tpch_q08/duckdb:vortex-compact	25375650 / 25968765 / -2.3%	40149066 / 41927559 / -4.2%	0.63 / 0.62 / +2.0%
tpch_q09/duckdb:vortex-compact	29696128 / 30047508 / -1.2%	51756123 / 51142838 / +1.2%	0.57 / 0.59 / -2.3%
tpch_q10/duckdb:vortex-compact	31239762 / 31058131 / +0.6%	46864783 / 48849364 / -4.1%	0.67 / 0.64 / +4.8%
tpch_q11/duckdb:vortex-compact	11248288 / 9139196 / +23.1% 🔴	16648689 / 17064266 / -2.4%	0.68 / 0.54 / +26.1%
tpch_q12/duckdb:vortex-compact	17825070 / 18724217 / -4.8%	27845997 / 28604105 / -2.7%	0.64 / 0.65 / -2.2%
tpch_q13/duckdb:vortex-compact	23386301 / 23391155 / -0.0%	38383582 / 37624738 / +2.0%	0.61 / 0.62 / -2.0%
tpch_q14/duckdb:vortex-compact	14462828 / 14514431 / -0.4%	26605719 / 25009052 / +6.4%	0.54 / 0.58 / -6.3%
tpch_q15/duckdb:vortex-compact	11506101 / 9303901 / +23.7% 🔴	21861317 / 21550969 / +1.4%	0.53 / 0.43 / +21.9%
tpch_q16/duckdb:vortex-compact	20261007 / 20476675 / -1.1%	25462752 / 25935936 / -1.8%	0.80 / 0.79 / +0.8%
tpch_q17/duckdb:vortex-compact	17461456 / 16782218 / +4.0%	31933057 / 31892080 / +0.1%	0.55 / 0.53 / +3.9%
tpch_q18/duckdb:vortex-compact	26237499 / 26341211 / -0.4%	36035047 / 40931050 / -12.0% 🟢	0.73 / 0.64 / +13.1%
tpch_q19/duckdb:vortex-compact	24667769 / 24375022 / +1.2%	38456605 / 37600491 / +2.3%	0.64 / 0.65 / -1.1%
tpch_q20/duckdb:vortex-compact	19793337 / 19078190 / +3.7%	35479781 / 36055136 / -1.6%	0.56 / 0.53 / +5.4%
tpch_q21/duckdb:vortex-compact	70911723 / 68466886 / +3.6%	84206257 / 83076648 / +1.4%	0.84 / 0.82 / +2.2%
tpch_q22/duckdb:vortex-compact	14572275 / 12539551 / +16.2% 🔴	21600055 / 22683444 / -4.8%	0.67 / 0.55 / +22.0%

duckdb / parquet / ns (1.001x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	60267140 / 60037668 / +0.4%	66654524 / 66891290 / -0.4%	0.90 / 0.90 / +0.7%
tpch_q02/duckdb:parquet	34446365 / 34692137 / -0.7%	43046799 / 43425956 / -0.9%	0.80 / 0.80 / +0.2%
tpch_q03/duckdb:parquet	61904146 / 62098514 / -0.3%	73835617 / 73918704 / -0.1%	0.84 / 0.84 / -0.2%
tpch_q04/duckdb:parquet	44817327 / 43159430 / +3.8%	55842122 / 52886419 / +5.6%	0.80 / 0.82 / -1.7%
tpch_q05/duckdb:parquet	60631203 / 60837663 / -0.3%	72791843 / 72381000 / +0.6%	0.83 / 0.84 / -0.9%
tpch_q06/duckdb:parquet	20264455 / 20055270 / +1.0%	24851176 / 24588748 / +1.1%	0.82 / 0.82 / -0.0%
tpch_q07/duckdb:parquet	60556062 / 60775536 / -0.4%	71995241 / 72692169 / -1.0%	0.84 / 0.84 / +0.6%
tpch_q08/duckdb:parquet	73362001 / 73052246 / +0.4%	87204942 / 85912136 / +1.5%	0.84 / 0.85 / -1.1%
tpch_q09/duckdb:parquet	113739286 / 114125056 / -0.3%	127308041 / 128197859 / -0.7%	0.89 / 0.89 / +0.4%
tpch_q10/duckdb:parquet	108505175 / 108090334 / +0.4%	121679286 / 121218346 / +0.4%	0.89 / 0.89 / +0.0%
tpch_q11/duckdb:parquet	19981123 / 20055275 / -0.4%	23649233 / 23870148 / -0.9%	0.84 / 0.84 / +0.6%
tpch_q12/duckdb:parquet	41317752 / 41318465 / -0.0%	48735241 / 48825797 / -0.2%	0.85 / 0.85 / +0.2%
tpch_q13/duckdb:parquet	238977799 / 239496756 / -0.2%	249617470 / 248000242 / +0.7%	0.96 / 0.97 / -0.9%
tpch_q14/duckdb:parquet	43440964 / 43510933 / -0.2%	52278616 / 51638347 / +1.2%	0.83 / 0.84 / -1.4%
tpch_q15/duckdb:parquet	24861066 / 24667670 / +0.8%	31512201 / 30867225 / +2.1%	0.79 / 0.80 / -1.3%
tpch_q16/duckdb:parquet	49831678 / 49889093 / -0.1%	58947249 / 57585070 / +2.4%	0.85 / 0.87 / -2.4%
tpch_q17/duckdb:parquet	44390501 / 44547456 / -0.4%	53867107 / 53588675 / +0.5%	0.82 / 0.83 / -0.9%
tpch_q18/duckdb:parquet	90040343 / 90093627 / -0.1%	101128735 / 100499364 / +0.6%	0.89 / 0.90 / -0.7%
tpch_q19/duckdb:parquet	61200554 / 61043725 / +0.3%	71519428 / 71493259 / +0.0%	0.86 / 0.85 / +0.2%
tpch_q20/duckdb:parquet	58650211 / 58768728 / -0.2%	70335148 / 73724776 / -4.6%	0.83 / 0.80 / +4.6%
tpch_q21/duckdb:parquet	136886122 / 137481909 / -0.4%	147340923 / 151261611 / -2.6%	0.93 / 0.91 / +2.2%
tpch_q22/duckdb:parquet	50507738 / 50505026 / +0.0%	58290861 / 58070899 / +0.4%	0.87 / 0.87 / -0.4%

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[github-actions]

Benchmarks: Clickbench Sorted on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -3.5%
Engines: DataFusion No clear signal (-6.1%, low confidence) · DuckDB No clear signal (-0.8%, low confidence)
Vortex (geomean): hot 0.965x ➖ · cold 0.995x ➖
Parquet (geomean): hot 1.000x ➖ · cold 0.989x ➖
Shifts: Parquet (control) +0.0% · Median polish -1.5%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

datafusion / vortex-file-compressed / ns (0.896x ✅, 6↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/datafusion:vortex-file-compressed	217789054 / 227348071 / -4.2%	587254499 / 555116779 / +5.8%	0.37 / 0.41 / -9.4%
clickbench-sorted_q24/datafusion:vortex-file-compressed	13693874 / 13646222 / +0.3%	51217595 / 50223830 / +2.0%	0.27 / 0.27 / -1.6%
clickbench-sorted_q26/datafusion:vortex-file-compressed	12768546 / 13426495 / -4.9%	53246917 / 52456833 / +1.5%	0.24 / 0.26 / -6.3%
clickbench-sorted_q36/datafusion:vortex-file-compressed	25453668 / 28620618 / -11.1% 🟢	68512814 / 71734380 / -4.5%	0.37 / 0.40 / -6.9%
clickbench-sorted_q37/datafusion:vortex-file-compressed	20481196 / 24120933 / -15.1% 🟢	61727787 / 59772136 / +3.3%	0.33 / 0.40 / -17.8%
clickbench-sorted_q38/datafusion:vortex-file-compressed	24984726 / 34029086 / -26.6% 🟢	66703757 / 69780519 / -4.4%	0.37 / 0.49 / -23.2%
clickbench-sorted_q39/datafusion:vortex-file-compressed	84539784 / 87887842 / -3.8%	114642821 / 118760235 / -3.5%	0.74 / 0.74 / -0.4%
clickbench-sorted_q40/datafusion:vortex-file-compressed	14109950 / 16170100 / -12.7% 🟢	46494715 / 48042972 / -3.2%	0.30 / 0.34 / -9.8%
clickbench-sorted_q41/datafusion:vortex-file-compressed	13869857 / 15603338 / -11.1% 🟢	45788739 / 47101968 / -2.8%	0.30 / 0.33 / -8.6%
clickbench-sorted_q42/datafusion:vortex-file-compressed	11653585 / 13250180 / -12.0% 🟢	38267556 / 40371425 / -5.2%	0.30 / 0.33 / -7.2%

datafusion / vortex-compact / ns (0.990x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/datafusion:vortex-compact	190055460 / 233586079 / -18.6% 🟢	435856245 / 426845640 / +2.1%	0.44 / 0.55 / -20.3%
clickbench-sorted_q24/datafusion:vortex-compact	23212416 / 22760861 / +2.0%	55069753 / 51990443 / +5.9%	0.42 / 0.44 / -3.7%
clickbench-sorted_q26/datafusion:vortex-compact	23259108 / 23068538 / +0.8%	51043559 / 56433225 / -9.6%	0.46 / 0.41 / +11.5%
clickbench-sorted_q36/datafusion:vortex-compact	25225539 / 25072280 / +0.6%	71008950 / 66736500 / +6.4%	0.36 / 0.38 / -5.4%
clickbench-sorted_q37/datafusion:vortex-compact	21366524 / 21850308 / -2.2%	67228861 / 66351945 / +1.3%	0.32 / 0.33 / -3.5%
clickbench-sorted_q38/datafusion:vortex-compact	21418605 / 20319300 / +5.4%	65201977 / 65256252 / -0.1%	0.33 / 0.31 / +5.5%
clickbench-sorted_q39/datafusion:vortex-compact	43338482 / 45106098 / -3.9%	83504064 / 89750047 / -7.0%	0.52 / 0.50 / +3.3%
clickbench-sorted_q40/datafusion:vortex-compact	15931008 / 15699710 / +1.5%	42730312 / 43344722 / -1.4%	0.37 / 0.36 / +2.9%
clickbench-sorted_q41/datafusion:vortex-compact	14297502 / 13443720 / +6.4%	45597782 / 46167413 / -1.2%	0.31 / 0.29 / +7.7%
clickbench-sorted_q42/datafusion:vortex-compact	11045157 / 10937466 / +1.0%	36310821 / 36005757 / +0.8%	0.30 / 0.30 / +0.1%

datafusion / parquet / ns (1.004x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/datafusion:parquet	751608648 / 756727673 / -0.7%	929818189 / 929556155 / +0.0%	0.81 / 0.81 / -0.7%
clickbench-sorted_q24/datafusion:parquet	8575658 / 9084684 / -5.6%	71261164 / 71426023 / -0.2%	0.12 / 0.13 / -5.4%
clickbench-sorted_q26/datafusion:parquet	9317862 / 8851102 / +5.3%	72224837 / 73411976 / -1.6%	0.13 / 0.12 / +7.0%
clickbench-sorted_q36/datafusion:parquet	94382040 / 93656846 / +0.8%	165842827 / 166061131 / -0.1%	0.57 / 0.56 / +0.9%
clickbench-sorted_q37/datafusion:parquet	65033259 / 64592077 / +0.7%	130876869 / 131366269 / -0.4%	0.50 / 0.49 / +1.1%
clickbench-sorted_q38/datafusion:parquet	87981044 / 86691605 / +1.5%	158039382 / 159143502 / -0.7%	0.56 / 0.54 / +2.2%
clickbench-sorted_q39/datafusion:parquet	159779304 / 159098290 / +0.4%	230912132 / 231940202 / -0.4%	0.69 / 0.69 / +0.9%
clickbench-sorted_q40/datafusion:parquet	45234466 / 44608606 / +1.4%	111861741 / 111794618 / +0.1%	0.40 / 0.40 / +1.3%
clickbench-sorted_q41/datafusion:parquet	42499158 / 42307928 / +0.5%	110731110 / 109236791 / +1.4%	0.38 / 0.39 / -0.9%
clickbench-sorted_q42/datafusion:parquet	26450059 / 26519657 / -0.3%	88036517 / 90290532 / -2.5%	0.30 / 0.29 / +2.3%

duckdb / vortex-file-compressed / ns (0.949x ➖, 3↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/duckdb:vortex-file-compressed	69503508 / 68973825 / +0.8%	92928140 / 81020865 / +14.7% 🔴	0.75 / 0.85 / -12.1%
clickbench-sorted_q24/duckdb:vortex-file-compressed	21666128 / 18418172 / +17.6% 🔴	36158379 / 35570754 / +1.7%	0.60 / 0.52 / +15.7%
clickbench-sorted_q26/duckdb:vortex-file-compressed	16251194 / 15871736 / +2.4%	28607509 / 32317936 / -11.5% 🟢	0.57 / 0.49 / +15.7%
clickbench-sorted_q36/duckdb:vortex-file-compressed	39606232 / 43021800 / -7.9%	67836875 / 73667480 / -7.9%	0.58 / 0.58 / -0.0%
clickbench-sorted_q37/duckdb:vortex-file-compressed	35760000 / 37388402 / -4.4%	61027386 / 66667296 / -8.5%	0.59 / 0.56 / +4.5%
clickbench-sorted_q38/duckdb:vortex-file-compressed	39100846 / 47942940 / -18.4% 🟢	66640589 / 70295877 / -5.2%	0.59 / 0.68 / -14.0%
clickbench-sorted_q39/duckdb:vortex-file-compressed	105510148 / 112469554 / -6.2%	135802496 / 139144234 / -2.4%	0.78 / 0.81 / -3.9%
clickbench-sorted_q40/duckdb:vortex-file-compressed	18780615 / 21179458 / -11.3% 🟢	38360466 / 38234361 / +0.3%	0.49 / 0.55 / -11.6%
clickbench-sorted_q41/duckdb:vortex-file-compressed	19475710 / 20942822 / -7.0%	39382258 / 39673345 / -0.7%	0.49 / 0.53 / -6.3%
clickbench-sorted_q42/duckdb:vortex-file-compressed	16180249 / 18415592 / -12.1% 🟢	36344498 / 36710613 / -1.0%	0.45 / 0.50 / -11.3%

duckdb / vortex-compact / ns (1.031x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/duckdb:vortex-compact	71986628 / 69007083 / +4.3%	88875255 / 95953669 / -7.4%	0.81 / 0.72 / +12.6%
clickbench-sorted_q24/duckdb:vortex-compact	26575109 / 22634310 / +17.4% 🔴	35357701 / 32639024 / +8.3%	0.75 / 0.69 / +8.4%
clickbench-sorted_q26/duckdb:vortex-compact	16003326 / 14801373 / +8.1%	28681884 / 31518333 / -9.0%	0.56 / 0.47 / +18.8%
clickbench-sorted_q36/duckdb:vortex-compact	38607201 / 38127541 / +1.3%	74461618 / 76106600 / -2.2%	0.52 / 0.50 / +3.5%
clickbench-sorted_q37/duckdb:vortex-compact	33777402 / 32922498 / +2.6%	66957880 / 67533485 / -0.9%	0.50 / 0.49 / +3.5%
clickbench-sorted_q38/duckdb:vortex-compact	35094624 / 36105814 / -2.8%	67732542 / 67016453 / +1.1%	0.52 / 0.54 / -3.8%
clickbench-sorted_q39/duckdb:vortex-compact	63072759 / 66343776 / -4.9%	108944136 / 105196867 / +3.6%	0.58 / 0.63 / -8.2%
clickbench-sorted_q40/duckdb:vortex-compact	19668596 / 19408992 / +1.3%	44539677 / 38325389 / +16.2% 🔴	0.44 / 0.51 / -12.8%
clickbench-sorted_q41/duckdb:vortex-compact	19665458 / 19355920 / +1.6%	40306882 / 40122728 / +0.5%	0.49 / 0.48 / +1.1%
clickbench-sorted_q42/duckdb:vortex-compact	14855305 / 14294888 / +3.9%	36657814 / 32448580 / +13.0% 🔴	0.41 / 0.44 / -8.0%

duckdb / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench-sorted_q23/duckdb:parquet	129613963 / 130008342 / -0.3%	157380750 / 140161005 / +12.3% 🔴	0.82 / 0.93 / -11.2%
clickbench-sorted_q24/duckdb:parquet	18760720 / 18138419 / +3.4%	25765589 / 31820097 / -19.0% 🟢	0.73 / 0.57 / +27.7%
clickbench-sorted_q26/duckdb:parquet	13262290 / 12797924 / +3.6%	21480881 / 24184451 / -11.2% 🟢	0.62 / 0.53 / +16.7%
clickbench-sorted_q36/duckdb:parquet	42429767 / 45045384 / -5.8%	59980734 / 63330886 / -5.3%	0.71 / 0.71 / -0.5%
clickbench-sorted_q37/duckdb:parquet	30606018 / 30595030 / +0.0%	49812266 / 49399185 / +0.8%	0.61 / 0.62 / -0.8%
clickbench-sorted_q38/duckdb:parquet	39875170 / 38340534 / +4.0%	60968632 / 55466470 / +9.9%	0.65 / 0.69 / -5.4%
clickbench-sorted_q39/duckdb:parquet	69781238 / 73835293 / -5.5%	83842374 / 86708983 / -3.3%	0.83 / 0.85 / -2.3%
clickbench-sorted_q40/duckdb:parquet	16880360 / 17839205 / -5.4%	35893704 / 35391194 / +1.4%	0.47 / 0.50 / -6.7%
clickbench-sorted_q41/duckdb:parquet	17082064 / 16952646 / +0.8%	34946483 / 34734665 / +0.6%	0.49 / 0.49 / +0.2%
clickbench-sorted_q42/duckdb:parquet	11358480 / 11020426 / +3.1%	22947106 / 22844466 / +0.4%	0.49 / 0.48 / +2.6%

---

File Size Changes (200 files changed, +0.1% overall, 109↑ 91↓)

File	Scale	Format	Base	HEAD	Change	%
hits_001.vortex	1.0	vortex-file-compressed	187.95 MB	192.25 MB	+4.30 MB	+2.3%
hits_001.vortex	1.0	vortex-compact	137.65 MB	140.47 MB	+2.82 MB	+2.0%
hits_061.vortex	1.0	vortex-compact	123.43 MB	125.60 MB	+2.17 MB	+1.8%
hits_000.vortex	1.0	vortex-compact	98.37 MB	99.53 MB	+1.16 MB	+1.2%
hits_065.vortex	1.0	vortex-file-compressed	158.89 MB	160.77 MB	+1.88 MB	+1.2%
hits_041.vortex	1.0	vortex-compact	97.90 MB	99.02 MB	+1.12 MB	+1.1%
hits_004.vortex	1.0	vortex-compact	97.81 MB	98.92 MB	+1.11 MB	+1.1%
hits_090.vortex	1.0	vortex-file-compressed	191.43 MB	193.40 MB	+1.97 MB	+1.0%
hits_027.vortex	1.0	vortex-compact	137.94 MB	139.33 MB	+1.39 MB	+1.0%
hits_023.vortex	1.0	vortex-file-compressed	194.16 MB	195.95 MB	+1.78 MB	+0.9%
hits_013.vortex	1.0	vortex-compact	124.03 MB	125.08 MB	+1.04 MB	+0.8%
hits_067.vortex	1.0	vortex-compact	98.40 MB	99.18 MB	+799.16 KB	+0.8%
hits_007.vortex	1.0	vortex-file-compressed	197.94 MB	199.48 MB	+1.53 MB	+0.8%
hits_081.vortex	1.0	vortex-file-compressed	198.40 MB	199.90 MB	+1.51 MB	+0.8%
hits_059.vortex	1.0	vortex-file-compressed	196.81 MB	198.30 MB	+1.49 MB	+0.8%
hits_010.vortex	1.0	vortex-compact	123.06 MB	123.98 MB	+937.27 KB	+0.7%
hits_030.vortex	1.0	vortex-compact	97.73 MB	98.40 MB	+689.09 KB	+0.7%
hits_074.vortex	1.0	vortex-compact	151.99 MB	153.03 MB	+1.04 MB	+0.7%
hits_076.vortex	1.0	vortex-file-compressed	158.85 MB	159.93 MB	+1.08 MB	+0.7%
hits_052.vortex	1.0	vortex-compact	98.27 MB	98.87 MB	+615.81 KB	+0.6%
hits_024.vortex	1.0	vortex-compact	123.85 MB	124.52 MB	+689.45 KB	+0.5%
hits_029.vortex	1.0	vortex-file-compressed	198.16 MB	199.22 MB	+1.05 MB	+0.5%
hits_082.vortex	1.0	vortex-compact	105.64 MB	106.16 MB	+540.67 KB	+0.5%
hits_098.vortex	1.0	vortex-compact	103.53 MB	103.98 MB	+464.05 KB	+0.4%
hits_089.vortex	1.0	vortex-compact	98.82 MB	99.25 MB	+439.01 KB	+0.4%
hits_080.vortex	1.0	vortex-compact	96.87 MB	97.26 MB	+404.73 KB	+0.4%
hits_071.vortex	1.0	vortex-compact	105.71 MB	106.09 MB	+398.16 KB	+0.4%
hits_040.vortex	1.0	vortex-file-compressed	142.38 MB	142.87 MB	+505.02 KB	+0.3%
hits_050.vortex	1.0	vortex-compact	125.57 MB	125.97 MB	+407.11 KB	+0.3%
hits_031.vortex	1.0	vortex-file-compressed	158.54 MB	159.03 MB	+500.85 KB	+0.3%
hits_075.vortex	1.0	vortex-file-compressed	188.27 MB	188.82 MB	+561.81 KB	+0.3%
hits_041.vortex	1.0	vortex-file-compressed	130.49 MB	130.85 MB	+367.68 KB	+0.3%
hits_009.vortex	1.0	vortex-file-compressed	100.62 MB	100.89 MB	+277.41 KB	+0.3%
hits_043.vortex	1.0	vortex-compact	94.15 MB	94.39 MB	+240.66 KB	+0.2%
hits_006.vortex	1.0	vortex-compact	94.07 MB	94.28 MB	+214.16 KB	+0.2%
hits_057.vortex	1.0	vortex-file-compressed	158.95 MB	159.26 MB	+319.36 KB	+0.2%
hits_011.vortex	1.0	vortex-compact	152.46 MB	152.76 MB	+303.92 KB	+0.2%
hits_091.vortex	1.0	vortex-compact	112.24 MB	112.45 MB	+217.22 KB	+0.2%
hits_087.vortex	1.0	vortex-compact	125.38 MB	125.61 MB	+227.24 KB	+0.2%
hits_066.vortex	1.0	vortex-file-compressed	162.29 MB	162.56 MB	+274.28 KB	+0.2%
hits_079.vortex	1.0	vortex-compact	128.03 MB	128.23 MB	+202.89 KB	+0.2%
hits_069.vortex	1.0	vortex-compact	99.49 MB	99.65 MB	+156.41 KB	+0.2%
hits_011.vortex	1.0	vortex-file-compressed	198.39 MB	198.68 MB	+301.44 KB	+0.1%
hits_039.vortex	1.0	vortex-compact	123.74 MB	123.92 MB	+186.93 KB	+0.1%
hits_040.vortex	1.0	vortex-compact	110.01 MB	110.18 MB	+166.07 KB	+0.1%
hits_085.vortex	1.0	vortex-file-compressed	198.87 MB	199.14 MB	+276.45 KB	+0.1%
hits_028.vortex	1.0	vortex-file-compressed	150.82 MB	151.02 MB	+207.40 KB	+0.1%
hits_035.vortex	1.0	vortex-file-compressed	102.18 MB	102.31 MB	+134.69 KB	+0.1%
hits_025.vortex	1.0	vortex-file-compressed	171.11 MB	171.32 MB	+218.49 KB	+0.1%
hits_010.vortex	1.0	vortex-file-compressed	168.20 MB	168.41 MB	+211.84 KB	+0.1%
hits_007.vortex	1.0	vortex-compact	153.43 MB	153.61 MB	+179.00 KB	+0.1%
hits_016.vortex	1.0	vortex-file-compressed	179.56 MB	179.77 MB	+206.77 KB	+0.1%
hits_087.vortex	1.0	vortex-file-compressed	159.91 MB	160.09 MB	+179.21 KB	+0.1%
hits_064.vortex	1.0	vortex-file-compressed	189.90 MB	190.11 MB	+206.87 KB	+0.1%
hits_065.vortex	1.0	vortex-compact	125.74 MB	125.86 MB	+130.98 KB	+0.1%
hits_089.vortex	1.0	vortex-file-compressed	130.48 MB	130.61 MB	+133.62 KB	+0.1%
hits_014.vortex	1.0	vortex-file-compressed	171.29 MB	171.45 MB	+170.16 KB	+0.1%
hits_096.vortex	1.0	vortex-compact	153.13 MB	153.28 MB	+151.62 KB	+0.1%
hits_015.vortex	1.0	vortex-file-compressed	130.14 MB	130.26 MB	+128.27 KB	+0.1%
hits_020.vortex	1.0	vortex-file-compressed	159.29 MB	159.44 MB	+150.87 KB	+0.1%
hits_074.vortex	1.0	vortex-file-compressed	198.40 MB	198.57 MB	+178.05 KB	+0.1%
hits_084.vortex	1.0	vortex-compact	110.58 MB	110.68 MB	+98.30 KB	+0.1%
hits_082.vortex	1.0	vortex-file-compressed	139.14 MB	139.25 MB	+107.37 KB	+0.1%
hits_034.vortex	1.0	vortex-compact	133.32 MB	133.41 MB	+99.59 KB	+0.1%
hits_002.vortex	1.0	vortex-file-compressed	159.98 MB	160.09 MB	+105.73 KB	+0.1%
hits_042.vortex	1.0	vortex-compact	136.22 MB	136.29 MB	+80.58 KB	+0.1%
hits_062.vortex	1.0	vortex-compact	132.50 MB	132.57 MB	+77.27 KB	+0.1%
hits_068.vortex	1.0	vortex-compact	112.39 MB	112.45 MB	+64.07 KB	+0.1%
hits_063.vortex	1.0	vortex-file-compressed	130.70 MB	130.76 MB	+71.02 KB	+0.1%
hits_014.vortex	1.0	vortex-compact	133.97 MB	134.04 MB	+71.45 KB	+0.1%
hits_012.vortex	1.0	vortex-file-compressed	189.84 MB	189.94 MB	+100.96 KB	+0.1%
hits_097.vortex	1.0	vortex-file-compressed	191.81 MB	191.91 MB	+97.00 KB	+0.0%
hits_046.vortex	1.0	vortex-compact	74.93 MB	74.97 MB	+37.37 KB	+0.0%
hits_067.vortex	1.0	vortex-file-compressed	130.70 MB	130.76 MB	+61.55 KB	+0.0%
hits_083.vortex	1.0	vortex-file-compressed	156.07 MB	156.14 MB	+72.45 KB	+0.0%
hits_000.vortex	1.0	vortex-file-compressed	130.51 MB	130.57 MB	+56.00 KB	+0.0%
hits_070.vortex	1.0	vortex-compact	153.65 MB	153.71 MB	+63.84 KB	+0.0%
hits_056.vortex	1.0	vortex-file-compressed	134.43 MB	134.48 MB	+54.52 KB	+0.0%
hits_018.vortex	1.0	vortex-file-compressed	198.96 MB	199.03 MB	+71.49 KB	+0.0%
hits_054.vortex	1.0	vortex-compact	112.12 MB	112.16 MB	+39.06 KB	+0.0%
hits_003.vortex	1.0	vortex-file-compressed	135.64 MB	135.68 MB	+43.62 KB	+0.0%
hits_048.vortex	1.0	vortex-file-compressed	198.74 MB	198.80 MB	+58.65 KB	+0.0%
hits_088.vortex	1.0	vortex-file-compressed	171.81 MB	171.86 MB	+47.91 KB	+0.0%
hits_092.vortex	1.0	vortex-file-compressed	198.81 MB	198.87 MB	+55.18 KB	+0.0%
hits_017.vortex	1.0	vortex-file-compressed	145.82 MB	145.85 MB	+34.04 KB	+0.0%
hits_091.vortex	1.0	vortex-file-compressed	146.09 MB	146.12 MB	+31.45 KB	+0.0%
hits_036.vortex	1.0	vortex-compact	133.37 MB	133.40 MB	+28.05 KB	+0.0%
hits_073.vortex	1.0	vortex-compact	134.25 MB	134.28 MB	+24.38 KB	+0.0%
hits_070.vortex	1.0	vortex-file-compressed	199.16 MB	199.19 MB	+30.40 KB	+0.0%
hits_022.vortex	1.0	vortex-compact	152.95 MB	152.97 MB	+20.43 KB	+0.0%
hits_005.vortex	1.0	vortex-compact	115.84 MB	115.86 MB	+13.16 KB	+0.0%
hits_025.vortex	1.0	vortex-compact	133.44 MB	133.45 MB	+11.06 KB	+0.0%
hits_072.vortex	1.0	vortex-compact	75.54 MB	75.55 MB	+6.22 KB	+0.0%
hits_058.vortex	1.0	vortex-file-compressed	154.27 MB	154.28 MB	+12.39 KB	+0.0%
hits_008.vortex	1.0	vortex-file-compressed	139.05 MB	139.07 MB	+10.49 KB	+0.0%
hits_080.vortex	1.0	vortex-file-compressed	126.18 MB	126.19 MB	+8.42 KB	+0.0%
hits_047.vortex	1.0	vortex-compact	110.46 MB	110.47 MB	+7.30 KB	+0.0%
hits_081.vortex	1.0	vortex-compact	153.72 MB	153.73 MB	+9.09 KB	+0.0%
hits_008.vortex	1.0	vortex-compact	106.23 MB	106.23 MB	+4.15 KB	+0.0%
hits_078.vortex	1.0	vortex-file-compressed	130.00 MB	130.00 MB	+4.01 KB	+0.0%
hits_073.vortex	1.0	vortex-file-compressed	171.93 MB	171.93 MB	+5.11 KB	+0.0%
hits_058.vortex	1.0	vortex-compact	111.06 MB	111.06 MB	+3.14 KB	+0.0%
hits_017.vortex	1.0	vortex-compact	111.77 MB	111.77 MB	+2.89 KB	+0.0%
hits_044.vortex	1.0	vortex-compact	153.57 MB	153.58 MB	+2.62 KB	+0.0%
hits_097.vortex	1.0	vortex-compact	140.13 MB	140.13 MB	+1.80 KB	+0.0%
hits_051.vortex	1.0	vortex-compact	133.98 MB	133.98 MB	+1.58 KB	+0.0%
hits_032.vortex	1.0	vortex-compact	110.60 MB	110.60 MB	+1.25 KB	+0.0%
hits_055.vortex	1.0	vortex-file-compressed	199.05 MB	199.05 MB	+1.87 KB	+0.0%
hits_019.vortex	1.0	vortex-file-compressed	139.68 MB	139.68 MB	+472 B	+0.0%
hits_035.vortex	1.0	vortex-compact	75.91 MB	75.91 MB	224 B	-0.0%
hits_023.vortex	1.0	vortex-compact	142.70 MB	142.70 MB	1.27 KB	-0.0%
hits_028.vortex	1.0	vortex-compact	115.66 MB	115.66 MB	2.40 KB	-0.0%
hits_095.vortex	1.0	vortex-compact	110.62 MB	110.61 MB	4.21 KB	-0.0%
hits_009.vortex	1.0	vortex-compact	75.21 MB	75.21 MB	3.91 KB	-0.0%
hits_099.vortex	1.0	vortex-compact	133.14 MB	133.13 MB	8.99 KB	-0.0%
hits_038.vortex	1.0	vortex-compact	139.51 MB	139.50 MB	10.50 KB	-0.0%
hits_084.vortex	1.0	vortex-file-compressed	153.56 MB	153.55 MB	13.05 KB	-0.0%
hits_072.vortex	1.0	vortex-file-compressed	101.76 MB	101.75 MB	8.81 KB	-0.0%
hits_026.vortex	1.0	vortex-file-compressed	130.49 MB	130.47 MB	12.04 KB	-0.0%
hits_006.vortex	1.0	vortex-file-compressed	125.68 MB	125.67 MB	11.80 KB	-0.0%
hits_005.vortex	1.0	vortex-file-compressed	166.43 MB	166.41 MB	22.78 KB	-0.0%
hits_003.vortex	1.0	vortex-compact	104.51 MB	104.50 MB	14.45 KB	-0.0%
hits_039.vortex	1.0	vortex-file-compressed	159.98 MB	159.95 MB	27.23 KB	-0.0%
hits_064.vortex	1.0	vortex-compact	140.04 MB	140.02 MB	25.27 KB	-0.0%
hits_047.vortex	1.0	vortex-file-compressed	153.58 MB	153.55 MB	28.31 KB	-0.0%
hits_024.vortex	1.0	vortex-file-compressed	159.50 MB	159.47 MB	31.20 KB	-0.0%
hits_053.vortex	1.0	vortex-compact	138.42 MB	138.39 MB	29.22 KB	-0.0%
hits_020.vortex	1.0	vortex-compact	111.64 MB	111.62 MB	28.68 KB	-0.0%
hits_044.vortex	1.0	vortex-file-compressed	198.35 MB	198.30 MB	51.79 KB	-0.0%
hits_060.vortex	1.0	vortex-file-compressed	192.10 MB	192.05 MB	52.58 KB	-0.0%
hits_037.vortex	1.0	vortex-file-compressed	176.53 MB	176.48 MB	49.74 KB	-0.0%
hits_021.vortex	1.0	vortex-file-compressed	153.48 MB	153.44 MB	46.12 KB	-0.0%
hits_043.vortex	1.0	vortex-file-compressed	125.83 MB	125.79 MB	40.93 KB	-0.0%
hits_050.vortex	1.0	vortex-file-compressed	160.61 MB	160.56 MB	52.82 KB	-0.0%
hits_085.vortex	1.0	vortex-compact	153.35 MB	153.29 MB	58.77 KB	-0.0%
hits_092.vortex	1.0	vortex-compact	153.32 MB	153.26 MB	62.54 KB	-0.0%
hits_057.vortex	1.0	vortex-compact	111.75 MB	111.71 MB	45.73 KB	-0.0%
hits_038.vortex	1.0	vortex-file-compressed	189.09 MB	189.01 MB	83.55 KB	-0.0%
hits_077.vortex	1.0	vortex-file-compressed	171.78 MB	171.69 MB	89.40 KB	-0.1%
hits_086.vortex	1.0	vortex-file-compressed	191.19 MB	191.10 MB	100.47 KB	-0.1%
hits_029.vortex	1.0	vortex-compact	153.42 MB	153.34 MB	81.16 KB	-0.1%
hits_054.vortex	1.0	vortex-file-compressed	146.08 MB	146.00 MB	81.03 KB	-0.1%
hits_046.vortex	1.0	vortex-file-compressed	100.68 MB	100.62 MB	55.93 KB	-0.1%
hits_076.vortex	1.0	vortex-compact	125.43 MB	125.36 MB	71.86 KB	-0.1%
hits_032.vortex	1.0	vortex-file-compressed	153.66 MB	153.57 MB	90.73 KB	-0.1%
hits_095.vortex	1.0	vortex-file-compressed	153.44 MB	153.35 MB	90.65 KB	-0.1%
hits_060.vortex	1.0	vortex-compact	141.22 MB	141.14 MB	84.76 KB	-0.1%
hits_013.vortex	1.0	vortex-file-compressed	160.82 MB	160.72 MB	102.32 KB	-0.1%
hits_015.vortex	1.0	vortex-compact	97.99 MB	97.93 MB	63.90 KB	-0.1%
hits_069.vortex	1.0	vortex-file-compressed	141.79 MB	141.69 MB	95.65 KB	-0.1%
hits_049.vortex	1.0	vortex-compact	140.57 MB	140.48 MB	98.46 KB	-0.1%
hits_036.vortex	1.0	vortex-file-compressed	170.76 MB	170.63 MB	134.14 KB	-0.1%
hits_093.vortex	1.0	vortex-file-compressed	130.80 MB	130.70 MB	104.31 KB	-0.1%
hits_086.vortex	1.0	vortex-compact	140.78 MB	140.67 MB	117.84 KB	-0.1%
hits_045.vortex	1.0	vortex-compact	106.18 MB	106.09 MB	92.98 KB	-0.1%
hits_055.vortex	1.0	vortex-compact	153.35 MB	153.22 MB	135.22 KB	-0.1%
hits_094.vortex	1.0	vortex-compact	110.80 MB	110.70 MB	101.70 KB	-0.1%
hits_059.vortex	1.0	vortex-compact	152.94 MB	152.79 MB	152.17 KB	-0.1%
hits_090.vortex	1.0	vortex-compact	141.38 MB	141.21 MB	165.76 KB	-0.1%
hits_079.vortex	1.0	vortex-file-compressed	180.45 MB	180.24 MB	214.85 KB	-0.1%
hits_061.vortex	1.0	vortex-file-compressed	159.92 MB	159.74 MB	190.70 KB	-0.1%
hits_037.vortex	1.0	vortex-compact	132.47 MB	132.31 MB	163.23 KB	-0.1%
hits_066.vortex	1.0	vortex-compact	117.68 MB	117.54 MB	148.02 KB	-0.1%
hits_004.vortex	1.0	vortex-file-compressed	130.71 MB	130.54 MB	173.79 KB	-0.1%
hits_068.vortex	1.0	vortex-file-compressed	159.63 MB	159.41 MB	228.88 KB	-0.1%
hits_030.vortex	1.0	vortex-file-compressed	131.01 MB	130.83 MB	189.08 KB	-0.1%
hits_056.vortex	1.0	vortex-compact	101.37 MB	101.22 MB	147.80 KB	-0.1%
hits_016.vortex	1.0	vortex-compact	127.58 MB	127.39 MB	191.59 KB	-0.1%
hits_049.vortex	1.0	vortex-file-compressed	190.73 MB	190.44 MB	287.95 KB	-0.1%
hits_051.vortex	1.0	vortex-file-compressed	172.03 MB	171.78 MB	261.63 KB	-0.1%
hits_083.vortex	1.0	vortex-compact	110.06 MB	109.88 MB	185.92 KB	-0.2%
hits_088.vortex	1.0	vortex-compact	134.33 MB	134.10 MB	236.00 KB	-0.2%
hits_031.vortex	1.0	vortex-compact	111.72 MB	111.50 MB	219.67 KB	-0.2%
hits_052.vortex	1.0	vortex-file-compressed	130.21 MB	129.95 MB	267.59 KB	-0.2%
hits_094.vortex	1.0	vortex-file-compressed	157.59 MB	157.27 MB	334.58 KB	-0.2%
hits_022.vortex	1.0	vortex-file-compressed	198.83 MB	198.41 MB	432.08 KB	-0.2%
hits_021.vortex	1.0	vortex-compact	110.60 MB	110.37 MB	243.04 KB	-0.2%
hits_096.vortex	1.0	vortex-file-compressed	199.26 MB	198.82 MB	446.62 KB	-0.2%
hits_078.vortex	1.0	vortex-compact	98.11 MB	97.88 MB	228.23 KB	-0.2%
hits_062.vortex	1.0	vortex-file-compressed	170.38 MB	169.95 MB	437.27 KB	-0.3%
hits_099.vortex	1.0	vortex-file-compressed	171.06 MB	170.60 MB	470.30 KB	-0.3%
hits_077.vortex	1.0	vortex-compact	134.63 MB	134.20 MB	443.65 KB	-0.3%
hits_033.vortex	1.0	vortex-file-compressed	198.68 MB	197.96 MB	741.61 KB	-0.4%
hits_019.vortex	1.0	vortex-compact	106.61 MB	106.18 MB	440.51 KB	-0.4%
hits_042.vortex	1.0	vortex-file-compressed	201.07 MB	200.22 MB	862.60 KB	-0.4%
hits_071.vortex	1.0	vortex-file-compressed	139.44 MB	138.81 MB	654.07 KB	-0.5%
hits_098.vortex	1.0	vortex-file-compressed	137.28 MB	136.64 MB	652.92 KB	-0.5%
hits_033.vortex	1.0	vortex-compact	153.43 MB	152.58 MB	866.38 KB	-0.6%
hits_048.vortex	1.0	vortex-compact	153.45 MB	152.58 MB	885.24 KB	-0.6%
hits_093.vortex	1.0	vortex-compact	99.04 MB	98.45 MB	608.69 KB	-0.6%
hits_018.vortex	1.0	vortex-compact	153.73 MB	152.73 MB	1018.88 KB	-0.6%
hits_053.vortex	1.0	vortex-file-compressed	190.32 MB	188.94 MB	1.37 MB	-0.7%
hits_045.vortex	1.0	vortex-file-compressed	139.66 MB	138.63 MB	1.03 MB	-0.7%
hits_034.vortex	1.0	vortex-file-compressed	182.55 MB	180.88 MB	1.67 MB	-0.9%
hits_075.vortex	1.0	vortex-compact	139.13 MB	137.84 MB	1.28 MB	-0.9%
hits_012.vortex	1.0	vortex-compact	139.94 MB	138.51 MB	1.43 MB	-1.0%
hits_027.vortex	1.0	vortex-file-compressed	191.19 MB	189.01 MB	2.19 MB	-1.1%
hits_026.vortex	1.0	vortex-compact	99.00 MB	97.61 MB	1.40 MB	-1.4%
hits_063.vortex	1.0	vortex-compact	99.24 MB	97.84 MB	1.40 MB	-1.4%
hits_002.vortex	1.0	vortex-compact	125.57 MB	123.72 MB	1.85 MB	-1.5%

Totals:

• vortex-compact: 11.93 GB → 11.93 GB (+0.1%)
• vortex-file-compressed: 15.87 GB → 15.88 GB (+0.1%)

[github-actions]

Benchmarks: FineWeb S3 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -4.4%
Engines: DataFusion No clear signal (-3.1%, environment too noisy confidence) · DuckDB No clear signal (-5.8%, environment too noisy confidence)
Vortex (geomean): hot 0.960x ➖ · cold 0.983x ➖
Parquet (geomean): hot 1.004x ➖ · cold 0.953x ➖
Shifts: Parquet (control) +0.4% · Median polish -4.6%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

datafusion / vortex-file-compressed / ns (0.927x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-file-compressed	78634671 / 83219178 / -5.5%	142332619 / 135285492 / +5.2%	0.55 / 0.62 / -10.2%
fineweb_q01/datafusion:vortex-file-compressed	532392710 / 667054980 / -20.2%	835050446 / 767616502 / +8.8%	0.64 / 0.87 / -26.6%
fineweb_q02/datafusion:vortex-file-compressed	380318106 / 582195039 / -34.7% 🟢	619150972 / 714148013 / -13.3%	0.61 / 0.82 / -24.7%
fineweb_q03/datafusion:vortex-file-compressed	463945806 / 478455566 / -3.0%	821983979 / 712422358 / +15.4%	0.56 / 0.67 / -16.0%
fineweb_q04/datafusion:vortex-file-compressed	460560777 / 407462402 / +13.0%	559403604 / 459863368 / +21.6%	0.82 / 0.89 / -7.1%
fineweb_q05/datafusion:vortex-file-compressed	435701100 / 447555286 / -2.6%	448640507 / 498088953 / -9.9%	0.97 / 0.90 / +8.1%
fineweb_q06/datafusion:vortex-file-compressed	986883044 / 763312698 / +29.3%	864683169 / 698604442 / +23.8%	1.14 / 1.09 / +4.5%
fineweb_q07/datafusion:vortex-file-compressed	822778912 / 889161266 / -7.5%	916224929 / 807401598 / +13.5%	0.90 / 1.10 / -18.5%
fineweb_q08/datafusion:vortex-file-compressed	213394539 / 265522164 / -19.6%	293145755 / 340073957 / -13.8%	0.73 / 0.78 / -6.8%

datafusion / vortex-compact / ns (0.974x ➖, 1↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-compact	37187090 / 49295604 / -24.6%	123756828 / 180295334 / -31.4% 🟢	0.30 / 0.27 / +9.9%
fineweb_q01/datafusion:vortex-compact	494668810 / 371526871 / +33.1% 🔴	883010202 / 666918159 / +32.4% 🔴	0.56 / 0.56 / +0.6%
fineweb_q02/datafusion:vortex-compact	406391036 / 385557449 / +5.4%	495221359 / 484932600 / +2.1%	0.82 / 0.80 / +3.2%
fineweb_q03/datafusion:vortex-compact	540235220 / 832420134 / -35.1% 🟢	722762135 / 989374297 / -26.9%	0.75 / 0.84 / -11.2%
fineweb_q04/datafusion:vortex-compact	460613743 / 578076760 / -20.3%	614682494 / 633323591 / -2.9%	0.75 / 0.91 / -17.9%
fineweb_q05/datafusion:vortex-compact	474448844 / 470573188 / +0.8%	454819398 / 467808772 / -2.8%	1.04 / 1.01 / +3.7%
fineweb_q06/datafusion:vortex-compact	715493058 / 773354622 / -7.5%	707479926 / 772154754 / -8.4%	1.01 / 1.00 / +1.0%
fineweb_q07/datafusion:vortex-compact	466856596 / 550534163 / -15.2%	465274149 / 513764204 / -9.4%	1.00 / 1.07 / -6.4%
fineweb_q08/datafusion:vortex-compact	334815496 / 184536784 / +81.4% 🔴	237414388 / 200143124 / +18.6%	1.41 / 0.92 / +53.0%

datafusion / parquet / ns (0.980x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:parquet	485287348 / 451095764 / +7.6%	720665121 / 748689272 / -3.7%	0.67 / 0.60 / +11.8%
fineweb_q01/datafusion:parquet	714436392 / 782586502 / -8.7%	660657717 / 968640518 / -31.8% 🟢	1.08 / 0.81 / +33.8%
fineweb_q02/datafusion:parquet	806428364 / 791858636 / +1.8%	985804837 / 797873874 / +23.6%	0.82 / 0.99 / -17.6%
fineweb_q03/datafusion:parquet	689458840 / 748624482 / -7.9%	729499828 / 884459587 / -17.5%	0.95 / 0.85 / +11.7%
fineweb_q04/datafusion:parquet	744552576 / 772309313 / -3.6%	617885345 / 807913794 / -23.5%	1.21 / 0.96 / +26.1%
fineweb_q05/datafusion:parquet	705374052 / 816994208 / -13.7%	753925693 / 783916779 / -3.8%	0.94 / 1.04 / -10.2%
fineweb_q06/datafusion:parquet	893470596 / 875043550 / +2.1%	861259614 / 780574883 / +10.3%	1.04 / 1.12 / -7.5%
fineweb_q07/datafusion:parquet	713791314 / 764966362 / -6.7%	638532471 / 864812939 / -26.2%	1.12 / 0.88 / +26.4%
fineweb_q08/datafusion:parquet	694043881 / 606339794 / +14.5%	765626623 / 731481659 / +4.7%	0.91 / 0.83 / +9.4%

duckdb / vortex-file-compressed / ns (0.937x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-file-compressed	59399232 / 69239602 / -14.2%	66546420 / 48252875 / +37.9% 🔴	0.89 / 1.43 / -37.8%
fineweb_q01/duckdb:vortex-file-compressed	519500222 / 596255774 / -12.9%	547994366 / 520171820 / +5.3%	0.95 / 1.15 / -17.3%
fineweb_q02/duckdb:vortex-file-compressed	654459241 / 711080182 / -8.0%	687857459 / 1081234700 / -36.4% 🟢	0.95 / 0.66 / +44.7%
fineweb_q03/duckdb:vortex-file-compressed	1395301110 / 1519243273 / -8.2%	1438751624 / 1421604690 / +1.2%	0.97 / 1.07 / -9.3%
fineweb_q04/duckdb:vortex-file-compressed	1440265472 / 1504478073 / -4.3%	1460860443 / 1539971821 / -5.1%	0.99 / 0.98 / +0.9%
fineweb_q05/duckdb:vortex-file-compressed	1341629014 / 1371114090 / -2.2%	1497047332 / 1418881140 / +5.5%	0.90 / 0.97 / -7.3%
fineweb_q06/duckdb:vortex-file-compressed	1526750624 / 1507196142 / +1.3%	1557212123 / 1573723451 / -1.0%	0.98 / 0.96 / +2.4%
fineweb_q07/duckdb:vortex-file-compressed	1341143678 / 1423365735 / -5.8%	1349949577 / 1424820603 / -5.3%	0.99 / 1.00 / -0.6%
fineweb_q08/duckdb:vortex-file-compressed	561853244 / 569939230 / -1.4%	586435328 / 606799339 / -3.4%	0.96 / 0.94 / +2.0%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-compact	81732220 / 69394798 / +17.8%	73508625 / 72990101 / +0.7%	1.11 / 0.95 / +16.9%
fineweb_q01/duckdb:vortex-compact	478311639 / 491231134 / -2.6%	506663862 / 592390827 / -14.5%	0.94 / 0.83 / +13.8%
fineweb_q02/duckdb:vortex-compact	623767936 / 655203308 / -4.8%	606475550 / 645591600 / -6.1%	1.03 / 1.01 / +1.3%
fineweb_q03/duckdb:vortex-compact	1645329543 / 1588277294 / +3.6%	1655393745 / 1708581896 / -3.1%	0.99 / 0.93 / +6.9%
fineweb_q04/duckdb:vortex-compact	1475188593 / 1567614956 / -5.9%	1448858064 / 1691872896 / -14.4%	1.02 / 0.93 / +9.9%
fineweb_q05/duckdb:vortex-compact	1381076905 / 1473641966 / -6.3%	1380497937 / 1400365250 / -1.4%	1.00 / 1.05 / -4.9%
fineweb_q06/duckdb:vortex-compact	1532213402 / 1491945462 / +2.7%	1518041416 / 1441152212 / +5.3%	1.01 / 1.04 / -2.5%
fineweb_q07/duckdb:vortex-compact	1317623083 / 1309675266 / +0.6%	1329960106 / 1335156626 / -0.4%	0.99 / 0.98 / +1.0%
fineweb_q08/duckdb:vortex-compact	524662240 / 528635100 / -0.8%	552375701 / 585639125 / -5.7%	0.95 / 0.90 / +5.2%

duckdb / parquet / ns (1.028x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:parquet	519181822 / 568706696 / -8.7%	558940131 / 544969922 / +2.6%	0.93 / 1.04 / -11.0%
fineweb_q01/duckdb:parquet	660166467 / 606903366 / +8.8%	736549038 / 632407977 / +16.5%	0.90 / 0.96 / -6.6%
fineweb_q02/duckdb:parquet	592506868 / 586426950 / +1.0%	562998669 / 623971481 / -9.8%	1.05 / 0.94 / +12.0%
fineweb_q03/duckdb:parquet	1385958462 / 1491832710 / -7.1%	1407673762 / 1377681472 / +2.2%	0.98 / 1.08 / -9.1%
fineweb_q04/duckdb:parquet	802124434 / 789944314 / +1.5%	794641470 / 833594050 / -4.7%	1.01 / 0.95 / +6.5%
fineweb_q05/duckdb:parquet	911296319 / 891070842 / +2.3%	928128544 / 879091486 / +5.6%	0.98 / 1.01 / -3.1%
fineweb_q06/duckdb:parquet	1762133610 / 1717857968 / +2.6%	1629933089 / 1688727724 / -3.5%	1.08 / 1.02 / +6.3%
fineweb_q07/duckdb:parquet	1175206942 / 1043064126 / +12.7%	1100506663 / 1574004619 / -30.1% 🟢	1.07 / 0.66 / +61.1%
fineweb_q08/duckdb:parquet	577484054 / 502064570 / +15.0%	674503749 / 499766005 / +35.0% 🔴	0.86 / 1.00 / -14.8%

[github-actions]

Benchmarks: Appian on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.3%
Engines: DataFusion No clear signal (-1.0%, low confidence) · DuckDB No clear signal (-1.6%, low confidence)
Vortex (geomean): hot 0.994x ➖ · cold 0.999x ➖
Parquet (geomean): hot 1.007x ➖ · cold 0.993x ➖
Shifts: Parquet (control) +0.7% · Median polish -0.4%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
appian_q01/datafusion:vortex-compact	51747571 / 51264805 / +0.9%	73293735 / 76679749 / -4.4%	0.71 / 0.67 / +5.6%
appian_q02/datafusion:vortex-compact	235775265 / 232775399 / +1.3%	259458323 / 265120761 / -2.1%	0.91 / 0.88 / +3.5%
appian_q03/datafusion:vortex-compact	145251338 / 146573496 / -0.9%	183500783 / 180155215 / +1.9%	0.79 / 0.81 / -2.7%
appian_q04/datafusion:vortex-compact	9845194268 / 9897558222 / -0.5%	9829794180 / 9817285096 / +0.1%	1.00 / 1.01 / -0.7%
appian_q05/datafusion:vortex-compact	135755519 / 140052321 / -3.1%	159257156 / 161578377 / -1.4%	0.85 / 0.87 / -1.7%
appian_q06/datafusion:vortex-compact	142291411 / 143310171 / -0.7%	166317042 / 171689436 / -3.1%	0.86 / 0.83 / +2.5%
appian_q07/datafusion:vortex-compact	162386231 / 163993368 / -1.0%	192852368 / 195650536 / -1.4%	0.84 / 0.84 / +0.5%
appian_q08/datafusion:vortex-compact	549495112 / 556986083 / -1.3%	605541513 / 589286840 / +2.8%	0.91 / 0.95 / -4.0%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
appian_q01/datafusion:parquet	72462423 / 71868929 / +0.8%	92246217 / 97182765 / -5.1%	0.79 / 0.74 / +6.2%
appian_q02/datafusion:parquet	297950986 / 297363353 / +0.2%	327112590 / 327874551 / -0.2%	0.91 / 0.91 / +0.4%
appian_q03/datafusion:parquet	186352578 / 183941599 / +1.3%	225698079 / 223802973 / +0.8%	0.83 / 0.82 / +0.5%
appian_q04/datafusion:parquet	9942949414 / 9932512635 / +0.1%	9886465107 / 9820773001 / +0.7%	1.01 / 1.01 / -0.6%
appian_q05/datafusion:parquet	192683472 / 190990486 / +0.9%	217956770 / 215390979 / +1.2%	0.88 / 0.89 / -0.3%
appian_q06/datafusion:parquet	168121150 / 167750822 / +0.2%	188945573 / 193276229 / -2.2%	0.89 / 0.87 / +2.5%
appian_q07/datafusion:parquet	205180111 / 206359068 / -0.6%	233286639 / 234959959 / -0.7%	0.88 / 0.88 / +0.1%
appian_q08/datafusion:parquet	664276227 / 665658984 / -0.2%	673250205 / 683960913 / -1.6%	0.99 / 0.97 / +1.4%

duckdb / vortex-compact / ns (0.995x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
appian_q01/duckdb:vortex-compact	90252574 / 91617161 / -1.5%	106945938 / 106879506 / +0.1%	0.84 / 0.86 / -1.6%
appian_q02/duckdb:vortex-compact	213308854 / 215400550 / -1.0%	241256844 / 229879129 / +4.9%	0.88 / 0.94 / -5.6%
appian_q03/duckdb:vortex-compact	121595933 / 122504430 / -0.7%	138946609 / 141037483 / -1.5%	0.88 / 0.87 / +0.8%
appian_q04/duckdb:vortex-compact	541043337 / 552516826 / -2.1%	569987692 / 571283288 / -0.2%	0.95 / 0.97 / -1.9%
appian_q05/duckdb:vortex-compact	134429815 / 132469704 / +1.5%	158525615 / 158882636 / -0.2%	0.85 / 0.83 / +1.7%
appian_q06/duckdb:vortex-compact	408746459 / 403284103 / +1.4%	400370207 / 413261471 / -3.1%	1.02 / 0.98 / +4.6%
appian_q07/duckdb:vortex-compact	138452694 / 139034869 / -0.4%	162342162 / 157247400 / +3.2%	0.85 / 0.88 / -3.5%
appian_q08/duckdb:vortex-compact	443458871 / 449376528 / -1.3%	483315817 / 465449853 / +3.8%	0.92 / 0.97 / -5.0%

duckdb / parquet / ns (1.011x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
appian_q01/duckdb:parquet	99883942 / 100166128 / -0.3%	124642710 / 122447296 / +1.8%	0.80 / 0.82 / -2.0%
appian_q02/duckdb:parquet	197338380 / 200441640 / -1.5%	216502529 / 208242400 / +4.0%	0.91 / 0.96 / -5.3%
appian_q03/duckdb:parquet	125570112 / 125756074 / -0.1%	140809141 / 142429793 / -1.1%	0.89 / 0.88 / +1.0%
appian_q04/duckdb:parquet	432885481 / 441786246 / -2.0%	456429945 / 463614218 / -1.5%	0.95 / 0.95 / -0.5%
appian_q05/duckdb:parquet	142868856 / 142720871 / +0.1%	165880948 / 168078030 / -1.3%	0.86 / 0.85 / +1.4%
appian_q06/duckdb:parquet	284559494 / 253512842 / +12.2% 🔴	275467837 / 277935679 / -0.9%	1.03 / 0.91 / +13.3%
appian_q07/duckdb:parquet	154852291 / 154259302 / +0.4%	170882110 / 188673326 / -9.4%	0.91 / 0.82 / +10.8%
appian_q08/duckdb:parquet	380054586 / 376536624 / +0.9%	421591266 / 401720701 / +4.9%	0.90 / 0.94 / -3.8%

---

No file size changes detected.

[github-actions]

Benchmarks: Statistical and Population Genetics 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.1%
Engines: DuckDB No clear signal (+1.1%, low confidence)
Vortex (geomean): hot 1.000x ➖ · cold 1.003x ➖
Parquet (geomean): hot 0.989x ➖ · cold 1.002x ➖
Shifts: Parquet (control) -1.1% · Median polish +0.0%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

duckdb / vortex-file-compressed / ns (1.001x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
statpopgen_q00/duckdb:vortex-file-compressed	8995602 / 9116811 / -1.3%	9495668 / 9445047 / +0.5%	0.95 / 0.97 / -1.9%
statpopgen_q01/duckdb:vortex-file-compressed	10399784 / 10381499 / +0.2%	14800253 / 14846377 / -0.3%	0.70 / 0.70 / +0.5%
statpopgen_q02/duckdb:vortex-file-compressed	377125660 / 375219410 / +0.5%	394214751 / 394187029 / +0.0%	0.96 / 0.95 / +0.5%
statpopgen_q03/duckdb:vortex-file-compressed	889708532 / 899219614 / -1.1%	909702028 / 904148708 / +0.6%	0.98 / 0.99 / -1.7%
statpopgen_q04/duckdb:vortex-file-compressed	893683112 / 895473869 / -0.2%	891787569 / 905406747 / -1.5%	1.00 / 0.99 / +1.3%
statpopgen_q05/duckdb:vortex-file-compressed	422564336 / 421758350 / +0.2%	432309047 / 435552254 / -0.7%	0.98 / 0.97 / +0.9%
statpopgen_q06/duckdb:vortex-file-compressed	1166003017 / 1165452374 / +0.0%	1172885715 / 1169422167 / +0.3%	0.99 / 1.00 / -0.2%
statpopgen_q07/duckdb:vortex-file-compressed	186786621 / 186237306 / +0.3%	208598581 / 210552025 / -0.9%	0.90 / 0.88 / +1.2%
statpopgen_q08/duckdb:vortex-file-compressed	201046826 / 198560462 / +1.3%	225870597 / 210573497 / +7.3%	0.89 / 0.94 / -5.6%
statpopgen_q09/duckdb:vortex-file-compressed	704815674 / 702432737 / +0.3%	750971416 / 759350721 / -1.1%	0.94 / 0.93 / +1.5%
statpopgen_q10/duckdb:vortex-file-compressed	2014292794 / 1991796426 / +1.1%	1981189557 / 1971121065 / +0.5%	1.02 / 1.01 / +0.6%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
statpopgen_q00/duckdb:vortex-compact	9048227 / 9044789 / +0.0%	9423507 / 9472689 / -0.5%	0.96 / 0.95 / +0.6%
statpopgen_q01/duckdb:vortex-compact	10313424 / 10264026 / +0.5%	14013353 / 13817324 / +1.4%	0.74 / 0.74 / -0.9%
statpopgen_q02/duckdb:vortex-compact	386965196 / 387710576 / -0.2%	401996249 / 402831004 / -0.2%	0.96 / 0.96 / +0.0%
statpopgen_q03/duckdb:vortex-compact	904043658 / 905631256 / -0.2%	907301908 / 913596787 / -0.7%	1.00 / 0.99 / +0.5%
statpopgen_q04/duckdb:vortex-compact	907537109 / 911898996 / -0.5%	903293018 / 907596716 / -0.5%	1.00 / 1.00 / -0.0%
statpopgen_q05/duckdb:vortex-compact	435756603 / 434855262 / +0.2%	444479535 / 440048529 / +1.0%	0.98 / 0.99 / -0.8%
statpopgen_q06/duckdb:vortex-compact	1179049246 / 1175770090 / +0.3%	1177420019 / 1178342776 / -0.1%	1.00 / 1.00 / +0.4%
statpopgen_q07/duckdb:vortex-compact	316186760 / 316714784 / -0.2%	341076722 / 331733320 / +2.8%	0.93 / 0.95 / -2.9%
statpopgen_q08/duckdb:vortex-compact	331506416 / 334539392 / -0.9%	355759814 / 356102183 / -0.1%	0.93 / 0.94 / -0.8%
statpopgen_q09/duckdb:vortex-compact	708930838 / 722793848 / -1.9%	720304037 / 733351389 / -1.8%	0.98 / 0.99 / -0.1%
statpopgen_q10/duckdb:vortex-compact	2040157870 / 2021423300 / +0.9%	1993185646 / 1992063013 / +0.1%	1.02 / 1.01 / +0.9%

duckdb / parquet / ns (0.989x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
statpopgen_q00/duckdb:parquet	248130574 / 247427126 / +0.3%	249974452 / 246555991 / +1.4%	0.99 / 1.00 / -1.1%
statpopgen_q01/duckdb:parquet	305875594 / 305069066 / +0.3%	306531206 / 306674969 / -0.0%	1.00 / 0.99 / +0.3%
statpopgen_q02/duckdb:parquet	536956676 / 560641774 / -4.2%	549540774 / 591916159 / -7.2%	0.98 / 0.95 / +3.2%
statpopgen_q03/duckdb:parquet	871320982 / 866422454 / +0.6%	892640355 / 858624677 / +4.0%	0.98 / 1.01 / -3.3%
statpopgen_q04/duckdb:parquet	833652826 / 875778224 / -4.8%	802116867 / 858384632 / -6.6%	1.04 / 1.02 / +1.9%
statpopgen_q05/duckdb:parquet	603731418 / 606649714 / -0.5%	608191668 / 601867847 / +1.1%	0.99 / 1.01 / -1.5%
statpopgen_q06/duckdb:parquet	738236098 / 737980591 / +0.0%	718916203 / 715433789 / +0.5%	1.03 / 1.03 / -0.4%
statpopgen_q07/duckdb:parquet	606949153 / 608455166 / -0.2%	733867157 / 701545456 / +4.6%	0.83 / 0.87 / -4.6%
statpopgen_q08/duckdb:parquet	624691568 / 618238316 / +1.0%	680154669 / 673223147 / +1.0%	0.92 / 0.92 / +0.0%
statpopgen_q09/duckdb:parquet	792718514 / 791546106 / +0.1%	827652043 / 819880653 / +0.9%	0.96 / 0.97 / -0.8%
statpopgen_q10/duckdb:parquet	1452192530 / 1523236240 / -4.7%	1275406989 / 1232165851 / +3.5%	1.14 / 1.24 / -7.9%

---

No file size changes detected.

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.7%
Engines: DataFusion No clear signal (+0.4%, low confidence) · DuckDB No clear signal (+2.9%, low confidence)
Vortex (geomean): hot 1.005x ➖ · cold 0.996x ➖
Parquet (geomean): hot 0.989x ➖ · cold 0.987x ➖
Shifts: Parquet (control) -1.1% · Median polish -0.2%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

datafusion / vortex-file-compressed / ns (1.003x ➖, 0↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	23864216 / 23429949 / +1.9%	44127294 / 46688460 / -5.5%	0.54 / 0.50 / +7.8%
tpcds_q02/datafusion:vortex-file-compressed	45131838 / 45337451 / -0.5%	64044510 / 63908146 / +0.2%	0.70 / 0.71 / -0.7%
tpcds_q03/datafusion:vortex-file-compressed	11232718 / 11607912 / -3.2%	30175834 / 29988920 / +0.6%	0.37 / 0.39 / -3.8%
tpcds_q04/datafusion:vortex-file-compressed	111029130 / 112954984 / -1.7%	141008410 / 141316707 / -0.2%	0.79 / 0.80 / -1.5%
tpcds_q05/datafusion:vortex-file-compressed	58664194 / 59662481 / -1.7%	82727786 / 83022468 / -0.4%	0.71 / 0.72 / -1.3%
tpcds_q06/datafusion:vortex-file-compressed	23135256 / 23261218 / -0.5%	47057325 / 46333000 / +1.6%	0.49 / 0.50 / -2.1%
tpcds_q07/datafusion:vortex-file-compressed	31358910 / 31936970 / -1.8%	60074644 / 56759641 / +5.8%	0.52 / 0.56 / -7.2%
tpcds_q08/datafusion:vortex-file-compressed	26112386 / 25620247 / +1.9%	46436055 / 48086588 / -3.4%	0.56 / 0.53 / +5.5%
tpcds_q09/datafusion:vortex-file-compressed	17741186 / 17093084 / +3.8%	35192436 / 35248082 / -0.2%	0.50 / 0.48 / +4.0%
tpcds_q10/datafusion:vortex-file-compressed	28999428 / 28773784 / +0.8%	52833080 / 51197038 / +3.2%	0.55 / 0.56 / -2.3%
tpcds_q11/datafusion:vortex-file-compressed	60234596 / 59670452 / +0.9%	84892791 / 86113831 / -1.4%	0.71 / 0.69 / +2.4%
tpcds_q12/datafusion:vortex-file-compressed	16232925 / 16235189 / -0.0%	34499617 / 34618319 / -0.3%	0.47 / 0.47 / +0.3%
tpcds_q13/datafusion:vortex-file-compressed	37505698 / 37650292 / -0.4%	61629004 / 62563286 / -1.5%	0.61 / 0.60 / +1.1%
tpcds_q14/datafusion:vortex-file-compressed	91640778 / 93250933 / -1.7%	123836253 / 117689386 / +5.2%	0.74 / 0.79 / -6.6%
tpcds_q15/datafusion:vortex-file-compressed	24583244 / 24689386 / -0.4%	46091407 / 47582973 / -3.1%	0.53 / 0.52 / +2.8%
tpcds_q16/datafusion:vortex-file-compressed	20849502 / 20718518 / +0.6%	44350044 / 43976626 / +0.8%	0.47 / 0.47 / -0.2%
tpcds_q17/datafusion:vortex-file-compressed	59709632 / 53209291 / +12.2% 🔴	84906349 / 77801768 / +9.1%	0.70 / 0.68 / +2.8%
tpcds_q18/datafusion:vortex-file-compressed	67293293 / 68131808 / -1.2%	92487674 / 97148720 / -4.8%	0.73 / 0.70 / +3.7%
tpcds_q19/datafusion:vortex-file-compressed	18097640 / 18005707 / +0.5%	42818739 / 43178229 / -0.8%	0.42 / 0.42 / +1.4%
tpcds_q20/datafusion:vortex-file-compressed	17264863 / 17185406 / +0.5%	35540495 / 35944526 / -1.1%	0.49 / 0.48 / +1.6%
tpcds_q21/datafusion:vortex-file-compressed	16617180 / 16650772 / -0.2%	41528010 / 42300106 / -1.8%	0.40 / 0.39 / +1.7%
tpcds_q22/datafusion:vortex-file-compressed	49297954 / 49736110 / -0.9%	71000270 / 71931870 / -1.3%	0.69 / 0.69 / +0.4%
tpcds_q23/datafusion:vortex-file-compressed	69810997 / 70746639 / -1.3%	97006333 / 101967144 / -4.9%	0.72 / 0.69 / +3.7%
tpcds_q24/datafusion:vortex-file-compressed	69165538 / 68677922 / +0.7%	94032702 / 94624249 / -0.6%	0.74 / 0.73 / +1.3%
tpcds_q25/datafusion:vortex-file-compressed	53759278 / 47871740 / +12.3% 🔴	75742166 / 77456899 / -2.2%	0.71 / 0.62 / +14.8%
tpcds_q26/datafusion:vortex-file-compressed	30220010 / 30017216 / +0.7%	54282335 / 54470838 / -0.3%	0.56 / 0.55 / +1.0%
tpcds_q27/datafusion:vortex-file-compressed	60574659 / 60334105 / +0.4%	86654983 / 90519294 / -4.3%	0.70 / 0.67 / +4.9%
tpcds_q28/datafusion:vortex-file-compressed	17397564 / 17514468 / -0.7%	40050436 / 38854109 / +3.1%	0.43 / 0.45 / -3.6%
tpcds_q29/datafusion:vortex-file-compressed	61196033 / 59290835 / +3.2%	82481451 / 82340108 / +0.2%	0.74 / 0.72 / +3.0%
tpcds_q30/datafusion:vortex-file-compressed	27522165 / 27581257 / -0.2%	46518574 / 48354421 / -3.8%	0.59 / 0.57 / +3.7%
tpcds_q31/datafusion:vortex-file-compressed	63242359 / 64852630 / -2.5%	91641728 / 94276184 / -2.8%	0.69 / 0.69 / +0.3%
tpcds_q32/datafusion:vortex-file-compressed	14043572 / 13919979 / +0.9%	34017392 / 32806785 / +3.7%	0.41 / 0.42 / -2.7%
tpcds_q33/datafusion:vortex-file-compressed	26238170 / 26671716 / -1.6%	49563491 / 50279933 / -1.4%	0.53 / 0.53 / -0.2%
tpcds_q34/datafusion:vortex-file-compressed	17832138 / 17877730 / -0.3%	38456156 / 40244757 / -4.4%	0.46 / 0.44 / +4.4%
tpcds_q35/datafusion:vortex-file-compressed	35039942 / 33983342 / +3.1%	59581779 / 59746109 / -0.3%	0.59 / 0.57 / +3.4%
tpcds_q36/datafusion:vortex-file-compressed	47339308 / 47805350 / -1.0%	71626159 / 71902397 / -0.4%	0.66 / 0.66 / -0.6%
tpcds_q37/datafusion:vortex-file-compressed	13268396 / 13651399 / -2.8%	36996191 / 38451126 / -3.8%	0.36 / 0.36 / +1.0%
tpcds_q38/datafusion:vortex-file-compressed	30359788 / 30048890 / +1.0%	53819163 / 52424260 / +2.7%	0.56 / 0.57 / -1.6%
tpcds_q39/datafusion:vortex-file-compressed	64899982 / 64435448 / +0.7%	89317642 / 92346135 / -3.3%	0.73 / 0.70 / +4.1%
tpcds_q40/datafusion:vortex-file-compressed	25182713 / 24979494 / +0.8%	46976402 / 47542419 / -1.2%	0.54 / 0.53 / +2.0%
tpcds_q41/datafusion:vortex-file-compressed	16405758 / 16517510 / -0.7%	32146176 / 31982665 / +0.5%	0.51 / 0.52 / -1.2%
tpcds_q42/datafusion:vortex-file-compressed	11004543 / 10888245 / +1.1%	29567674 / 29813540 / -0.8%	0.37 / 0.37 / +1.9%
tpcds_q43/datafusion:vortex-file-compressed	12865166 / 12593572 / +2.2%	34161076 / 33634891 / +1.6%	0.38 / 0.37 / +0.6%
tpcds_q44/datafusion:vortex-file-compressed	26084970 / 26301043 / -0.8%	50294643 / 51559218 / -2.5%	0.52 / 0.51 / +1.7%
tpcds_q45/datafusion:vortex-file-compressed	27684434 / 27932502 / -0.9%	50817011 / 51606897 / -1.5%	0.54 / 0.54 / +0.7%
tpcds_q46/datafusion:vortex-file-compressed	23412641 / 23743270 / -1.4%	48079478 / 46705886 / +2.9%	0.49 / 0.51 / -4.2%
tpcds_q47/datafusion:vortex-file-compressed	77447335 / 76060700 / +1.8%	105443421 / 106515819 / -1.0%	0.73 / 0.71 / +2.9%
tpcds_q48/datafusion:vortex-file-compressed	31758692 / 32215570 / -1.4%	54220406 / 54357758 / -0.3%	0.59 / 0.59 / -1.2%
tpcds_q49/datafusion:vortex-file-compressed	58357282 / 59382648 / -1.7%	84101804 / 85700376 / -1.9%	0.69 / 0.69 / +0.1%
tpcds_q50/datafusion:vortex-file-compressed	32992778 / 32990068 / +0.0%	57380126 / 55942809 / +2.6%	0.57 / 0.59 / -2.5%
tpcds_q51/datafusion:vortex-file-compressed	60200432 / 60805022 / -1.0%	85481622 / 86697297 / -1.4%	0.70 / 0.70 / +0.4%
tpcds_q52/datafusion:vortex-file-compressed	11178325 / 11191658 / -0.1%	30934749 / 30010421 / +3.1%	0.36 / 0.37 / -3.1%
tpcds_q53/datafusion:vortex-file-compressed	18217536 / 18038440 / +1.0%	38406869 / 40092343 / -4.2%	0.47 / 0.45 / +5.4%
tpcds_q54/datafusion:vortex-file-compressed	33769448 / 34569196 / -2.3%	58200362 / 59025932 / -1.4%	0.58 / 0.59 / -0.9%
tpcds_q55/datafusion:vortex-file-compressed	11085306 / 11089688 / -0.0%	29205867 / 27760472 / +5.2%	0.38 / 0.40 / -5.0%
tpcds_q56/datafusion:vortex-file-compressed	26186295 / 25708768 / +1.9%	48055767 / 50117341 / -4.1%	0.54 / 0.51 / +6.2%
tpcds_q57/datafusion:vortex-file-compressed	73738250 / 74107565 / -0.5%	100632114 / 98521077 / +2.1%	0.73 / 0.75 / -2.6%
tpcds_q58/datafusion:vortex-file-compressed	40282630 / 40532396 / -0.6%	68751066 / 67174316 / +2.3%	0.59 / 0.60 / -2.9%
tpcds_q59/datafusion:vortex-file-compressed	31020790 / 30689650 / +1.1%	53744483 / 53644002 / +0.2%	0.58 / 0.57 / +0.9%
tpcds_q60/datafusion:vortex-file-compressed	25703276 / 25689254 / +0.1%	47795978 / 49436945 / -3.3%	0.54 / 0.52 / +3.5%
tpcds_q61/datafusion:vortex-file-compressed	23576032 / 23492373 / +0.4%	49060796 / 49588415 / -1.1%	0.48 / 0.47 / +1.4%
tpcds_q62/datafusion:vortex-file-compressed	17842104 / 17302996 / +3.1%	37547071 / 38095028 / -1.4%	0.48 / 0.45 / +4.6%
tpcds_q63/datafusion:vortex-file-compressed	18226522 / 18447994 / -1.2%	39894689 / 40920272 / -2.5%	0.46 / 0.45 / +1.3%
tpcds_q64/datafusion:vortex-file-compressed	326411936 / 325104354 / +0.4%	350427558 / 355004200 / -1.3%	0.93 / 0.92 / +1.7%
tpcds_q65/datafusion:vortex-file-compressed	75266246 / 74257762 / +1.4%	95846307 / 95820178 / +0.0%	0.79 / 0.77 / +1.3%
tpcds_q66/datafusion:vortex-file-compressed	52810361 / 52576724 / +0.4%	75246380 / 77537581 / -3.0%	0.70 / 0.68 / +3.5%
tpcds_q67/datafusion:vortex-file-compressed	54674120 / 55363486 / -1.2%	84300958 / 83589398 / +0.9%	0.65 / 0.66 / -2.1%
tpcds_q68/datafusion:vortex-file-compressed	23381289 / 22427706 / +4.3%	47360929 / 48914314 / -3.2%	0.49 / 0.46 / +7.7%
tpcds_q69/datafusion:vortex-file-compressed	27689912 / 28447028 / -2.7%	49386618 / 52448718 / -5.8%	0.56 / 0.54 / +3.4%
tpcds_q70/datafusion:vortex-file-compressed	69143172 / 69013958 / +0.2%	92420086 / 93453338 / -1.1%	0.75 / 0.74 / +1.3%
tpcds_q71/datafusion:vortex-file-compressed	18717714 / 19059700 / -1.8%	41763307 / 45456633 / -8.1%	0.45 / 0.42 / +6.9%
tpcds_q72/datafusion:vortex-file-compressed	464297828 / 462034802 / +0.5%	506165825 / 481931532 / +5.0%	0.92 / 0.96 / -4.3%
tpcds_q73/datafusion:vortex-file-compressed	17041874 / 16808700 / +1.4%	38044163 / 40856022 / -6.9%	0.45 / 0.41 / +8.9%
tpcds_q74/datafusion:vortex-file-compressed	44114316 / 43767638 / +0.8%	69269619 / 70644983 / -1.9%	0.64 / 0.62 / +2.8%
tpcds_q75/datafusion:vortex-file-compressed	130949182 / 127394007 / +2.8%	159316415 / 161123239 / -1.1%	0.82 / 0.79 / +4.0%
tpcds_q76/datafusion:vortex-file-compressed	43160273 / 43959856 / -1.8%	62938570 / 64830736 / -2.9%	0.69 / 0.68 / +1.1%
tpcds_q77/datafusion:vortex-file-compressed	33943603 / 34679967 / -2.1%	59656876 / 59630391 / +0.0%	0.57 / 0.58 / -2.2%
tpcds_q78/datafusion:vortex-file-compressed	78105399 / 78374696 / -0.3%	105952758 / 106949682 / -0.9%	0.74 / 0.73 / +0.6%
tpcds_q79/datafusion:vortex-file-compressed	20849865 / 19815929 / +5.2%	40774325 / 42762393 / -4.6%	0.51 / 0.46 / +10.3%
tpcds_q80/datafusion:vortex-file-compressed	75838052 / 75542453 / +0.4%	105229266 / 107261724 / -1.9%	0.72 / 0.70 / +2.3%
tpcds_q81/datafusion:vortex-file-compressed	28038660 / 27653459 / +1.4%	46086305 / 47390108 / -2.8%	0.61 / 0.58 / +4.3%
tpcds_q82/datafusion:vortex-file-compressed	13582668 / 13212620 / +2.8%	38132828 / 38659550 / -1.4%	0.36 / 0.34 / +4.2%
tpcds_q83/datafusion:vortex-file-compressed	36413104 / 36101802 / +0.9%	58382762 / 59985739 / -2.7%	0.62 / 0.60 / +3.6%
tpcds_q84/datafusion:vortex-file-compressed	12440992 / 11954390 / +4.1%	29527782 / 30084519 / -1.9%	0.42 / 0.40 / +6.0%
tpcds_q85/datafusion:vortex-file-compressed	61591455 / 61273860 / +0.5%	87083875 / 89458272 / -2.7%	0.71 / 0.68 / +3.3%
tpcds_q86/datafusion:vortex-file-compressed	16270484 / 16321899 / -0.3%	33659505 / 35064287 / -4.0%	0.48 / 0.47 / +3.8%
tpcds_q87/datafusion:vortex-file-compressed	29391222 / 29342916 / +0.2%	52174041 / 51942989 / +0.4%	0.56 / 0.56 / -0.3%
tpcds_q88/datafusion:vortex-file-compressed	32358006 / 32271311 / +0.3%	63259004 / 61163919 / +3.4%	0.51 / 0.53 / -3.1%
tpcds_q89/datafusion:vortex-file-compressed	20257318 / 20456928 / -1.0%	42403699 / 42501690 / -0.2%	0.48 / 0.48 / -0.7%
tpcds_q90/datafusion:vortex-file-compressed	10272722 / 10469424 / -1.9%	28989530 / 29556752 / -1.9%	0.35 / 0.35 / +0.0%
tpcds_q91/datafusion:vortex-file-compressed	17473379 / 16861434 / +3.6%	40267933 / 40976419 / -1.7%	0.43 / 0.41 / +5.5%
tpcds_q92/datafusion:vortex-file-compressed	13764744 / 13846111 / -0.6%	34137694 / 35058051 / -2.6%	0.40 / 0.39 / +2.1%
tpcds_q93/datafusion:vortex-file-compressed	22177048 / 22586780 / -1.8%	46037996 / 46288604 / -0.5%	0.48 / 0.49 / -1.3%
tpcds_q94/datafusion:vortex-file-compressed	20230527 / 19742244 / +2.5%	42219067 / 42610700 / -0.9%	0.48 / 0.46 / +3.4%
tpcds_q95/datafusion:vortex-file-compressed	45886305 / 46543148 / -1.4%	67821000 / 70061166 / -3.2%	0.68 / 0.66 / +1.8%
tpcds_q96/datafusion:vortex-file-compressed	8128385 / 8321233 / -2.3%	27415835 / 26903134 / +1.9%	0.30 / 0.31 / -4.1%
tpcds_q97/datafusion:vortex-file-compressed	20696604 / 20839288 / -0.7%	43642341 / 44490926 / -1.9%	0.47 / 0.47 / +1.2%
tpcds_q98/datafusion:vortex-file-compressed	16581304 / 16715092 / -0.8%	37496502 / 39130046 / -4.2%	0.44 / 0.43 / +3.5%
tpcds_q99/datafusion:vortex-file-compressed	20170596 / 19985134 / +0.9%	39895698 / 40818761 / -2.3%	0.51 / 0.49 / +3.3%

datafusion / vortex-compact / ns (0.995x ➖, 1↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-compact	25426198 / 25862971 / -1.7%	44965708 / 45459413 / -1.1%	0.57 / 0.57 / -0.6%
tpcds_q02/datafusion:vortex-compact	47952530 / 47362039 / +1.2%	65371212 / 66230303 / -1.3%	0.73 / 0.72 / +2.6%
tpcds_q03/datafusion:vortex-compact	12050382 / 12808404 / -5.9%	32909836 / 34369239 / -4.2%	0.37 / 0.37 / -1.7%
tpcds_q04/datafusion:vortex-compact	122654637 / 123199440 / -0.4%	152487321 / 157196030 / -3.0%	0.80 / 0.78 / +2.6%
tpcds_q05/datafusion:vortex-compact	60195636 / 60647024 / -0.7%	84720943 / 85275555 / -0.7%	0.71 / 0.71 / -0.1%
tpcds_q06/datafusion:vortex-compact	24631472 / 25523090 / -3.5%	47047955 / 48609385 / -3.2%	0.52 / 0.53 / -0.3%
tpcds_q07/datafusion:vortex-compact	34970188 / 36400872 / -3.9%	58857886 / 57908017 / +1.6%	0.59 / 0.63 / -5.5%
tpcds_q08/datafusion:vortex-compact	30590094 / 28726671 / +6.5%	50118965 / 53126107 / -5.7%	0.61 / 0.54 / +12.9%
tpcds_q09/datafusion:vortex-compact	22070870 / 22199058 / -0.6%	38962175 / 42009165 / -7.3%	0.57 / 0.53 / +7.2%
tpcds_q10/datafusion:vortex-compact	37839042 / 37632414 / +0.5%	60106826 / 62184956 / -3.3%	0.63 / 0.61 / +4.0%
tpcds_q11/datafusion:vortex-compact	69794414 / 68010164 / +2.6%	90085312 / 97696511 / -7.8%	0.77 / 0.70 / +11.3%
tpcds_q12/datafusion:vortex-compact	20332830 / 20637194 / -1.5%	40303221 / 41041257 / -1.8%	0.50 / 0.50 / +0.3%
tpcds_q13/datafusion:vortex-compact	59957123 / 60829060 / -1.4%	96031117 / 83399183 / +15.1% 🔴	0.62 / 0.73 / -14.4%
tpcds_q14/datafusion:vortex-compact	94350926 / 96918304 / -2.6%	122153415 / 122444650 / -0.2%	0.77 / 0.79 / -2.4%
tpcds_q15/datafusion:vortex-compact	26689238 / 27171725 / -1.8%	46826412 / 48306496 / -3.1%	0.57 / 0.56 / +1.3%
tpcds_q16/datafusion:vortex-compact	24441684 / 23593914 / +3.6%	45470853 / 45842967 / -0.8%	0.54 / 0.51 / +4.4%
tpcds_q17/datafusion:vortex-compact	67118415 / 69108862 / -2.9%	94521991 / 82872639 / +14.1% 🔴	0.71 / 0.83 / -14.8%
tpcds_q18/datafusion:vortex-compact	67878820 / 67506560 / +0.6%	89468246 / 93400668 / -4.2%	0.76 / 0.72 / +5.0%
tpcds_q19/datafusion:vortex-compact	21333302 / 23723348 / -10.1% 🟢	45153680 / 44145282 / +2.3%	0.47 / 0.54 / -12.1%
tpcds_q20/datafusion:vortex-compact	21780205 / 21717340 / +0.3%	43459430 / 43789274 / -0.8%	0.50 / 0.50 / +1.1%
tpcds_q21/datafusion:vortex-compact	18282238 / 17885116 / +2.2%	44338511 / 44957922 / -1.4%	0.41 / 0.40 / +3.6%
tpcds_q22/datafusion:vortex-compact	50223420 / 50441576 / -0.4%	74930931 / 74864898 / +0.1%	0.67 / 0.67 / -0.5%
tpcds_q23/datafusion:vortex-compact	74937366 / 74858721 / +0.1%	100558820 / 103955491 / -3.3%	0.75 / 0.72 / +3.5%
tpcds_q24/datafusion:vortex-compact	77360814 / 79201297 / -2.3%	102896145 / 102284932 / +0.6%	0.75 / 0.77 / -2.9%
tpcds_q25/datafusion:vortex-compact	59274232 / 63095053 / -6.1%	89871051 / 91951163 / -2.3%	0.66 / 0.69 / -3.9%
tpcds_q26/datafusion:vortex-compact	32392178 / 32387334 / +0.0%	52724042 / 54974786 / -4.1%	0.61 / 0.59 / +4.3%
tpcds_q27/datafusion:vortex-compact	65732758 / 62000787 / +6.0%	86946078 / 85221015 / +2.0%	0.76 / 0.73 / +3.9%
tpcds_q28/datafusion:vortex-compact	27636504 / 27583400 / +0.2%	50635685 / 52451434 / -3.5%	0.55 / 0.53 / +3.8%
tpcds_q29/datafusion:vortex-compact	61173891 / 62661730 / -2.4%	91006055 / 81584411 / +11.5% 🔴	0.67 / 0.77 / -12.5%
tpcds_q30/datafusion:vortex-compact	30314664 / 30033572 / +0.9%	49201814 / 49541508 / -0.7%	0.62 / 0.61 / +1.6%
tpcds_q31/datafusion:vortex-compact	75762402 / 76687316 / -1.2%	103481711 / 101761476 / +1.7%	0.73 / 0.75 / -2.8%
tpcds_q32/datafusion:vortex-compact	16445802 / 15951396 / +3.1%	36182587 / 35952030 / +0.6%	0.45 / 0.44 / +2.4%
tpcds_q33/datafusion:vortex-compact	27975374 / 27854157 / +0.4%	50298353 / 50353196 / -0.1%	0.56 / 0.55 / +0.5%
tpcds_q34/datafusion:vortex-compact	21168724 / 22620729 / -6.4%	43697590 / 45052901 / -3.0%	0.48 / 0.50 / -3.5%
tpcds_q35/datafusion:vortex-compact	41139476 / 42124054 / -2.3%	67886371 / 65289440 / +4.0%	0.61 / 0.65 / -6.1%
tpcds_q36/datafusion:vortex-compact	50945109 / 49931658 / +2.0%	73967298 / 76277960 / -3.0%	0.69 / 0.65 / +5.2%
tpcds_q37/datafusion:vortex-compact	15649626 / 16291034 / -3.9%	40826985 / 39879954 / +2.4%	0.38 / 0.41 / -6.2%
tpcds_q38/datafusion:vortex-compact	32322966 / 34101118 / -5.2%	58317048 / 57422437 / +1.6%	0.55 / 0.59 / -6.7%
tpcds_q39/datafusion:vortex-compact	66375138 / 64658871 / +2.7%	91513632 / 88361662 / +3.6%	0.73 / 0.73 / -0.9%
tpcds_q40/datafusion:vortex-compact	27518317 / 27589476 / -0.3%	53096814 / 52069874 / +2.0%	0.52 / 0.53 / -2.2%
tpcds_q41/datafusion:vortex-compact	18685071 / 18619226 / +0.4%	34517711 / 34724266 / -0.6%	0.54 / 0.54 / +1.0%
tpcds_q42/datafusion:vortex-compact	12918032 / 11700020 / +10.4% 🔴	34835649 / 35035990 / -0.6%	0.37 / 0.33 / +11.0%
tpcds_q43/datafusion:vortex-compact	16097620 / 15499462 / +3.9%	38246526 / 35900231 / +6.5%	0.42 / 0.43 / -2.5%
tpcds_q44/datafusion:vortex-compact	29336090 / 30573490 / -4.0%	55570093 / 56488110 / -1.6%	0.53 / 0.54 / -2.5%
tpcds_q45/datafusion:vortex-compact	30619592 / 30222766 / +1.3%	50369681 / 51165873 / -1.6%	0.61 / 0.59 / +2.9%
tpcds_q46/datafusion:vortex-compact	27510348 / 30130148 / -8.7%	52264508 / 50488665 / +3.5%	0.53 / 0.60 / -11.8%
tpcds_q47/datafusion:vortex-compact	86364322 / 87263900 / -1.0%	115720264 / 116110460 / -0.3%	0.75 / 0.75 / -0.7%
tpcds_q48/datafusion:vortex-compact	50759782 / 50752556 / +0.0%	71523979 / 71179228 / +0.5%	0.71 / 0.71 / -0.5%
tpcds_q49/datafusion:vortex-compact	64655579 / 64084630 / +0.9%	89049320 / 91028407 / -2.2%	0.73 / 0.70 / +3.1%
tpcds_q50/datafusion:vortex-compact	36382776 / 35638579 / +2.1%	60978242 / 57153094 / +6.7%	0.60 / 0.62 / -4.3%
tpcds_q51/datafusion:vortex-compact	61979879 / 63071043 / -1.7%	85515254 / 85407491 / +0.1%	0.72 / 0.74 / -1.9%
tpcds_q52/datafusion:vortex-compact	12487096 / 12246726 / +2.0%	33279536 / 34116093 / -2.5%	0.38 / 0.36 / +4.5%
tpcds_q53/datafusion:vortex-compact	22236416 / 23150516 / -3.9%	44731777 / 45596514 / -1.9%	0.50 / 0.51 / -2.1%
tpcds_q54/datafusion:vortex-compact	38701432 / 39569012 / -2.2%	65347948 / 66012618 / -1.0%	0.59 / 0.60 / -1.2%
tpcds_q55/datafusion:vortex-compact	12922274 / 12590719 / +2.6%	32267282 / 32838239 / -1.7%	0.40 / 0.38 / +4.4%
tpcds_q56/datafusion:vortex-compact	28635777 / 28582108 / +0.2%	53947853 / 53766655 / +0.3%	0.53 / 0.53 / -0.1%
tpcds_q57/datafusion:vortex-compact	77784713 / 80488286 / -3.4%	103770398 / 107584919 / -3.5%	0.75 / 0.75 / +0.2%
tpcds_q58/datafusion:vortex-compact	46005613 / 45911188 / +0.2%	72248737 / 71081163 / +1.6%	0.64 / 0.65 / -1.4%
tpcds_q59/datafusion:vortex-compact	38026798 / 38968732 / -2.4%	58828424 / 58290590 / +0.9%	0.65 / 0.67 / -3.3%
tpcds_q60/datafusion:vortex-compact	27768118 / 26877842 / +3.3%	51368059 / 52545057 / -2.2%	0.54 / 0.51 / +5.7%
tpcds_q61/datafusion:vortex-compact	27216056 / 27124771 / +0.3%	50372323 / 52284156 / -3.7%	0.54 / 0.52 / +4.1%
tpcds_q62/datafusion:vortex-compact	17799390 / 17609828 / +1.1%	36618693 / 36953179 / -0.9%	0.49 / 0.48 / +2.0%
tpcds_q63/datafusion:vortex-compact	22870594 / 22661370 / +0.9%	45984743 / 44078623 / +4.3%	0.50 / 0.51 / -3.3%
tpcds_q64/datafusion:vortex-compact	446091387 / 446607522 / -0.1%	451660744 / 456519956 / -1.1%	0.99 / 0.98 / +1.0%
tpcds_q65/datafusion:vortex-compact	81304042 / 81780954 / -0.6%	102748659 / 101594585 / +1.1%	0.79 / 0.80 / -1.7%
tpcds_q66/datafusion:vortex-compact	53879014 / 53656021 / +0.4%	77624975 / 78119769 / -0.6%	0.69 / 0.69 / +1.1%
tpcds_q67/datafusion:vortex-compact	58274101 / 59022706 / -1.3%	88498943 / 89224424 / -0.8%	0.66 / 0.66 / -0.5%
tpcds_q68/datafusion:vortex-compact	27984907 / 27533932 / +1.6%	52872128 / 53786747 / -1.7%	0.53 / 0.51 / +3.4%
tpcds_q69/datafusion:vortex-compact	35896760 / 36437233 / -1.5%	57526268 / 59741247 / -3.7%	0.62 / 0.61 / +2.3%
tpcds_q70/datafusion:vortex-compact	73850638 / 74566734 / -1.0%	95288107 / 95971343 / -0.7%	0.78 / 0.78 / -0.3%
tpcds_q71/datafusion:vortex-compact	20290582 / 21237880 / -4.5%	43616717 / 43420792 / +0.5%	0.47 / 0.49 / -4.9%
tpcds_q72/datafusion:vortex-compact	472428668 / 449431632 / +5.1%	477506796 / 471159485 / +1.3%	0.99 / 0.95 / +3.7%
tpcds_q73/datafusion:vortex-compact	20301832 / 19707591 / +3.0%	46683761 / 42917672 / +8.8%	0.43 / 0.46 / -5.3%
tpcds_q74/datafusion:vortex-compact	50559326 / 49601640 / +1.9%	73958304 / 74086409 / -0.2%	0.68 / 0.67 / +2.1%
tpcds_q75/datafusion:vortex-compact	135977906 / 134829292 / +0.9%	165558958 / 161657003 / +2.4%	0.82 / 0.83 / -1.5%
tpcds_q76/datafusion:vortex-compact	39392525 / 39569732 / -0.4%	62731792 / 62344313 / +0.6%	0.63 / 0.63 / -1.1%
tpcds_q77/datafusion:vortex-compact	37378314 / 38843978 / -3.8%	62776676 / 63123436 / -0.5%	0.60 / 0.62 / -3.2%
tpcds_q78/datafusion:vortex-compact	84935070 / 85318342 / -0.4%	112042915 / 113049221 / -0.9%	0.76 / 0.75 / +0.4%
tpcds_q79/datafusion:vortex-compact	24529243 / 24417112 / +0.5%	45914704 / 50995583 / -10.0%	0.53 / 0.48 / +11.6%
tpcds_q80/datafusion:vortex-compact	78399760 / 78448186 / -0.1%	109252618 / 108116501 / +1.1%	0.72 / 0.73 / -1.1%
tpcds_q81/datafusion:vortex-compact	29290538 / 29127815 / +0.6%	46676144 / 48443207 / -3.6%	0.63 / 0.60 / +4.4%
tpcds_q82/datafusion:vortex-compact	15765523 / 15566303 / +1.3%	43889416 / 41020562 / +7.0%	0.36 / 0.38 / -5.3%
tpcds_q83/datafusion:vortex-compact	36795534 / 37070898 / -0.7%	58407606 / 57224926 / +2.1%	0.63 / 0.65 / -2.8%
tpcds_q84/datafusion:vortex-compact	12560549 / 13160632 / -4.6%	30287587 / 30670352 / -1.2%	0.41 / 0.43 / -3.4%
tpcds_q85/datafusion:vortex-compact	107898274 / 107575118 / +0.3%	131735964 / 131624135 / +0.1%	0.82 / 0.82 / +0.2%
tpcds_q86/datafusion:vortex-compact	16198627 / 16006091 / +1.2%	36001734 / 37581500 / -4.2%	0.45 / 0.43 / +5.6%
tpcds_q87/datafusion:vortex-compact	34009938 / 32413157 / +4.9%	56481310 / 55679067 / +1.4%	0.60 / 0.58 / +3.4%
tpcds_q88/datafusion:vortex-compact	41392403 / 40747393 / +1.6%	71875407 / 69074100 / +4.1%	0.58 / 0.59 / -2.4%
tpcds_q89/datafusion:vortex-compact	24977132 / 25188786 / -0.8%	46543842 / 47797940 / -2.6%	0.54 / 0.53 / +1.8%
tpcds_q90/datafusion:vortex-compact	11279113 / 11185662 / +0.8%	29024630 / 31582777 / -8.1%	0.39 / 0.35 / +9.7%
tpcds_q91/datafusion:vortex-compact	27136950 / 27536838 / -1.5%	48821714 / 50137810 / -2.6%	0.56 / 0.55 / +1.2%
tpcds_q92/datafusion:vortex-compact	14976063 / 15711968 / -4.7%	34360392 / 35835867 / -4.1%	0.44 / 0.44 / -0.6%
tpcds_q93/datafusion:vortex-compact	24039833 / 24783868 / -3.0%	45769675 / 46112659 / -0.7%	0.53 / 0.54 / -2.3%
tpcds_q94/datafusion:vortex-compact	21495432 / 21524981 / -0.1%	42483430 / 43566649 / -2.5%	0.51 / 0.49 / +2.4%
tpcds_q95/datafusion:vortex-compact	49218936 / 49683622 / -0.9%	70032775 / 70829820 / -1.1%	0.70 / 0.70 / +0.2%
tpcds_q96/datafusion:vortex-compact	10472300 / 10749852 / -2.6%	28435342 / 29541205 / -3.7%	0.37 / 0.36 / +1.2%
tpcds_q97/datafusion:vortex-compact	24019840 / 24170749 / -0.6%	46151551 / 45040746 / +2.5%	0.52 / 0.54 / -3.0%
tpcds_q98/datafusion:vortex-compact	21508888 / 22067864 / -2.5%	44340890 / 44969788 / -1.4%	0.49 / 0.49 / -1.2%
tpcds_q99/datafusion:vortex-compact	20861572 / 20954948 / -0.4%	40611762 / 43482085 / -6.6%	0.51 / 0.48 / +6.6%

datafusion / parquet / ns (0.995x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:parquet	29976381 / 28987918 / +3.4%	49418667 / 49025318 / +0.8%	0.61 / 0.59 / +2.6%
tpcds_q02/datafusion:parquet	45069313 / 44795304 / +0.6%	63488381 / 63663046 / -0.3%	0.71 / 0.70 / +0.9%
tpcds_q03/datafusion:parquet	18944062 / 18866644 / +0.4%	32561131 / 35588645 / -8.5%	0.58 / 0.53 / +9.7%
tpcds_q04/datafusion:parquet	193518711 / 193782385 / -0.1%	224666718 / 224753756 / -0.0%	0.86 / 0.86 / -0.1%
tpcds_q05/datafusion:parquet	69810195 / 69998474 / -0.3%	92267911 / 94998636 / -2.9%	0.76 / 0.74 / +2.7%
tpcds_q06/datafusion:parquet	34061930 / 34867021 / -2.3%	52999031 / 53576066 / -1.1%	0.64 / 0.65 / -1.2%
tpcds_q07/datafusion:parquet	45048848 / 47543374 / -5.2%	67696336 / 72279426 / -6.3%	0.67 / 0.66 / +1.2%
tpcds_q08/datafusion:parquet	38956013 / 39183054 / -0.6%	53611639 / 59650810 / -10.1% 🟢	0.73 / 0.66 / +10.6%
tpcds_q09/datafusion:parquet	28128089 / 30586532 / -8.0%	39766402 / 41073199 / -3.2%	0.71 / 0.74 / -5.0%
tpcds_q10/datafusion:parquet	49120306 / 49821833 / -1.4%	61860267 / 68579753 / -9.8%	0.79 / 0.73 / +9.3%
tpcds_q11/datafusion:parquet	94257444 / 92939276 / +1.4%	117435771 / 115771939 / +1.4%	0.80 / 0.80 / -0.0%
tpcds_q12/datafusion:parquet	23875204 / 24014876 / -0.6%	37564347 / 38865093 / -3.3%	0.64 / 0.62 / +2.9%
tpcds_q13/datafusion:parquet	44331451 / 44179480 / +0.3%	70682131 / 67468496 / +4.8%	0.63 / 0.65 / -4.2%
tpcds_q14/datafusion:parquet	135458990 / 136055902 / -0.4%	150760579 / 154346174 / -2.3%	0.90 / 0.88 / +1.9%
tpcds_q15/datafusion:parquet	30456127 / 30497374 / -0.1%	50297894 / 50753929 / -0.9%	0.61 / 0.60 / +0.8%
tpcds_q16/datafusion:parquet	37079156 / 37184814 / -0.3%	57127759 / 58003801 / -1.5%	0.65 / 0.64 / +1.2%
tpcds_q17/datafusion:parquet	74763220 / 76168674 / -1.8%	101419448 / 99687477 / +1.7%	0.74 / 0.76 / -3.5%
tpcds_q18/datafusion:parquet	57171540 / 57778056 / -1.0%	75651266 / 81954928 / -7.7%	0.76 / 0.70 / +7.2%
tpcds_q19/datafusion:parquet	31754926 / 31991104 / -0.7%	55513899 / 51848462 / +7.1%	0.57 / 0.62 / -7.3%
tpcds_q20/datafusion:parquet	25289794 / 25601777 / -1.2%	41135364 / 39744499 / +3.5%	0.61 / 0.64 / -4.6%
tpcds_q21/datafusion:parquet	20322344 / 20108062 / +1.1%	35151251 / 36823952 / -4.5%	0.58 / 0.55 / +5.9%
tpcds_q22/datafusion:parquet	77620166 / 77949588 / -0.4%	92553544 / 92597447 / -0.0%	0.84 / 0.84 / -0.4%
tpcds_q23/datafusion:parquet	117054340 / 115920109 / +1.0%	136034964 / 139907897 / -2.8%	0.86 / 0.83 / +3.9%
tpcds_q24/datafusion:parquet	89986867 / 90288606 / -0.3%	118669532 / 118044998 / +0.5%	0.76 / 0.76 / -0.9%
tpcds_q25/datafusion:parquet	75675544 / 74399068 / +1.7%	100885077 / 105173961 / -4.1%	0.75 / 0.71 / +6.0%
tpcds_q26/datafusion:parquet	41287085 / 41321094 / -0.1%	62874396 / 60896851 / +3.2%	0.66 / 0.68 / -3.2%
tpcds_q27/datafusion:parquet	76088570 / 74624265 / +2.0%	106879675 / 102469391 / +4.3%	0.71 / 0.73 / -2.2%
tpcds_q28/datafusion:parquet	26967696 / 26893734 / +0.3%	45669445 / 46123583 / -1.0%	0.59 / 0.58 / +1.3%
tpcds_q29/datafusion:parquet	74339746 / 74678466 / -0.5%	103211418 / 107165140 / -3.7%	0.72 / 0.70 / +3.4%
tpcds_q30/datafusion:parquet	46542156 / 46854902 / -0.7%	65934837 / 68475483 / -3.7%	0.71 / 0.68 / +3.2%
tpcds_q31/datafusion:parquet	88238838 / 90567408 / -2.6%	109447301 / 110881398 / -1.3%	0.81 / 0.82 / -1.3%
tpcds_q32/datafusion:parquet	25533133 / 25630921 / -0.4%	43003758 / 43055427 / -0.1%	0.59 / 0.60 / -0.3%
tpcds_q33/datafusion:parquet	40673528 / 40186146 / +1.2%	56290575 / 53489770 / +5.2%	0.72 / 0.75 / -3.8%
tpcds_q34/datafusion:parquet	23471110 / 23609594 / -0.6%	39003673 / 39637281 / -1.6%	0.60 / 0.60 / +1.0%
tpcds_q35/datafusion:parquet	53527782 / 55199726 / -3.0%	73902785 / 72301050 / +2.2%	0.72 / 0.76 / -5.1%
tpcds_q36/datafusion:parquet	51505562 / 52901283 / -2.6%	74695334 / 75764103 / -1.4%	0.69 / 0.70 / -1.2%
tpcds_q37/datafusion:parquet	25907776 / 26020118 / -0.4%	42853036 / 42307760 / +1.3%	0.60 / 0.62 / -1.7%
tpcds_q38/datafusion:parquet	44465920 / 44501856 / -0.1%	63719187 / 66398127 / -4.0%	0.70 / 0.67 / +4.1%
tpcds_q39/datafusion:parquet	70728768 / 71494912 / -1.1%	91125750 / 91405031 / -0.3%	0.78 / 0.78 / -0.8%
tpcds_q40/datafusion:parquet	28269514 / 28619632 / -1.2%	51099925 / 50584322 / +1.0%	0.55 / 0.57 / -2.2%
tpcds_q41/datafusion:parquet	19867518 / 20164463 / -1.5%	34754672 / 34036457 / +2.1%	0.57 / 0.59 / -3.5%
tpcds_q42/datafusion:parquet	18032450 / 17984296 / +0.3%	34691663 / 33225089 / +4.4%	0.52 / 0.54 / -4.0%
tpcds_q43/datafusion:parquet	19137874 / 19496703 / -1.8%	34790971 / 34611388 / +0.5%	0.55 / 0.56 / -2.3%
tpcds_q44/datafusion:parquet	34236124 / 33297390 / +2.8%	53727835 / 53585020 / +0.3%	0.64 / 0.62 / +2.5%
tpcds_q45/datafusion:parquet	37568471 / 38113870 / -1.4%	56603234 / 56593538 / +0.0%	0.66 / 0.67 / -1.4%
tpcds_q46/datafusion:parquet	29737445 / 29302150 / +1.5%	52958902 / 50014598 / +5.9%	0.56 / 0.59 / -4.2%
tpcds_q47/datafusion:parquet	97539656 / 97156830 / +0.4%	121635532 / 122978133 / -1.1%	0.80 / 0.79 / +1.5%
tpcds_q48/datafusion:parquet	40676700 / 41000735 / -0.8%	61771844 / 64948185 / -4.9%	0.66 / 0.63 / +4.3%
tpcds_q49/datafusion:parquet	72025078 / 71198921 / +1.2%	97248210 / 95001390 / +2.4%	0.74 / 0.75 / -1.2%
tpcds_q50/datafusion:parquet	47632175 / 47587125 / +0.1%	70255860 / 69397940 / +1.2%	0.68 / 0.69 / -1.1%
tpcds_q51/datafusion:parquet	70952067 / 71595534 / -0.9%	93882410 / 95082226 / -1.3%	0.76 / 0.75 / +0.4%
tpcds_q52/datafusion:parquet	18476856 / 18328348 / +0.8%	34252759 / 33446618 / +2.4%	0.54 / 0.55 / -1.6%
tpcds_q53/datafusion:parquet	23045090 / 23045740 / -0.0%	42294737 / 41550550 / +1.8%	0.54 / 0.55 / -1.8%
tpcds_q54/datafusion:parquet	53449190 / 54606058 / -2.1%	73955660 / 74513808 / -0.7%	0.72 / 0.73 / -1.4%
tpcds_q55/datafusion:parquet	18068054 / 18242842 / -1.0%	33970017 / 33605366 / +1.1%	0.53 / 0.54 / -2.0%
tpcds_q56/datafusion:parquet	45661074 / 45217319 / +1.0%	62520615 / 63757855 / -1.9%	0.73 / 0.71 / +3.0%
tpcds_q57/datafusion:parquet	99897670 / 101260688 / -1.3%	119614293 / 119120921 / +0.4%	0.84 / 0.85 / -1.8%
tpcds_q58/datafusion:parquet	63866830 / 64211676 / -0.5%	83120695 / 84713287 / -1.9%	0.77 / 0.76 / +1.4%
tpcds_q59/datafusion:parquet	45489578 / 47190814 / -3.6%	65219285 / 65170098 / +0.1%	0.70 / 0.72 / -3.7%
tpcds_q60/datafusion:parquet	44441004 / 46150632 / -3.7%	62967318 / 61917800 / +1.7%	0.71 / 0.75 / -5.3%
tpcds_q61/datafusion:parquet	37574682 / 37701527 / -0.3%	59095244 / 60173442 / -1.8%	0.64 / 0.63 / +1.5%
tpcds_q62/datafusion:parquet	25106010 / 25342907 / -0.9%	40629768 / 40234258 / +1.0%	0.62 / 0.63 / -1.9%
tpcds_q63/datafusion:parquet	21821300 / 22135066 / -1.4%	42300833 / 41406185 / +2.2%	0.52 / 0.53 / -3.5%
tpcds_q64/datafusion:parquet	206997590 / 200672502 / +3.2%	234511435 / 238434684 / -1.6%	0.88 / 0.84 / +4.9%
tpcds_q65/datafusion:parquet	36740256 / 36483377 / +0.7%	59688052 / 54383825 / +9.8%	0.62 / 0.67 / -8.2%
tpcds_q66/datafusion:parquet	61600220 / 62117599 / -0.8%	79011545 / 78421352 / +0.8%	0.78 / 0.79 / -1.6%
tpcds_q67/datafusion:parquet	69026349 / 68917182 / +0.2%	96412149 / 96569207 / -0.2%	0.72 / 0.71 / +0.3%
tpcds_q68/datafusion:parquet	28743900 / 28978609 / -0.8%	52400396 / 51328299 / +2.1%	0.55 / 0.56 / -2.8%
tpcds_q69/datafusion:parquet	50960323 / 49898886 / +2.1%	68308274 / 70323482 / -2.9%	0.75 / 0.71 / +5.1%
tpcds_q70/datafusion:parquet	36011508 / 36482276 / -1.3%	58246205 / 58458546 / -0.4%	0.62 / 0.62 / -0.9%
tpcds_q71/datafusion:parquet	26858134 / 28689195 / -6.4%	44496703 / 45926747 / -3.1%	0.60 / 0.62 / -3.4%
tpcds_q72/datafusion:parquet	557838288 / 553737150 / +0.7%	580166882 / 573073766 / +1.2%	0.96 / 0.97 / -0.5%
tpcds_q73/datafusion:parquet	22905015 / 22805680 / +0.4%	39052064 / 40324998 / -3.2%	0.59 / 0.57 / +3.7%
tpcds_q74/datafusion:parquet	67625613 / 70148106 / -3.6%	88166381 / 88884601 / -0.8%	0.77 / 0.79 / -2.8%
tpcds_q75/datafusion:parquet	145593432 / 143821436 / +1.2%	176273830 / 169855270 / +3.8%	0.83 / 0.85 / -2.5%
tpcds_q76/datafusion:parquet	53743984 / 52544263 / +2.3%	71987801 / 75477724 / -4.6%	0.75 / 0.70 / +7.2%
tpcds_q77/datafusion:parquet	55240216 / 55181910 / +0.1%	73006734 / 76710582 / -4.8%	0.76 / 0.72 / +5.2%
tpcds_q78/datafusion:parquet	90802958 / 91366297 / -0.6%	120647416 / 122432356 / -1.5%	0.75 / 0.75 / +0.9%
tpcds_q79/datafusion:parquet	25941450 / 25951690 / -0.0%	46350061 / 46504296 / -0.3%	0.56 / 0.56 / +0.3%
tpcds_q80/datafusion:parquet	78210186 / 78737704 / -0.7%	114473708 / 111330712 / +2.8%	0.68 / 0.71 / -3.4%
tpcds_q81/datafusion:parquet	42588246 / 42563128 / +0.1%	59079963 / 65431929 / -9.7%	0.72 / 0.65 / +10.8%
tpcds_q82/datafusion:parquet	26317013 / 26374769 / -0.2%	45234241 / 42439374 / +6.6%	0.58 / 0.62 / -6.4%
tpcds_q83/datafusion:parquet	57377567 / 57451456 / -0.1%	76827902 / 76882236 / -0.1%	0.75 / 0.75 / -0.1%
tpcds_q84/datafusion:parquet	30457568 / 30764009 / -1.0%	47326048 / 46750412 / +1.2%	0.64 / 0.66 / -2.2%
tpcds_q85/datafusion:parquet	81897988 / 82222736 / -0.4%	109360391 / 109456527 / -0.1%	0.75 / 0.75 / -0.3%
tpcds_q86/datafusion:parquet	20219089 / 20383262 / -0.8%	35291192 / 36981560 / -4.6%	0.57 / 0.55 / +3.9%
tpcds_q87/datafusion:parquet	44654187 / 45859258 / -2.6%	63880470 / 63104391 / +1.2%	0.70 / 0.73 / -3.8%
tpcds_q88/datafusion:parquet	47850360 / 48511674 / -1.4%	67223404 / 63457116 / +5.9%	0.71 / 0.76 / -6.9%
tpcds_q89/datafusion:parquet	25559153 / 25669168 / -0.4%	43873084 / 45581937 / -3.7%	0.58 / 0.56 / +3.4%
tpcds_q90/datafusion:parquet	19248430 / 19604007 / -1.8%	33547801 / 35153289 / -4.6%	0.57 / 0.56 / +2.9%
tpcds_q91/datafusion:parquet	36954282 / 36956944 / -0.0%	55964874 / 56241178 / -0.5%	0.66 / 0.66 / +0.5%
tpcds_q92/datafusion:parquet	26310378 / 26159846 / +0.6%	41936821 / 44165946 / -5.0%	0.63 / 0.59 / +5.9%
tpcds_q93/datafusion:parquet	26212630 / 25904538 / +1.2%	49992994 / 51218556 / -2.4%	0.52 / 0.51 / +3.7%
tpcds_q94/datafusion:parquet	34685442 / 34365680 / +0.9%	52439945 / 52351899 / +0.2%	0.66 / 0.66 / +0.8%
tpcds_q95/datafusion:parquet	65386142 / 64454278 / +1.4%	79613339 / 81451157 / -2.3%	0.82 / 0.79 / +3.8%
tpcds_q96/datafusion:parquet	16651593 / 16407040 / +1.5%	31324063 / 31200035 / +0.4%	0.53 / 0.53 / +1.1%
tpcds_q97/datafusion:parquet	35401941 / 35661313 / -0.7%	50740487 / 52809512 / -3.9%	0.70 / 0.68 / +3.3%
tpcds_q98/datafusion:parquet	24747296 / 25136228 / -1.5%	40028283 / 42064519 / -4.8%	0.62 / 0.60 / +3.5%
tpcds_q99/datafusion:parquet	30446556 / 30205996 / +0.8%	43429171 / 45114857 / -3.7%	0.70 / 0.67 / +4.7%

duckdb / vortex-file-compressed / ns (0.997x ➖, 2↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	15345163 / 15475686 / -0.8%	27519238 / 27241558 / +1.0%	0.56 / 0.57 / -1.8%
tpcds_q02/duckdb:vortex-file-compressed	15320882 / 15773784 / -2.9%	21356495 / 22218440 / -3.9%	0.72 / 0.71 / +1.0%
tpcds_q03/duckdb:vortex-file-compressed	14710224 / 14460216 / +1.7%	23156971 / 20400327 / +13.5% 🔴	0.64 / 0.71 / -10.4%
tpcds_q04/duckdb:vortex-file-compressed	50923597 / 51298740 / -0.7%	63569156 / 61593557 / +3.2%	0.80 / 0.83 / -3.8%
tpcds_q05/duckdb:vortex-file-compressed	19290200 / 19525454 / -1.2%	26429681 / 28566661 / -7.5%	0.73 / 0.68 / +6.8%
tpcds_q06/duckdb:vortex-file-compressed	27407278 / 27657598 / -0.9%	40855834 / 42065686 / -2.9%	0.67 / 0.66 / +2.0%
tpcds_q07/duckdb:vortex-file-compressed	15752281 / 16862201 / -6.6%	28590538 / 28257117 / +1.2%	0.55 / 0.60 / -7.7%
tpcds_q08/duckdb:vortex-file-compressed	23507388 / 23794682 / -1.2%	33270837 / 34063300 / -2.3%	0.71 / 0.70 / +1.1%
tpcds_q09/duckdb:vortex-file-compressed	10092773 / 10179184 / -0.8%	18272717 / 19597278 / -6.8%	0.55 / 0.52 / +6.3%
tpcds_q10/duckdb:vortex-file-compressed	31101132 / 30731092 / +1.2%	43585059 / 43905348 / -0.7%	0.71 / 0.70 / +1.9%
tpcds_q11/duckdb:vortex-file-compressed	41039274 / 40827396 / +0.5%	52618421 / 53463846 / -1.6%	0.78 / 0.76 / +2.1%
tpcds_q12/duckdb:vortex-file-compressed	10823286 / 10906565 / -0.8%	17665286 / 18008431 / -1.9%	0.61 / 0.61 / +1.2%
tpcds_q13/duckdb:vortex-file-compressed	22518974 / 22183268 / +1.5%	36125263 / 35783376 / +1.0%	0.62 / 0.62 / +0.6%
tpcds_q14/duckdb:vortex-file-compressed	57878000 / 59170370 / -2.2%	71728130 / 69790732 / +2.8%	0.81 / 0.85 / -4.8%
tpcds_q15/duckdb:vortex-file-compressed	22366318 / 22492943 / -0.6%	27963991 / 27979889 / -0.1%	0.80 / 0.80 / -0.5%
tpcds_q16/duckdb:vortex-file-compressed	19065085 / 18869543 / +1.0%	29060432 / 29058140 / +0.0%	0.66 / 0.65 / +1.0%
tpcds_q17/duckdb:vortex-file-compressed	31699728 / 32304167 / -1.9%	46778548 / 47036771 / -0.5%	0.68 / 0.69 / -1.3%
tpcds_q18/duckdb:vortex-file-compressed	29826128 / 29681824 / +0.5%	39140242 / 40510179 / -3.4%	0.76 / 0.73 / +4.0%
tpcds_q19/duckdb:vortex-file-compressed	24715009 / 25028756 / -1.3%	37080280 / 36220482 / +2.4%	0.67 / 0.69 / -3.5%
tpcds_q20/duckdb:vortex-file-compressed	10998839 / 11116114 / -1.1%	16924322 / 16769672 / +0.9%	0.65 / 0.66 / -2.0%
tpcds_q21/duckdb:vortex-file-compressed	10886392 / 10794578 / +0.9%	20596971 / 22639304 / -9.0%	0.53 / 0.48 / +10.9%
tpcds_q22/duckdb:vortex-file-compressed	29349632 / 31483413 / -6.8%	41826462 / 44044465 / -5.0%	0.70 / 0.71 / -1.8%
tpcds_q23/duckdb:vortex-file-compressed	34954186 / 37012175 / -5.6%	48962045 / 49315043 / -0.7%	0.71 / 0.75 / -4.9%
tpcds_q24/duckdb:vortex-file-compressed	29976022 / 28764016 / +4.2%	41824131 / 41876185 / -0.1%	0.72 / 0.69 / +4.3%
tpcds_q25/duckdb:vortex-file-compressed	27229318 / 27202795 / +0.1%	40693295 / 40423902 / +0.7%	0.67 / 0.67 / -0.6%
tpcds_q26/duckdb:vortex-file-compressed	14691260 / 16428410 / -10.6% 🟢	21278561 / 21650553 / -1.7%	0.69 / 0.76 / -9.0%
tpcds_q27/duckdb:vortex-file-compressed	16819780 / 17252022 / -2.5%	31298619 / 29498803 / +6.1%	0.54 / 0.58 / -8.1%
tpcds_q28/duckdb:vortex-file-compressed	7806241 / 8142668 / -4.1%	12088437 / 12434629 / -2.8%	0.65 / 0.65 / -1.4%
tpcds_q29/duckdb:vortex-file-compressed	30313822 / 30765046 / -1.5%	46535388 / 46206981 / +0.7%	0.65 / 0.67 / -2.2%
tpcds_q30/duckdb:vortex-file-compressed	20044108 / 20288030 / -1.2%	32150015 / 32848718 / -2.1%	0.62 / 0.62 / +0.9%
tpcds_q31/duckdb:vortex-file-compressed	20869495 / 20046203 / +4.1%	29692117 / 30114501 / -1.4%	0.70 / 0.67 / +5.6%
tpcds_q32/duckdb:vortex-file-compressed	11212323 / 11170148 / +0.4%	20366763 / 18921670 / +7.6%	0.55 / 0.59 / -6.7%
tpcds_q33/duckdb:vortex-file-compressed	17730362 / 17926550 / -1.1%	32011933 / 28941630 / +10.6% 🔴	0.55 / 0.62 / -10.6%
tpcds_q34/duckdb:vortex-file-compressed	13390306 / 13837064 / -3.2%	20906946 / 20994100 / -0.4%	0.64 / 0.66 / -2.8%
tpcds_q35/duckdb:vortex-file-compressed	49086800 / 49266188 / -0.4%	62538152 / 62535276 / +0.0%	0.78 / 0.79 / -0.4%
tpcds_q36/duckdb:vortex-file-compressed	15265796 / 14959220 / +2.0%	32286364 / 28155230 / +14.7% 🔴	0.47 / 0.53 / -11.0%
tpcds_q37/duckdb:vortex-file-compressed	14070482 / 14093651 / -0.2%	22242426 / 22297449 / -0.2%	0.63 / 0.63 / +0.1%
tpcds_q38/duckdb:vortex-file-compressed	22408305 / 22576764 / -0.7%	28489500 / 29141873 / -2.2%	0.79 / 0.77 / +1.5%
tpcds_q39/duckdb:vortex-file-compressed	18622085 / 18889874 / -1.4%	27500225 / 30858647 / -10.9% 🟢	0.68 / 0.61 / +10.6%
tpcds_q40/duckdb:vortex-file-compressed	14334688 / 13729878 / +4.4%	19391841 / 20086282 / -3.5%	0.74 / 0.68 / +8.1%
tpcds_q41/duckdb:vortex-file-compressed	6631820 / 6515988 / +1.8%	11016747 / 9779939 / +12.6% 🔴	0.60 / 0.67 / -9.6%
tpcds_q42/duckdb:vortex-file-compressed	8811190 / 8528800 / +3.3%	18987252 / 18647717 / +1.8%	0.46 / 0.46 / +1.5%
tpcds_q43/duckdb:vortex-file-compressed	10128191 / 10175872 / -0.5%	21766517 / 19595376 / +11.1% 🔴	0.47 / 0.52 / -10.4%
tpcds_q44/duckdb:vortex-file-compressed	13888502 / 14104298 / -1.5%	24366842 / 24497472 / -0.5%	0.57 / 0.58 / -1.0%
tpcds_q45/duckdb:vortex-file-compressed	23794963 / 24277007 / -2.0%	30192091 / 30556168 / -1.2%	0.79 / 0.79 / -0.8%
tpcds_q46/duckdb:vortex-file-compressed	17466416 / 17031058 / +2.6%	28767533 / 30915580 / -6.9%	0.61 / 0.55 / +10.2%
tpcds_q47/duckdb:vortex-file-compressed	30551692 / 30869000 / -1.0%	40835577 / 42997549 / -5.0%	0.75 / 0.72 / +4.2%
tpcds_q48/duckdb:vortex-file-compressed	21980914 / 21031603 / +4.5%	32135562 / 31999299 / +0.4%	0.68 / 0.66 / +4.1%
tpcds_q49/duckdb:vortex-file-compressed	18278734 / 18057570 / +1.2%	32225755 / 32152026 / +0.2%	0.57 / 0.56 / +1.0%
tpcds_q50/duckdb:vortex-file-compressed	17028500 / 17513744 / -2.8%	29641778 / 29890306 / -0.8%	0.57 / 0.59 / -2.0%
tpcds_q51/duckdb:vortex-file-compressed	52276072 / 52429646 / -0.3%	64384214 / 90540436 / -28.9% 🟢	0.81 / 0.58 / +40.2%
tpcds_q52/duckdb:vortex-file-compressed	8742722 / 8991262 / -2.8%	20531980 / 23538388 / -12.8% 🟢	0.43 / 0.38 / +11.5%
tpcds_q53/duckdb:vortex-file-compressed	14454905 / 14509638 / -0.4%	24429821 / 25192055 / -3.0%	0.59 / 0.58 / +2.7%
tpcds_q54/duckdb:vortex-file-compressed	21116636 / 21084340 / +0.2%	30021666 / 32604163 / -7.9%	0.70 / 0.65 / +8.8%
tpcds_q55/duckdb:vortex-file-compressed	8407472 / 8925458 / -5.8%	21020749 / 18918115 / +11.1% 🔴	0.40 / 0.47 / -15.2%
tpcds_q56/duckdb:vortex-file-compressed	17453347 / 17546396 / -0.5%	32477267 / 29725909 / +9.3%	0.54 / 0.59 / -9.0%
tpcds_q57/duckdb:vortex-file-compressed	24914540 / 24871564 / +0.2%	32393935 / 33819937 / -4.2%	0.77 / 0.74 / +4.6%
tpcds_q58/duckdb:vortex-file-compressed	18530677 / 18371994 / +0.9%	27409839 / 29213672 / -6.2%	0.68 / 0.63 / +7.5%
tpcds_q59/duckdb:vortex-file-compressed	18415038 / 18763894 / -1.9%	26623042 / 26736637 / -0.4%	0.69 / 0.70 / -1.4%
tpcds_q60/duckdb:vortex-file-compressed	18381514 / 17763734 / +3.5%	29823341 / 33619988 / -11.3% 🟢	0.62 / 0.53 / +16.7%
tpcds_q61/duckdb:vortex-file-compressed	21048859 / 21033728 / +0.1%	33270994 / 33817003 / -1.6%	0.63 / 0.62 / +1.7%
tpcds_q62/duckdb:vortex-file-compressed	10504614 / 10778524 / -2.5%	16838040 / 19890827 / -15.3% 🟢	0.62 / 0.54 / +15.1%
tpcds_q63/duckdb:vortex-file-compressed	13647475 / 13484652 / +1.2%	22975114 / 24845915 / -7.5%	0.59 / 0.54 / +9.4%
tpcds_q64/duckdb:vortex-file-compressed	63552946 / 64126260 / -0.9%	82801787 / 79192180 / +4.6%	0.77 / 0.81 / -5.2%
tpcds_q65/duckdb:vortex-file-compressed	13513214 / 13388240 / +0.9%	22416767 / 22429286 / -0.1%	0.60 / 0.60 / +1.0%
tpcds_q66/duckdb:vortex-file-compressed	23880871 / 23631422 / +1.1%	38716588 / 31337453 / +23.5% 🔴	0.62 / 0.75 / -18.2%
tpcds_q67/duckdb:vortex-file-compressed	64994386 / 65409496 / -0.6%	84235659 / 85467983 / -1.4%	0.77 / 0.77 / +0.8%
tpcds_q68/duckdb:vortex-file-compressed	16542530 / 16990156 / -2.6%	33877230 / 35201524 / -3.8%	0.49 / 0.48 / +1.2%
tpcds_q69/duckdb:vortex-file-compressed	31947872 / 32410488 / -1.4%	44480390 / 44740100 / -0.6%	0.72 / 0.72 / -0.9%
tpcds_q70/duckdb:vortex-file-compressed	19432705 / 20357391 / -4.5%	30459353 / 32053870 / -5.0%	0.64 / 0.64 / +0.5%
tpcds_q71/duckdb:vortex-file-compressed	13740194 / 13313046 / +3.2%	25637103 / 26370456 / -2.8%	0.54 / 0.50 / +6.2%
tpcds_q72/duckdb:vortex-file-compressed	63942295 / 63857720 / +0.1%	80056153 / 82303015 / -2.7%	0.80 / 0.78 / +2.9%
tpcds_q73/duckdb:vortex-file-compressed	13017922 / 13713760 / -5.1%	20415109 / 21103509 / -3.3%	0.64 / 0.65 / -1.9%
tpcds_q74/duckdb:vortex-file-compressed	28010578 / 28690480 / -2.4%	38996445 / 39212550 / -0.6%	0.72 / 0.73 / -1.8%
tpcds_q75/duckdb:vortex-file-compressed	29113640 / 28781715 / +1.2%	39731830 / 40401871 / -1.7%	0.73 / 0.71 / +2.9%
tpcds_q76/duckdb:vortex-file-compressed	13192682 / 13046850 / +1.1%	25857438 / 27174252 / -4.8%	0.51 / 0.48 / +6.3%
tpcds_q77/duckdb:vortex-file-compressed	16134794 / 16929074 / -4.7%	25284143 / 29413786 / -14.0% 🟢	0.64 / 0.58 / +10.9%
tpcds_q78/duckdb:vortex-file-compressed	38059521 / 38163776 / -0.3%	53752060 / 49891214 / +7.7%	0.71 / 0.76 / -7.4%
tpcds_q79/duckdb:vortex-file-compressed	14752585 / 14561142 / +1.3%	25443012 / 25250653 / +0.8%	0.58 / 0.58 / +0.5%
tpcds_q80/duckdb:vortex-file-compressed	28121985 / 28252756 / -0.5%	44410886 / 45325770 / -2.0%	0.63 / 0.62 / +1.6%
tpcds_q81/duckdb:vortex-file-compressed	23374410 / 23364051 / +0.0%	34218715 / 31403835 / +9.0%	0.68 / 0.74 / -8.2%
tpcds_q82/duckdb:vortex-file-compressed	32531506 / 32234972 / +0.9%	39983553 / 42198573 / -5.2%	0.81 / 0.76 / +6.5%
tpcds_q83/duckdb:vortex-file-compressed	21038628 / 22015370 / -4.4%	25551389 / 26387518 / -3.2%	0.82 / 0.83 / -1.3%
tpcds_q84/duckdb:vortex-file-compressed	19005276 / 13752236 / +38.2% 🔴	23280667 / 20869987 / +11.6% 🔴	0.82 / 0.66 / +23.9%
tpcds_q85/duckdb:vortex-file-compressed	32909953 / 33380353 / -1.4%	42540243 / 43236588 / -1.6%	0.77 / 0.77 / +0.2%
tpcds_q86/duckdb:vortex-file-compressed	10997704 / 12526770 / -12.2% 🟢	21271689 / 18390401 / +15.7% 🔴	0.52 / 0.68 / -24.1%
tpcds_q87/duckdb:vortex-file-compressed	24002978 / 24080628 / -0.3%	31910766 / 30876277 / +3.4%	0.75 / 0.78 / -3.6%
tpcds_q88/duckdb:vortex-file-compressed	36425039 / 36934838 / -1.4%	48850746 / 53329823 / -8.4%	0.75 / 0.69 / +7.7%
tpcds_q89/duckdb:vortex-file-compressed	13970511 / 13880562 / +0.6%	26269027 / 23362882 / +12.4% 🔴	0.53 / 0.59 / -10.5%
tpcds_q90/duckdb:vortex-file-compressed	8728328 / 8335870 / +4.7%	13466588 / 13676665 / -1.5%	0.65 / 0.61 / +6.3%
tpcds_q91/duckdb:vortex-file-compressed	17438013 / 17360874 / +0.4%	23930084 / 23960714 / -0.1%	0.73 / 0.72 / +0.6%
tpcds_q92/duckdb:vortex-file-compressed	14966688 / 14579873 / +2.7%	23632510 / 23118228 / +2.2%	0.63 / 0.63 / +0.4%
tpcds_q93/duckdb:vortex-file-compressed	16717633 / 16606854 / +0.7%	23778143 / 24782013 / -4.1%	0.70 / 0.67 / +4.9%
tpcds_q94/duckdb:vortex-file-compressed	17541750 / 17632218 / -0.5%	32755928 / 28827484 / +13.6% 🔴	0.54 / 0.61 / -12.4%
tpcds_q95/duckdb:vortex-file-compressed	71902372 / 72440544 / -0.7%	80294538 / 80451689 / -0.2%	0.90 / 0.90 / -0.5%
tpcds_q96/duckdb:vortex-file-compressed	8604362 / 8456214 / +1.8%	15590080 / 18729145 / -16.8% 🟢	0.55 / 0.45 / +22.2%
tpcds_q97/duckdb:vortex-file-compressed	23120520 / 23602034 / -2.0%	31369708 / 32519106 / -3.5%	0.74 / 0.73 / +1.5%
tpcds_q98/duckdb:vortex-file-compressed	14355805 / 13836952 / +3.7%	22908998 / 23372983 / -2.0%	0.63 / 0.59 / +5.9%
tpcds_q99/duckdb:vortex-file-compressed	14718543 / 14457250 / +1.8%	23060785 / 21009186 / +9.8%	0.64 / 0.69 / -7.2%

duckdb / vortex-compact / ns (1.026x ➖, 2↑ 5↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-compact	16732172 / 16680862 / +0.3%	25173202 / 24543687 / +2.6%	0.66 / 0.68 / -2.2%
tpcds_q02/duckdb:vortex-compact	16056718 / 16557114 / -3.0%	21247682 / 23105464 / -8.0%	0.76 / 0.72 / +5.5%
tpcds_q03/duckdb:vortex-compact	22714131 / 22032740 / +3.1%	31848863 / 35663578 / -10.7% 🟢	0.71 / 0.62 / +15.4%
tpcds_q04/duckdb:vortex-compact	54042538 / 54383620 / -0.6%	66097268 / 68022734 / -2.8%	0.82 / 0.80 / +2.3%
tpcds_q05/duckdb:vortex-compact	23064716 / 24785349 / -6.9%	36912398 / 34594175 / +6.7%	0.62 / 0.72 / -12.8%
tpcds_q06/duckdb:vortex-compact	35200104 / 32793946 / +7.3%	45952691 / 47292304 / -2.8%	0.77 / 0.69 / +10.5%
tpcds_q07/duckdb:vortex-compact	29376188 / 28587816 / +2.8%	39770456 / 40927474 / -2.8%	0.74 / 0.70 / +5.7%
tpcds_q08/duckdb:vortex-compact	42757136 / 49448866 / -13.5% 🟢	51161186 / 57991491 / -11.8% 🟢	0.84 / 0.85 / -2.0%
tpcds_q09/duckdb:vortex-compact	12001058 / 12367744 / -3.0%	19267666 / 20673061 / -6.8%	0.62 / 0.60 / +4.1%
tpcds_q10/duckdb:vortex-compact	49024436 / 46688131 / +5.0%	62240436 / 57943599 / +7.4%	0.79 / 0.81 / -2.2%
tpcds_q11/duckdb:vortex-compact	46878288 / 46155210 / +1.6%	59001522 / 59660248 / -1.1%	0.79 / 0.77 / +2.7%
tpcds_q12/duckdb:vortex-compact	13587784 / 13896090 / -2.2%	19433004 / 19444278 / -0.1%	0.70 / 0.71 / -2.2%
tpcds_q13/duckdb:vortex-compact	39151938 / 36818666 / +6.3%	50702249 / 49957118 / +1.5%	0.77 / 0.74 / +4.8%
tpcds_q14/duckdb:vortex-compact	67199712 / 67757440 / -0.8%	80167594 / 81334412 / -1.4%	0.84 / 0.83 / +0.6%
tpcds_q15/duckdb:vortex-compact	26755006 / 26792110 / -0.1%	31315821 / 31629951 / -1.0%	0.85 / 0.85 / +0.9%
tpcds_q16/duckdb:vortex-compact	26651540 / 25421991 / +4.8%	37731855 / 34403934 / +9.7%	0.71 / 0.74 / -4.4%
tpcds_q17/duckdb:vortex-compact	48069888 / 45775280 / +5.0%	61739002 / 58814881 / +5.0%	0.78 / 0.78 / +0.0%
tpcds_q18/duckdb:vortex-compact	37266702 / 36914992 / +1.0%	45745526 / 45311234 / +1.0%	0.81 / 0.81 / -0.0%
tpcds_q19/duckdb:vortex-compact	39390994 / 36830728 / +7.0%	50488600 / 44561767 / +13.3% 🔴	0.78 / 0.83 / -5.6%
tpcds_q20/duckdb:vortex-compact	14297366 / 14359091 / -0.4%	19317347 / 19605781 / -1.5%	0.74 / 0.73 / +1.1%
tpcds_q21/duckdb:vortex-compact	12281758 / 14369562 / -14.5% 🟢	20844207 / 20122085 / +3.6%	0.59 / 0.71 / -17.5%
tpcds_q22/duckdb:vortex-compact	30690160 / 30376276 / +1.0%	41459234 / 42211080 / -1.8%	0.74 / 0.72 / +2.9%
tpcds_q23/duckdb:vortex-compact	44942538 / 43042832 / +4.4%	54117207 / 53668545 / +0.8%	0.83 / 0.80 / +3.5%
tpcds_q24/duckdb:vortex-compact	41450608 / 40562701 / +2.2%	50935759 / 49556841 / +2.8%	0.81 / 0.82 / -0.6%
tpcds_q25/duckdb:vortex-compact	44304147 / 44059318 / +0.6%	57015499 / 54669259 / +4.3%	0.78 / 0.81 / -3.6%
tpcds_q26/duckdb:vortex-compact	25585723 / 25598436 / -0.0%	31355970 / 31200174 / +0.5%	0.82 / 0.82 / -0.5%
tpcds_q27/duckdb:vortex-compact	34386714 / 33275808 / +3.3%	45370197 / 41955911 / +8.1%	0.76 / 0.79 / -4.4%
tpcds_q28/duckdb:vortex-compact	11218094 / 10884540 / +3.1%	16099015 / 17768563 / -9.4%	0.70 / 0.61 / +13.8%
tpcds_q29/duckdb:vortex-compact	47943062 / 45380014 / +5.6%	61205537 / 59475169 / +2.9%	0.78 / 0.76 / +2.7%
tpcds_q30/duckdb:vortex-compact	22766906 / 23812081 / -4.4%	31179785 / 31324717 / -0.5%	0.73 / 0.76 / -3.9%
tpcds_q31/duckdb:vortex-compact	25607458 / 24222346 / +5.7%	32436551 / 31392984 / +3.3%	0.79 / 0.77 / +2.3%
tpcds_q32/duckdb:vortex-compact	14305750 / 14615383 / -2.1%	20587474 / 22549267 / -8.7%	0.69 / 0.65 / +7.2%
tpcds_q33/duckdb:vortex-compact	25361975 / 23506860 / +7.9%	37114190 / 34920588 / +6.3%	0.68 / 0.67 / +1.5%
tpcds_q34/duckdb:vortex-compact	24925966 / 22501654 / +10.8% 🔴	31383067 / 30691161 / +2.3%	0.79 / 0.73 / +8.3%
tpcds_q35/duckdb:vortex-compact	65859642 / 62992006 / +4.6%	77776985 / 74834912 / +3.9%	0.85 / 0.84 / +0.6%
tpcds_q36/duckdb:vortex-compact	23680688 / 22185954 / +6.7%	36673374 / 36561419 / +0.3%	0.65 / 0.61 / +6.4%
tpcds_q37/duckdb:vortex-compact	15357574 / 15541638 / -1.2%	24133074 / 23919342 / +0.9%	0.64 / 0.65 / -2.1%
tpcds_q38/duckdb:vortex-compact	28136800 / 26993914 / +4.2%	33733432 / 33559826 / +0.5%	0.83 / 0.80 / +3.7%
tpcds_q39/duckdb:vortex-compact	20905402 / 20384387 / +2.6%	30142215 / 29244496 / +3.1%	0.69 / 0.70 / -0.5%
tpcds_q40/duckdb:vortex-compact	15791442 / 16481888 / -4.2%	20978866 / 21861209 / -4.0%	0.75 / 0.75 / -0.2%
tpcds_q41/duckdb:vortex-compact	7587548 / 7684812 / -1.3%	12336162 / 12477806 / -1.1%	0.62 / 0.62 / -0.1%
tpcds_q42/duckdb:vortex-compact	12450280 / 11880614 / +4.8%	23408339 / 21666062 / +8.0%	0.53 / 0.55 / -3.0%
tpcds_q43/duckdb:vortex-compact	18324183 / 16719464 / +9.6%	24746960 / 23969351 / +3.2%	0.74 / 0.70 / +6.2%
tpcds_q44/duckdb:vortex-compact	20329420 / 19094802 / +6.5%	30724314 / 33724250 / -8.9%	0.66 / 0.57 / +16.9%
tpcds_q45/duckdb:vortex-compact	28161387 / 27520061 / +2.3%	33389374 / 32847874 / +1.6%	0.84 / 0.84 / +0.7%
tpcds_q46/duckdb:vortex-compact	32658574 / 29732680 / +9.8%	42795383 / 41584831 / +2.9%	0.76 / 0.71 / +6.7%
tpcds_q47/duckdb:vortex-compact	37610156 / 36886588 / +2.0%	46762287 / 48222673 / -3.0%	0.80 / 0.76 / +5.1%
tpcds_q48/duckdb:vortex-compact	36329010 / 35302080 / +2.9%	53945156 / 53726367 / +0.4%	0.67 / 0.66 / +2.5%
tpcds_q49/duckdb:vortex-compact	25650592 / 24518492 / +4.6%	38645476 / 37360998 / +3.4%	0.66 / 0.66 / +1.1%
tpcds_q50/duckdb:vortex-compact	31123764 / 28068480 / +10.9% 🔴	39575061 / 36642033 / +8.0%	0.79 / 0.77 / +2.7%
tpcds_q51/duckdb:vortex-compact	53784852 / 53357597 / +0.8%	62957804 / 65012883 / -3.2%	0.85 / 0.82 / +4.1%
tpcds_q52/duckdb:vortex-compact	12690848 / 11952086 / +6.2%	22310931 / 22019039 / +1.3%	0.57 / 0.54 / +4.8%
tpcds_q53/duckdb:vortex-compact	24311671 / 22368873 / +8.7%	33269142 / 30265111 / +9.9%	0.73 / 0.74 / -1.1%
tpcds_q54/duckdb:vortex-compact	27046477 / 26355038 / +2.6%	35879056 / 36405927 / -1.4%	0.75 / 0.72 / +4.1%
tpcds_q55/duckdb:vortex-compact	12629581 / 12193555 / +3.6%	22990083 / 22240912 / +3.4%	0.55 / 0.55 / +0.2%
tpcds_q56/duckdb:vortex-compact	25563030 / 23751874 / +7.6%	37877707 / 34270522 / +10.5% 🔴	0.67 / 0.69 / -2.6%
tpcds_q57/duckdb:vortex-compact	28884447 / 28013773 / +3.1%	33692650 / 34742490 / -3.0%	0.86 / 0.81 / +6.3%
tpcds_q58/duckdb:vortex-compact	22705701 / 22711871 / -0.0%	34984996 / 33089736 / +5.7%	0.65 / 0.69 / -5.4%
tpcds_q59/duckdb:vortex-compact	23772439 / 24193314 / -1.7%	29868498 / 30252044 / -1.3%	0.80 / 0.80 / -0.5%
tpcds_q60/duckdb:vortex-compact	26279582 / 25891802 / +1.5%	38381700 / 38016453 / +1.0%	0.68 / 0.68 / +0.5%
tpcds_q61/duckdb:vortex-compact	35505030 / 33947811 / +4.6%	48645707 / 49365992 / -1.5%	0.73 / 0.69 / +6.1%
tpcds_q62/duckdb:vortex-compact	11764014 / 11826534 / -0.5%	19680626 / 17308593 / +13.7% 🔴	0.60 / 0.68 / -12.5%
tpcds_q63/duckdb:vortex-compact	23760650 / 20905590 / +13.7% 🔴	30833381 / 29352000 / +5.0%	0.77 / 0.71 / +8.2%
tpcds_q64/duckdb:vortex-compact	90105748 / 87040626 / +3.5%	120077832 / 99892300 / +20.2% 🔴	0.75 / 0.87 / -13.9%
tpcds_q65/duckdb:vortex-compact	20027374 / 18457308 / +8.5%	26558028 / 27045910 / -1.8%	0.75 / 0.68 / +10.5%
tpcds_q66/duckdb:vortex-compact	26569788 / 25733967 / +3.2%	35743888 / 37725193 / -5.3%	0.74 / 0.68 / +9.0%
tpcds_q67/duckdb:vortex-compact	73817542 / 72272704 / +2.1%	89264606 / 86911912 / +2.7%	0.83 / 0.83 / -0.6%
tpcds_q68/duckdb:vortex-compact	32298166 / 29636324 / +9.0%	41213160 / 42762503 / -3.6%	0.78 / 0.69 / +13.1%
tpcds_q69/duckdb:vortex-compact	50041362 / 47607556 / +5.1%	60538348 / 59130165 / +2.4%	0.83 / 0.81 / +2.7%
tpcds_q70/duckdb:vortex-compact	34907992 / 31643486 / +10.3% 🔴	51384975 / 44759999 / +14.8% 🔴	0.68 / 0.71 / -3.9%
tpcds_q71/duckdb:vortex-compact	21560935 / 19668274 / +9.6%	31036623 / 29112265 / +6.6%	0.69 / 0.68 / +2.8%
tpcds_q72/duckdb:vortex-compact	70882818 / 70686245 / +0.3%	107942662 / 86827431 / +24.3% 🔴	0.66 / 0.81 / -19.3%
tpcds_q73/duckdb:vortex-compact	24283863 / 21959919 / +10.6% 🔴	31746631 / 32603887 / -2.6%	0.76 / 0.67 / +13.6%
tpcds_q74/duckdb:vortex-compact	33807270 / 32155742 / +5.1%	42780671 / 41533672 / +3.0%	0.79 / 0.77 / +2.1%
tpcds_q75/duckdb:vortex-compact	33806673 / 33200307 / +1.8%	45034322 / 49304980 / -8.7%	0.75 / 0.67 / +11.5%
tpcds_q76/duckdb:vortex-compact	17721402 / 16213736 / +9.3%	26320892 / 27258942 / -3.4%	0.67 / 0.59 / +13.2%
tpcds_q77/duckdb:vortex-compact	25234625 / 23042564 / +9.5%	32382211 / 31188273 / +3.8%	0.78 / 0.74 / +5.5%
tpcds_q78/duckdb:vortex-compact	42096655 / 42854728 / -1.8%	51966524 / 54189182 / -4.1%	0.81 / 0.79 / +2.4%
tpcds_q79/duckdb:vortex-compact	39418098 / 38549928 / +2.3%	46591509 / 46802830 / -0.5%	0.85 / 0.82 / +2.7%
tpcds_q80/duckdb:vortex-compact	38501424 / 37362226 / +3.0%	51987140 / 52877890 / -1.7%	0.74 / 0.71 / +4.8%
tpcds_q81/duckdb:vortex-compact	24545967 / 24522690 / +0.1%	33921849 / 34894370 / -2.8%	0.72 / 0.70 / +3.0%
tpcds_q82/duckdb:vortex-compact	36161538 / 37543096 / -3.7%	44634574 / 42718578 / +4.5%	0.81 / 0.88 / -7.8%
tpcds_q83/duckdb:vortex-compact	28493052 / 28660690 / -0.6%	32145827 / 33535487 / -4.1%	0.89 / 0.85 / +3.7%
tpcds_q84/duckdb:vortex-compact	15056498 / 14959110 / +0.7%	22342421 / 27684757 / -19.3% 🟢	0.67 / 0.54 / +24.7%
tpcds_q85/duckdb:vortex-compact	42554674 / 42250846 / +0.7%	51691386 / 51874920 / -0.4%	0.82 / 0.81 / +1.1%
tpcds_q86/duckdb:vortex-compact	12177284 / 13477014 / -9.6%	18190857 / 20847602 / -12.7% 🟢	0.67 / 0.65 / +3.6%
tpcds_q87/duckdb:vortex-compact	30849384 / 28659317 / +7.6%	36374234 / 35395951 / +2.8%	0.85 / 0.81 / +4.7%
tpcds_q88/duckdb:vortex-compact	70693124 / 68315190 / +3.5%	79744285 / 83765649 / -4.8%	0.89 / 0.82 / +8.7%
tpcds_q89/duckdb:vortex-compact	24285511 / 22831354 / +6.4%	33671681 / 32673469 / +3.1%	0.72 / 0.70 / +3.2%
tpcds_q90/duckdb:vortex-compact	12932168 / 11832737 / +9.3%	17847500 / 17895050 / -0.3%	0.72 / 0.66 / +9.6%
tpcds_q91/duckdb:vortex-compact	33408812 / 33399521 / +0.0%	40296092 / 40682082 / -0.9%	0.83 / 0.82 / +1.0%
tpcds_q92/duckdb:vortex-compact	20739438 / 21053496 / -1.5%	27564621 / 27994117 / -1.5%	0.75 / 0.75 / +0.0%
tpcds_q93/duckdb:vortex-compact	19001069 / 18362040 / +3.5%	26361943 / 26701094 / -1.3%	0.72 / 0.69 / +4.8%
tpcds_q94/duckdb:vortex-compact	23237052 / 22452372 / +3.5%	31296463 / 34286396 / -8.7%	0.74 / 0.65 / +13.4%
tpcds_q95/duckdb:vortex-compact	79375061 / 78005674 / +1.8%	86582119 / 86559006 / +0.0%	0.92 / 0.90 / +1.7%
tpcds_q96/duckdb:vortex-compact	18057014 / 18371736 / -1.7%	25057240 / 24486556 / +2.3%	0.72 / 0.75 / -4.0%
tpcds_q97/duckdb:vortex-compact	25309422 / 25710728 / -1.6%	33433330 / 33469219 / -0.1%	0.76 / 0.77 / -1.5%
tpcds_q98/duckdb:vortex-compact	19367888 / 18503641 / +4.7%	28544868 / 28358489 / +0.7%	0.68 / 0.65 / +4.0%
tpcds_q99/duckdb:vortex-compact	17659798 / 17338592 / +1.9%	23342390 / 24693319 / -5.5%	0.76 / 0.70 / +7.7%

duckdb / parquet / ns (0.983x ➖, 7↑ 3↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	23423336 / 26086549 / -10.2% 🟢	34265292 / 31488962 / +8.8%	0.68 / 0.83 / -17.5%
tpcds_q02/duckdb:parquet	15185732 / 18422276 / -17.6% 🟢	19492709 / 20565941 / -5.2%	0.78 / 0.90 / -13.0%
tpcds_q03/duckdb:parquet	8838226 / 8824058 / +0.2%	15202471 / 15249933 / -0.3%	0.58 / 0.58 / +0.5%
tpcds_q04/duckdb:parquet	127907435 / 128875281 / -0.8%	132803512 / 132639831 / +0.1%	0.96 / 0.97 / -0.9%
tpcds_q05/duckdb:parquet	21142879 / 21584331 / -2.0%	30496004 / 26076454 / +16.9% 🔴	0.69 / 0.83 / -16.2%
tpcds_q06/duckdb:parquet	29667786 / 26370620 / +12.5% 🔴	40143035 / 38332562 / +4.7%	0.74 / 0.69 / +7.4%
tpcds_q07/duckdb:parquet	15144952 / 15436742 / -1.9%	26943349 / 26124116 / +3.1%	0.56 / 0.59 / -4.9%
tpcds_q08/duckdb:parquet	28583969 / 25744937 / +11.0% 🔴	35799137 / 32981412 / +8.5%	0.80 / 0.78 / +2.3%
tpcds_q09/duckdb:parquet	18649130 / 18498186 / +0.8%	24469807 / 22910776 / +6.8%	0.76 / 0.81 / -5.6%
tpcds_q10/duckdb:parquet	27569974 / 27916485 / -1.2%	39961001 / 41065662 / -2.7%	0.69 / 0.68 / +1.5%
tpcds_q11/duckdb:parquet	71306782 / 71716660 / -0.6%	76268074 / 77177951 / -1.2%	0.93 / 0.93 / +0.6%
tpcds_q12/duckdb:parquet	12773652 / 12615334 / +1.3%	17108386 / 17594683 / -2.8%	0.75 / 0.72 / +4.1%
tpcds_q13/duckdb:parquet	23766942 / 23982902 / -0.9%	31846006 / 31403990 / +1.4%	0.75 / 0.76 / -2.3%
tpcds_q14/duckdb:parquet	60763938 / 61479190 / -1.2%	67360373 / 68810935 / -2.1%	0.90 / 0.89 / +1.0%
tpcds_q15/duckdb:parquet	25068831 / 25014872 / +0.2%	30423634 / 30677506 / -0.8%	0.82 / 0.82 / +1.1%
tpcds_q16/duckdb:parquet	19798346 / 20062354 / -1.3%	28241581 / 28786301 / -1.9%	0.70 / 0.70 / +0.6%
tpcds_q17/duckdb:parquet	32146256 / 32589594 / -1.4%	40767593 / 41397440 / -1.5%	0.79 / 0.79 / +0.2%
tpcds_q18/duckdb:parquet	38812270 / 39468561 / -1.7%	54660471 / 50173834 / +8.9%	0.71 / 0.79 / -9.7%
tpcds_q19/duckdb:parquet	24245833 / 27396553 / -11.5% 🟢	32112247 / 34929070 / -8.1%	0.76 / 0.78 / -3.7%
tpcds_q20/duckdb:parquet	13283445 / 13811515 / -3.8%	17831059 / 18269820 / -2.4%	0.74 / 0.76 / -1.5%
tpcds_q21/duckdb:parquet	9395786 / 9662859 / -2.8%	13356185 / 16813178 / -20.6% 🟢	0.70 / 0.57 / +22.4%
tpcds_q22/duckdb:parquet	36974070 / 35395714 / +4.5%	42124642 / 40864060 / +3.1%	0.88 / 0.87 / +1.3%
tpcds_q23/duckdb:parquet	40667510 / 40699312 / -0.1%	47878040 / 53794895 / -11.0% 🟢	0.85 / 0.76 / +12.3%
tpcds_q24/duckdb:parquet	33358020 / 36758159 / -9.3%	43903132 / 46420448 / -5.4%	0.76 / 0.79 / -4.0%
tpcds_q25/duckdb:parquet	29925594 / 30289173 / -1.2%	39878390 / 41232049 / -3.3%	0.75 / 0.73 / +2.2%
tpcds_q26/duckdb:parquet	31163084 / 31230552 / -0.2%	38298677 / 38581331 / -0.7%	0.81 / 0.81 / +0.5%
tpcds_q27/duckdb:parquet	32892992 / 32239532 / +2.0%	41275464 / 41809427 / -1.3%	0.80 / 0.77 / +3.3%
tpcds_q28/duckdb:parquet	17136550 / 17328412 / -1.1%	19871621 / 21721205 / -8.5%	0.86 / 0.80 / +8.1%
tpcds_q29/duckdb:parquet	30509548 / 30923118 / -1.3%	39906277 / 39788512 / +0.3%	0.76 / 0.78 / -1.6%
tpcds_q30/duckdb:parquet	32792906 / 32609802 / +0.6%	41772938 / 42344732 / -1.4%	0.79 / 0.77 / +1.9%
tpcds_q31/duckdb:parquet	20162126 / 20753334 / -2.8%	25178727 / 25997936 / -3.2%	0.80 / 0.80 / +0.3%
tpcds_q32/duckdb:parquet	11147374 / 11235305 / -0.8%	17140063 / 17418160 / -1.6%	0.65 / 0.65 / +0.8%
tpcds_q33/duckdb:parquet	15702619 / 15986914 / -1.8%	22663005 / 23317689 / -2.8%	0.69 / 0.69 / +1.1%
tpcds_q34/duckdb:parquet	16060964 / 16311110 / -1.5%	22452448 / 22278932 / +0.8%	0.72 / 0.73 / -2.3%
tpcds_q35/duckdb:parquet	47032016 / 47275184 / -0.5%	56134034 / 59252309 / -5.3%	0.84 / 0.80 / +5.0%
tpcds_q36/duckdb:parquet	15089762 / 15259769 / -1.1%	26435939 / 26076084 / +1.4%	0.57 / 0.59 / -2.5%
tpcds_q37/duckdb:parquet	11464520 / 11896144 / -3.6%	18255453 / 19024529 / -4.0%	0.63 / 0.63 / +0.4%
tpcds_q38/duckdb:parquet	26253986 / 26510919 / -1.0%	29883787 / 30344091 / -1.5%	0.88 / 0.87 / +0.6%
tpcds_q39/duckdb:parquet	24712570 / 24550942 / +0.7%	27689099 / 28586651 / -3.1%	0.89 / 0.86 / +3.9%
tpcds_q40/duckdb:parquet	15846262 / 15907338 / -0.4%	21078614 / 21278221 / -0.9%	0.75 / 0.75 / +0.6%
tpcds_q41/duckdb:parquet	7710964 / 9008902 / -14.4% 🟢	12774567 / 13789080 / -7.4%	0.60 / 0.65 / -7.6%
tpcds_q42/duckdb:parquet	8364232 / 8467146 / -1.2%	15175511 / 14844176 / +2.2%	0.55 / 0.57 / -3.4%
tpcds_q43/duckdb:parquet	10557799 / 10693692 / -1.3%	15359853 / 15848213 / -3.1%	0.69 / 0.67 / +1.9%
tpcds_q44/duckdb:parquet	16143549 / 16214974 / -0.4%	22067725 / 22528000 / -2.0%	0.73 / 0.72 / +1.6%
tpcds_q45/duckdb:parquet	23309104 / 23330030 / -0.1%	29451753 / 29813528 / -1.2%	0.79 / 0.78 / +1.1%
tpcds_q46/duckdb:parquet	35941530 / 36160312 / -0.6%	47902596 / 45508046 / +5.3%	0.75 / 0.79 / -5.6%
tpcds_q47/duckdb:parquet	31895608 / 31560550 / +1.1%	37942861 / 44383648 / -14.5% 🟢	0.84 / 0.71 / +18.2%
tpcds_q48/duckdb:parquet	21159362 / 21185234 / -0.1%	28757698 / 28940095 / -0.6%	0.74 / 0.73 / +0.5%
tpcds_q49/duckdb:parquet	18912315 / 19175618 / -1.4%	30749891 / 31770418 / -3.2%	0.62 / 0.60 / +1.9%
tpcds_q50/duckdb:parquet	17612114 / 17688256 / -0.4%	26529750 / 25575961 / +3.7%	0.66 / 0.69 / -4.0%
tpcds_q51/duckdb:parquet	53694294 / 55511779 / -3.3%	59930543 / 63747596 / -6.0%	0.90 / 0.87 / +2.9%
tpcds_q52/duckdb:parquet	8584490 / 8646397 / -0.7%	15069478 / 15113615 / -0.3%	0.57 / 0.57 / -0.4%
tpcds_q53/duckdb:parquet	11542664 / 11625529 / -0.7%	17008908 / 17209515 / -1.2%	0.68 / 0.68 / +0.5%
tpcds_q54/duckdb:parquet	20377475 / 20570423 / -0.9%	29609920 / 30449251 / -2.8%	0.69 / 0.68 / +1.9%
tpcds_q55/duckdb:parquet	8530087 / 8628068 / -1.1%	15105606 / 15345048 / -1.6%	0.56 / 0.56 / +0.4%
tpcds_q56/duckdb:parquet	16223000 / 16453030 / -1.4%	23184893 / 24525225 / -5.5%	0.70 / 0.67 / +4.3%
tpcds_q57/duckdb:parquet	28749717 / 30331738 / -5.2%	34441514 / 37868294 / -9.0%	0.83 / 0.80 / +4.2%
tpcds_q58/duckdb:parquet	18352658 / 18613792 / -1.4%	28149662 / 25861168 / +8.8%	0.65 / 0.72 / -9.4%
tpcds_q59/duckdb:parquet	20001503 / 20175728 / -0.9%	25264471 / 27686301 / -8.7%	0.79 / 0.73 / +8.6%
tpcds_q60/duckdb:parquet	16903720 / 17005809 / -0.6%	24616211 / 24622738 / -0.0%	0.69 / 0.69 / -0.6%
tpcds_q61/duckdb:parquet	21399442 / 21826070 / -2.0%	29618795 / 29812270 / -0.6%	0.72 / 0.73 / -1.3%
tpcds_q62/duckdb:parquet	10632778 / 10812406 / -1.7%	14493858 / 14869637 / -2.5%	0.73 / 0.73 / +0.9%
tpcds_q63/duckdb:parquet	10792106 / 11099155 / -2.8%	16449926 / 16946982 / -2.9%	0.66 / 0.65 / +0.2%
tpcds_q64/duckdb:parquet	53783498 / 52910638 / +1.6%	66259142 / 71847320 / -7.8%	0.81 / 0.74 / +10.2%
tpcds_q65/duckdb:parquet	14416974 / 16246062 / -11.3% 🟢	21196932 / 21639532 / -2.0%	0.68 / 0.75 / -9.4%
tpcds_q66/duckdb:parquet	24533216 / 24796846 / -1.1%	30867500 / 33075199 / -6.7%	0.79 / 0.75 / +6.0%
tpcds_q67/duckdb:parquet	76518210 / 77537234 / -1.3%	86724759 / 91270293 / -5.0%	0.88 / 0.85 / +3.9%
tpcds_q68/duckdb:parquet	29149892 / 29708812 / -1.9%	41448284 / 41253751 / +0.5%	0.70 / 0.72 / -2.3%
tpcds_q69/duckdb:parquet	28755630 / 29001706 / -0.8%	39506029 / 40622867 / -2.7%	0.73 / 0.71 / +2.0%
tpcds_q70/duckdb:parquet	15975733 / 16205581 / -1.4%	24388690 / 25051577 / -2.6%	0.66 / 0.65 / +1.3%
tpcds_q71/duckdb:parquet	14702455 / 14997454 / -2.0%	20363623 / 21133808 / -3.6%	0.72 / 0.71 / +1.7%
tpcds_q72/duckdb:parquet	83489402 / 81860027 / +2.0%	87605483 / 87242207 / +0.4%	0.95 / 0.94 / +1.6%
tpcds_q73/duckdb:parquet	13417372 / 13712738 / -2.2%	19180134 / 19550670 / -1.9%	0.70 / 0.70 / -0.3%
tpcds_q74/duckdb:parquet	100437433 / 101187948 / -0.7%	106547829 / 107491784 / -0.9%	0.94 / 0.94 / +0.1%
tpcds_q75/duckdb:parquet	39873192 / 40230990 / -0.9%	51135963 / 51748233 / -1.2%	0.78 / 0.78 / +0.3%
tpcds_q76/duckdb:parquet	13351962 / 13548526 / -1.5%	21005937 / 21414824 / -1.9%	0.64 / 0.63 / +0.5%
tpcds_q77/duckdb:parquet	17150526 / 17069922 / +0.5%	27630973 / 25677131 / +7.6%	0.62 / 0.66 / -6.6%
tpcds_q78/duckdb:parquet	47862680 / 48417702 / -1.1%	53914486 / 54292609 / -0.7%	0.89 / 0.89 / -0.5%
tpcds_q79/duckdb:parquet	20546926 / 20537328 / +0.0%	28441093 / 32265306 / -11.9% 🟢	0.72 / 0.64 / +13.5%
tpcds_q80/duckdb:parquet	31243534 / 31316240 / -0.2%	40665385 / 40783214 / -0.3%	0.77 / 0.77 / +0.1%
tpcds_q81/duckdb:parquet	29464280 / 29730454 / -0.9%	38443014 / 39866173 / -3.6%	0.77 / 0.75 / +2.8%
tpcds_q82/duckdb:parquet	12463022 / 13085042 / -4.8%	18447156 / 20417752 / -9.7%	0.68 / 0.64 / +5.4%
tpcds_q83/duckdb:parquet	15720192 / 15978906 / -1.6%	20738377 / 20716176 / +0.1%	0.76 / 0.77 / -1.7%
tpcds_q84/duckdb:parquet	17478596 / 17676272 / -1.1%	23260393 / 23976194 / -3.0%	0.75 / 0.74 / +1.9%
tpcds_q85/duckdb:parquet	34361036 / 36715953 / -6.4%	46027341 / 49002749 / -6.1%	0.75 / 0.75 / -0.4%
tpcds_q86/duckdb:parquet	10797606 / 11213308 / -3.7%	15673787 / 15837581 / -1.0%	0.69 / 0.71 / -2.7%
tpcds_q87/duckdb:parquet	28306632 / 28525946 / -0.8%	35303570 / 32389673 / +9.0%	0.80 / 0.88 / -9.0%
tpcds_q88/duckdb:parquet	27163938 / 27163299 / +0.0%	33704443 / 33990861 / -0.8%	0.81 / 0.80 / +0.9%
tpcds_q89/duckdb:parquet	12491756 / 12848241 / -2.8%	18741895 / 18961702 / -1.2%	0.67 / 0.68 / -1.6%
tpcds_q90/duckdb:parquet	6865728 / 8527346 / -19.5% 🟢	10911913 / 11120032 / -1.9%	0.63 / 0.77 / -18.0%
tpcds_q91/duckdb:parquet	20776190 / 20988590 / -1.0%	28583189 / 29125843 / -1.9%	0.73 / 0.72 / +0.9%
tpcds_q92/duckdb:parquet	13233290 / 11675098 / +13.3% 🔴	17901193 / 18338808 / -2.4%	0.74 / 0.64 / +16.1%
tpcds_q93/duckdb:parquet	21142254 / 21568442 / -2.0%	29600097 / 29780726 / -0.6%	0.71 / 0.72 / -1.4%
tpcds_q94/duckdb:parquet	15524452 / 17827406 / -12.9% 🟢	25393474 / 26103923 / -2.7%	0.61 / 0.68 / -10.5%
tpcds_q95/duckdb:parquet	90132008 / 90185078 / -0.1%	96539871 / 98292110 / -1.8%	0.93 / 0.92 / +1.8%
tpcds_q96/duckdb:parquet	6952284 / 6939136 / +0.2%	10630167 / 10893918 / -2.4%	0.65 / 0.64 / +2.7%
tpcds_q97/duckdb:parquet	26039129 / 26164807 / -0.5%	32041410 / 32350987 / -1.0%	0.81 / 0.81 / +0.5%
tpcds_q98/duckdb:parquet	14847888 / 15137248 / -1.9%	25573253 / 25429786 / +0.6%	0.58 / 0.60 / -2.5%
tpcds_q99/duckdb:parquet	17179881 / 17281479 / -0.6%	20860814 / 21302097 / -2.1%	0.82 / 0.81 / +1.5%

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[github-actions]

Benchmarks: Clickbench on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.4%
Engines: DataFusion No clear signal (-0.4%, low confidence) · DuckDB No clear signal (-0.5%, low confidence)
Vortex (geomean): hot 1.000x ➖ · cold 1.001x ➖
Parquet (geomean): hot 1.004x ➖ · cold 0.989x ➖
Shifts: Parquet (control) +0.4% · Median polish +0.1%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

datafusion / vortex-file-compressed / ns (1.002x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:vortex-file-compressed	1239998 / 1233656 / +0.5%	22068227 / 23000622 / -4.1%	0.06 / 0.05 / +4.8%
clickbench_q01/datafusion:vortex-file-compressed	6580798 / 7184475 / -8.4%	32214645 / 37407941 / -13.9% 🟢	0.20 / 0.19 / +6.4%
clickbench_q02/datafusion:vortex-file-compressed	13253622 / 13086329 / +1.3%	45338477 / 40578007 / +11.7% 🔴	0.29 / 0.32 / -9.4%
clickbench_q03/datafusion:vortex-file-compressed	12915828 / 12270690 / +5.3%	58248364 / 54904242 / +6.1%	0.22 / 0.22 / -0.8%
clickbench_q04/datafusion:vortex-file-compressed	54378014 / 53716926 / +1.2%	93795655 / 87941897 / +6.7%	0.58 / 0.61 / -5.1%
clickbench_q05/datafusion:vortex-file-compressed	77478141 / 77038695 / +0.6%	117495741 / 116844425 / +0.6%	0.66 / 0.66 / +0.0%
clickbench_q06/datafusion:vortex-file-compressed	1208492 / 1221518 / -1.1%	22262020 / 22412412 / -0.7%	0.05 / 0.05 / -0.4%
clickbench_q07/datafusion:vortex-file-compressed	13322444 / 13522628 / -1.5%	38886730 / 40420827 / -3.8%	0.34 / 0.33 / +2.4%
clickbench_q08/datafusion:vortex-file-compressed	79363114 / 79459448 / -0.1%	122536393 / 120661527 / +1.6%	0.65 / 0.66 / -1.6%
clickbench_q09/datafusion:vortex-file-compressed	174511125 / 172427892 / +1.2%	212113008 / 203302631 / +4.3%	0.82 / 0.85 / -3.0%
clickbench_q10/datafusion:vortex-file-compressed	40336802 / 40982218 / -1.6%	74396995 / 75980413 / -2.1%	0.54 / 0.54 / +0.5%
clickbench_q11/datafusion:vortex-file-compressed	51970787 / 51619276 / +0.7%	81930562 / 83436329 / -1.8%	0.63 / 0.62 / +2.5%
clickbench_q12/datafusion:vortex-file-compressed	76591383 / 76721746 / -0.2%	125837298 / 120561027 / +4.4%	0.61 / 0.64 / -4.4%
clickbench_q13/datafusion:vortex-file-compressed	122334488 / 125468364 / -2.5%	178205638 / 186264554 / -4.3%	0.69 / 0.67 / +1.9%
clickbench_q14/datafusion:vortex-file-compressed	90898531 / 86322944 / +5.3%	129006567 / 131578311 / -2.0%	0.70 / 0.66 / +7.4%
clickbench_q15/datafusion:vortex-file-compressed	62187231 / 63446922 / -2.0%	97444119 / 94878603 / +2.7%	0.64 / 0.67 / -4.6%
clickbench_q16/datafusion:vortex-file-compressed	152980323 / 157263532 / -2.7%	216976922 / 205868639 / +5.4%	0.71 / 0.76 / -7.7%
clickbench_q17/datafusion:vortex-file-compressed	151886470 / 155693590 / -2.4%	208582757 / 207289801 / +0.6%	0.73 / 0.75 / -3.0%
clickbench_q18/datafusion:vortex-file-compressed	301731948 / 304101347 / -0.8%	371509029 / 382545023 / -2.9%	0.81 / 0.79 / +2.2%
clickbench_q19/datafusion:vortex-file-compressed	8438560 / 8519120 / -0.9%	50729474 / 48807643 / +3.9%	0.17 / 0.17 / -4.7%
clickbench_q20/datafusion:vortex-file-compressed	67394212 / 67417235 / -0.0%	231309456 / 232873108 / -0.7%	0.29 / 0.29 / +0.6%
clickbench_q21/datafusion:vortex-file-compressed	97156623 / 97860004 / -0.7%	267833830 / 264488113 / +1.3%	0.36 / 0.37 / -2.0%
clickbench_q22/datafusion:vortex-file-compressed	120609042 / 119742476 / +0.7%	351072239 / 344257301 / +2.0%	0.34 / 0.35 / -1.2%
clickbench_q23/datafusion:vortex-file-compressed	363193720 / 343171944 / +5.8%	655132789 / 639081146 / +2.5%	0.55 / 0.54 / +3.2%
clickbench_q24/datafusion:vortex-file-compressed	21382026 / 20982799 / +1.9%	69728398 / 66096541 / +5.5%	0.31 / 0.32 / -3.4%
clickbench_q25/datafusion:vortex-file-compressed	26710796 / 25503363 / +4.7%	63939203 / 61931509 / +3.2%	0.42 / 0.41 / +1.4%
clickbench_q26/datafusion:vortex-file-compressed	20964350 / 20573242 / +1.9%	67524075 / 65105765 / +3.7%	0.31 / 0.32 / -1.7%
clickbench_q27/datafusion:vortex-file-compressed	103536983 / 102923609 / +0.6%	252161842 / 250100663 / +0.8%	0.41 / 0.41 / -0.2%
clickbench_q28/datafusion:vortex-file-compressed	573126074 / 569523326 / +0.6%	613881229 / 619705447 / -0.9%	0.93 / 0.92 / +1.6%
clickbench_q29/datafusion:vortex-file-compressed	24323952 / 24332324 / -0.0%	53910963 / 50909477 / +5.9%	0.45 / 0.48 / -5.6%
clickbench_q30/datafusion:vortex-file-compressed	83188520 / 86465302 / -3.8%	123362297 / 125890947 / -2.0%	0.67 / 0.69 / -1.8%
clickbench_q31/datafusion:vortex-file-compressed	85101420 / 82869092 / +2.7%	158659611 / 155621860 / +2.0%	0.54 / 0.53 / +0.7%
clickbench_q32/datafusion:vortex-file-compressed	296695237 / 297265016 / -0.2%	375447701 / 371023707 / +1.2%	0.79 / 0.80 / -1.4%
clickbench_q33/datafusion:vortex-file-compressed	338067172 / 335124310 / +0.9%	420066644 / 412939506 / +1.7%	0.80 / 0.81 / -0.8%
clickbench_q34/datafusion:vortex-file-compressed	336636926 / 331761066 / +1.5%	418029094 / 418338723 / -0.1%	0.81 / 0.79 / +1.5%
clickbench_q35/datafusion:vortex-file-compressed	58544727 / 57952895 / +1.0%	91198163 / 91393702 / -0.2%	0.64 / 0.63 / +1.2%
clickbench_q36/datafusion:vortex-file-compressed	38076267 / 37405614 / +1.8%	69808278 / 70314257 / -0.7%	0.55 / 0.53 / +2.5%
clickbench_q37/datafusion:vortex-file-compressed	22194898 / 22124402 / +0.3%	50093101 / 53214900 / -5.9%	0.44 / 0.42 / +6.6%
clickbench_q38/datafusion:vortex-file-compressed	12392702 / 12216365 / +1.4%	43485005 / 42587901 / +2.1%	0.28 / 0.29 / -0.6%
clickbench_q39/datafusion:vortex-file-compressed	79378514 / 80167786 / -1.0%	114483173 / 115134773 / -0.6%	0.69 / 0.70 / -0.4%
clickbench_q40/datafusion:vortex-file-compressed	11231606 / 11270484 / -0.3%	39878998 / 41159881 / -3.1%	0.28 / 0.27 / +2.9%
clickbench_q41/datafusion:vortex-file-compressed	10754906 / 10740178 / +0.1%	37845841 / 38304047 / -1.2%	0.28 / 0.28 / +1.3%
clickbench_q42/datafusion:vortex-file-compressed	11303219 / 11420029 / -1.0%	38252858 / 38543191 / -0.8%	0.30 / 0.30 / -0.3%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:vortex-compact	1234016 / 1254572 / -1.6%	21754736 / 21048197 / +3.4%	0.06 / 0.06 / -4.8%
clickbench_q01/datafusion:vortex-compact	7051351 / 7236020 / -2.6%	34654329 / 34661522 / -0.0%	0.20 / 0.21 / -2.5%
clickbench_q02/datafusion:vortex-compact	21165347 / 20344830 / +4.0%	45199984 / 43956319 / +2.8%	0.47 / 0.46 / +1.2%
clickbench_q03/datafusion:vortex-compact	13603894 / 14208226 / -4.3%	40648916 / 40358292 / +0.7%	0.33 / 0.35 / -4.9%
clickbench_q04/datafusion:vortex-compact	55184154 / 56327228 / -2.0%	83956014 / 85781268 / -2.1%	0.66 / 0.66 / +0.1%
clickbench_q05/datafusion:vortex-compact	85642522 / 85249848 / +0.5%	118654108 / 122937427 / -3.5%	0.72 / 0.69 / +4.1%
clickbench_q06/datafusion:vortex-compact	1266582 / 1251342 / +1.2%	21904152 / 21597828 / +1.4%	0.06 / 0.06 / -0.2%
clickbench_q07/datafusion:vortex-compact	12551446 / 12569538 / -0.1%	39512193 / 36837353 / +7.3%	0.32 / 0.34 / -6.9%
clickbench_q08/datafusion:vortex-compact	88162240 / 85637212 / +2.9%	125526457 / 121840685 / +3.0%	0.70 / 0.70 / -0.1%
clickbench_q09/datafusion:vortex-compact	186381984 / 191868716 / -2.9%	223604818 / 215869948 / +3.6%	0.83 / 0.89 / -6.2%
clickbench_q10/datafusion:vortex-compact	43735786 / 43047486 / +1.6%	71798783 / 72195832 / -0.5%	0.61 / 0.60 / +2.2%
clickbench_q11/datafusion:vortex-compact	55835272 / 56523787 / -1.2%	86407988 / 88851564 / -2.8%	0.65 / 0.64 / +1.6%
clickbench_q12/datafusion:vortex-compact	84230860 / 84939750 / -0.8%	122488889 / 133989367 / -8.6%	0.69 / 0.63 / +8.5%
clickbench_q13/datafusion:vortex-compact	135487151 / 137051460 / -1.1%	189906169 / 180154237 / +5.4%	0.71 / 0.76 / -6.2%
clickbench_q14/datafusion:vortex-compact	93260534 / 94938192 / -1.8%	137891678 / 140941894 / -2.2%	0.68 / 0.67 / +0.4%
clickbench_q15/datafusion:vortex-compact	63984845 / 63147186 / +1.3%	94854411 / 97255054 / -2.5%	0.67 / 0.65 / +3.9%
clickbench_q16/datafusion:vortex-compact	164235072 / 167885800 / -2.2%	209950082 / 206146340 / +1.8%	0.78 / 0.81 / -3.9%
clickbench_q17/datafusion:vortex-compact	163607222 / 164103516 / -0.3%	214307231 / 215293066 / -0.5%	0.76 / 0.76 / +0.2%
clickbench_q18/datafusion:vortex-compact	301959851 / 301375666 / +0.2%	357175841 / 360447771 / -0.9%	0.85 / 0.84 / +1.1%
clickbench_q19/datafusion:vortex-compact	10189344 / 10690166 / -4.7%	39832552 / 40226217 / -1.0%	0.26 / 0.27 / -3.7%
clickbench_q20/datafusion:vortex-compact	73610802 / 71710422 / +2.7%	192621883 / 199232061 / -3.3%	0.38 / 0.36 / +6.2%
clickbench_q21/datafusion:vortex-compact	119357638 / 118597633 / +0.6%	230914343 / 229392631 / +0.7%	0.52 / 0.52 / -0.0%
clickbench_q22/datafusion:vortex-compact	186155016 / 185587172 / +0.3%	274158848 / 273776460 / +0.1%	0.68 / 0.68 / +0.2%
clickbench_q23/datafusion:vortex-compact	536858826 / 545710917 / -1.6%	640731382 / 709707448 / -9.7%	0.84 / 0.77 / +9.0%
clickbench_q24/datafusion:vortex-compact	28767256 / 29618114 / -2.9%	62556780 / 65318284 / -4.2%	0.46 / 0.45 / +1.4%
clickbench_q25/datafusion:vortex-compact	35464412 / 36428382 / -2.6%	72022474 / 72269656 / -0.3%	0.49 / 0.50 / -2.3%
clickbench_q26/datafusion:vortex-compact	28281808 / 29322304 / -3.5%	63354858 / 64585935 / -1.9%	0.45 / 0.45 / -1.7%
clickbench_q27/datafusion:vortex-compact	102928480 / 104071582 / -1.1%	207331729 / 214049540 / -3.1%	0.50 / 0.49 / +2.1%
clickbench_q28/datafusion:vortex-compact	592649964 / 586117943 / +1.1%	617013881 / 615929806 / +0.2%	0.96 / 0.95 / +0.9%
clickbench_q29/datafusion:vortex-compact	31011414 / 30714948 / +1.0%	56020973 / 56452799 / -0.8%	0.55 / 0.54 / +1.7%
clickbench_q30/datafusion:vortex-compact	90528077 / 94254614 / -4.0%	139481078 / 131857810 / +5.8%	0.65 / 0.71 / -9.2%
clickbench_q31/datafusion:vortex-compact	100931531 / 99596736 / +1.3%	156285341 / 159265604 / -1.9%	0.65 / 0.63 / +3.3%
clickbench_q32/datafusion:vortex-compact	307883964 / 298310470 / +3.2%	372328072 / 380473235 / -2.1%	0.83 / 0.78 / +5.5%
clickbench_q33/datafusion:vortex-compact	340169167 / 346973568 / -2.0%	419651085 / 407131143 / +3.1%	0.81 / 0.85 / -4.9%
clickbench_q34/datafusion:vortex-compact	338662800 / 344852314 / -1.8%	417702729 / 426628079 / -2.1%	0.81 / 0.81 / +0.3%
clickbench_q35/datafusion:vortex-compact	64245104 / 62790503 / +2.3%	94053087 / 93547989 / +0.5%	0.68 / 0.67 / +1.8%
clickbench_q36/datafusion:vortex-compact	38231136 / 38303308 / -0.2%	68707853 / 69000374 / -0.4%	0.56 / 0.56 / +0.2%
clickbench_q37/datafusion:vortex-compact	22648524 / 22208316 / +2.0%	50069695 / 49021363 / +2.1%	0.45 / 0.45 / -0.2%
clickbench_q38/datafusion:vortex-compact	12895913 / 12863382 / +0.3%	42724238 / 40806127 / +4.7%	0.30 / 0.32 / -4.2%
clickbench_q39/datafusion:vortex-compact	79343992 / 79488068 / -0.2%	113710374 / 112255063 / +1.3%	0.70 / 0.71 / -1.5%
clickbench_q40/datafusion:vortex-compact	12208178 / 12064468 / +1.2%	39196206 / 39207104 / -0.0%	0.31 / 0.31 / +1.2%
clickbench_q41/datafusion:vortex-compact	12878409 / 12788044 / +0.7%	39134356 / 38639712 / +1.3%	0.33 / 0.33 / -0.6%
clickbench_q42/datafusion:vortex-compact	11329168 / 11128560 / +1.8%	37289159 / 38676874 / -3.6%	0.30 / 0.29 / +5.6%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:parquet	1250698 / 1272604 / -1.7%	49259235 / 50867155 / -3.2%	0.03 / 0.03 / +1.5%
clickbench_q01/datafusion:parquet	16116808 / 16170728 / -0.3%	67890123 / 69615961 / -2.5%	0.24 / 0.23 / +2.2%
clickbench_q02/datafusion:parquet	19504191 / 19043335 / +2.4%	83805770 / 84491248 / -0.8%	0.23 / 0.23 / +3.3%
clickbench_q03/datafusion:parquet	17970854 / 16660458 / +7.9%	83132425 / 83143202 / -0.0%	0.22 / 0.20 / +7.9%
clickbench_q04/datafusion:parquet	60873202 / 59721841 / +1.9%	130664342 / 126893845 / +3.0%	0.47 / 0.47 / -1.0%
clickbench_q05/datafusion:parquet	87447756 / 86435508 / +1.2%	154850719 / 158606331 / -2.4%	0.56 / 0.54 / +3.6%
clickbench_q06/datafusion:parquet	1303828 / 1276298 / +2.2%	49723577 / 50399257 / -1.3%	0.03 / 0.03 / +3.5%
clickbench_q07/datafusion:parquet	17269764 / 16911449 / +2.1%	70125933 / 69938354 / +0.3%	0.25 / 0.24 / +1.8%
clickbench_q08/datafusion:parquet	86122233 / 84748727 / +1.6%	163506806 / 166943893 / -2.1%	0.53 / 0.51 / +3.8%
clickbench_q09/datafusion:parquet	191383301 / 188634814 / +1.5%	261348406 / 272190323 / -4.0%	0.73 / 0.69 / +5.7%
clickbench_q10/datafusion:parquet	34954210 / 35683302 / -2.0%	105360985 / 104405719 / +0.9%	0.33 / 0.34 / -2.9%
clickbench_q11/datafusion:parquet	41461764 / 41500447 / -0.1%	111235007 / 114404758 / -2.8%	0.37 / 0.36 / +2.8%
clickbench_q12/datafusion:parquet	95058384 / 94044806 / +1.1%	162098660 / 161854311 / +0.2%	0.59 / 0.58 / +0.9%
clickbench_q13/datafusion:parquet	142479743 / 144087109 / -1.1%	225518638 / 223507944 / +0.9%	0.63 / 0.64 / -2.0%
clickbench_q14/datafusion:parquet	99981484 / 100054464 / -0.1%	173850523 / 173085369 / +0.4%	0.58 / 0.58 / -0.5%
clickbench_q15/datafusion:parquet	69384584 / 68744746 / +0.9%	129007017 / 132964488 / -3.0%	0.54 / 0.52 / +4.0%
clickbench_q16/datafusion:parquet	154074544 / 154167952 / -0.1%	230865223 / 234895427 / -1.7%	0.67 / 0.66 / +1.7%
clickbench_q17/datafusion:parquet	153714402 / 153410012 / +0.2%	234893705 / 236098754 / -0.5%	0.65 / 0.65 / +0.7%
clickbench_q18/datafusion:parquet	306364136 / 309234194 / -0.9%	412591514 / 407669540 / +1.2%	0.74 / 0.76 / -2.1%
clickbench_q19/datafusion:parquet	19784540 / 19982378 / -1.0%	78020753 / 80173161 / -2.7%	0.25 / 0.25 / +1.7%
clickbench_q20/datafusion:parquet	169773504 / 169967938 / -0.1%	282672456 / 297386000 / -4.9%	0.60 / 0.57 / +5.1%
clickbench_q21/datafusion:parquet	163944356 / 163330862 / +0.4%	296546285 / 310914902 / -4.6%	0.55 / 0.53 / +5.2%
clickbench_q22/datafusion:parquet	247735299 / 245516630 / +0.9%	426958111 / 449687421 / -5.1%	0.58 / 0.55 / +6.3%
clickbench_q23/datafusion:parquet	960044782 / 958278553 / +0.2%	1164466371 / 1188941503 / -2.1%	0.82 / 0.81 / +2.3%
clickbench_q24/datafusion:parquet	29897616 / 30444788 / -1.8%	88917783 / 93332356 / -4.7%	0.34 / 0.33 / +3.1%
clickbench_q25/datafusion:parquet	35180871 / 36060018 / -2.4%	103300958 / 106864129 / -3.3%	0.34 / 0.34 / +0.9%
clickbench_q26/datafusion:parquet	30138856 / 30688560 / -1.8%	91492347 / 93236768 / -1.9%	0.33 / 0.33 / +0.1%
clickbench_q27/datafusion:parquet	181219595 / 183064472 / -1.0%	285119435 / 293186774 / -2.8%	0.64 / 0.62 / +1.8%
clickbench_q28/datafusion:parquet	616069343 / 621512421 / -0.9%	701321012 / 701446704 / -0.0%	0.88 / 0.89 / -0.9%
clickbench_q29/datafusion:parquet	28309759 / 28288912 / +0.1%	92924968 / 93549615 / -0.7%	0.30 / 0.30 / +0.7%
clickbench_q30/datafusion:parquet	88949317 / 88196856 / +0.9%	172140878 / 171035128 / +0.6%	0.52 / 0.52 / +0.2%
clickbench_q31/datafusion:parquet	98090244 / 98462938 / -0.4%	198453463 / 201086184 / -1.3%	0.49 / 0.49 / +0.9%
clickbench_q32/datafusion:parquet	325875234 / 316380253 / +3.0%	420917890 / 410847365 / +2.5%	0.77 / 0.77 / +0.5%
clickbench_q33/datafusion:parquet	369348933 / 369147800 / +0.1%	458615970 / 460541467 / -0.4%	0.81 / 0.80 / +0.5%
clickbench_q34/datafusion:parquet	368068939 / 369880716 / -0.5%	464555286 / 462367295 / +0.5%	0.79 / 0.80 / -1.0%
clickbench_q35/datafusion:parquet	64166067 / 64097474 / +0.1%	125590173 / 123014520 / +2.1%	0.51 / 0.52 / -1.9%
clickbench_q36/datafusion:parquet	73666668 / 73670360 / -0.0%	137475182 / 137592074 / -0.1%	0.54 / 0.54 / +0.1%
clickbench_q37/datafusion:parquet	36066175 / 36112660 / -0.1%	92778816 / 93231217 / -0.5%	0.39 / 0.39 / +0.4%
clickbench_q38/datafusion:parquet	47381681 / 47295826 / +0.2%	109591152 / 109296445 / +0.3%	0.43 / 0.43 / -0.1%
clickbench_q39/datafusion:parquet	143634621 / 143754217 / -0.1%	210354313 / 213935725 / -1.7%	0.68 / 0.67 / +1.6%
clickbench_q40/datafusion:parquet	20500311 / 20442865 / +0.3%	78933531 / 82202088 / -4.0%	0.26 / 0.25 / +4.4%
clickbench_q41/datafusion:parquet	19278028 / 19277771 / +0.0%	77076822 / 78055115 / -1.3%	0.25 / 0.25 / +1.3%
clickbench_q42/datafusion:parquet	19801724 / 19671886 / +0.7%	76216647 / 75944988 / +0.4%	0.26 / 0.26 / +0.3%

duckdb / vortex-file-compressed / ns (0.996x ➖, 2↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:vortex-file-compressed	1562148 / 1509096 / +3.5%	25862524 / 27625090 / -6.4%	0.06 / 0.05 / +10.6%
clickbench_q01/duckdb:vortex-file-compressed	13844109 / 13464482 / +2.8%	25316069 / 26419410 / -4.2%	0.55 / 0.51 / +7.3%
clickbench_q02/duckdb:vortex-file-compressed	13659120 / 13892150 / -1.7%	38835919 / 31950187 / +21.6% 🔴	0.35 / 0.43 / -19.1%
clickbench_q03/duckdb:vortex-file-compressed	17783233 / 18088619 / -1.7%	51665886 / 49203476 / +5.0%	0.34 / 0.37 / -6.4%
clickbench_q04/duckdb:vortex-file-compressed	68056972 / 73476107 / -7.4%	102907866 / 102066365 / +0.8%	0.66 / 0.72 / -8.1%
clickbench_q05/duckdb:vortex-file-compressed	69341501 / 69635718 / -0.4%	97460240 / 93121603 / +4.7%	0.71 / 0.75 / -4.9%
clickbench_q06/duckdb:vortex-file-compressed	1812163 / 1829944 / -1.0%	30135076 / 28185532 / +6.9%	0.06 / 0.06 / -7.4%
clickbench_q07/duckdb:vortex-file-compressed	13161615 / 14240246 / -7.6%	31292769 / 36788450 / -14.9% 🟢	0.42 / 0.39 / +8.7%
clickbench_q08/duckdb:vortex-file-compressed	84952000 / 87217291 / -2.6%	125585467 / 128602338 / -2.3%	0.68 / 0.68 / -0.3%
clickbench_q09/duckdb:vortex-file-compressed	109544534 / 109269436 / +0.3%	154922777 / 154588016 / +0.2%	0.71 / 0.71 / +0.0%
clickbench_q10/duckdb:vortex-file-compressed	44665826 / 42959354 / +4.0%	77749444 / 77760134 / -0.0%	0.57 / 0.55 / +4.0%
clickbench_q11/duckdb:vortex-file-compressed	56635993 / 54689370 / +3.6%	89907955 / 88849603 / +1.2%	0.63 / 0.62 / +2.3%
clickbench_q12/duckdb:vortex-file-compressed	74613790 / 77039560 / -3.1%	107363153 / 104616739 / +2.6%	0.69 / 0.74 / -5.6%
clickbench_q13/duckdb:vortex-file-compressed	146205202 / 139440459 / +4.9%	185345251 / 185016695 / +0.2%	0.79 / 0.75 / +4.7%
clickbench_q14/duckdb:vortex-file-compressed	83089571 / 84017678 / -1.1%	114680056 / 117474666 / -2.4%	0.72 / 0.72 / +1.3%
clickbench_q15/duckdb:vortex-file-compressed	92138717 / 92845351 / -0.8%	130222125 / 132649786 / -1.8%	0.71 / 0.70 / +1.1%
clickbench_q16/duckdb:vortex-file-compressed	169000278 / 160984416 / +5.0%	219396134 / 210994089 / +4.0%	0.77 / 0.76 / +1.0%
clickbench_q17/duckdb:vortex-file-compressed	164473916 / 175832446 / -6.5%	211444782 / 210397137 / +0.5%	0.78 / 0.84 / -6.9%
clickbench_q18/duckdb:vortex-file-compressed	325331001 / 325087378 / +0.1%	408839732 / 369841241 / +10.5% 🔴	0.80 / 0.88 / -9.5%
clickbench_q19/duckdb:vortex-file-compressed	16042390 / 18274648 / -12.2% 🟢	44651752 / 40278678 / +10.9% 🔴	0.36 / 0.45 / -20.8%
clickbench_q20/duckdb:vortex-file-compressed	125444272 / 126923478 / -1.2%	208714980 / 201218203 / +3.7%	0.60 / 0.63 / -4.7%
clickbench_q21/duckdb:vortex-file-compressed	180285054 / 177940363 / +1.3%	323576542 / 329687782 / -1.9%	0.56 / 0.54 / +3.2%
clickbench_q22/duckdb:vortex-file-compressed	285754460 / 284905574 / +0.3%	543333847 / 546218049 / -0.5%	0.53 / 0.52 / +0.8%
clickbench_q23/duckdb:vortex-file-compressed	68949404 / 70703268 / -2.5%	112197495 / 112645375 / -0.4%	0.61 / 0.63 / -2.1%
clickbench_q24/duckdb:vortex-file-compressed	25208970 / 28431411 / -11.3% 🟢	41102989 / 42439953 / -3.2%	0.61 / 0.67 / -8.5%
clickbench_q25/duckdb:vortex-file-compressed	36697016 / 35055166 / +4.7%	55488256 / 56221141 / -1.3%	0.66 / 0.62 / +6.1%
clickbench_q26/duckdb:vortex-file-compressed	21452442 / 21752807 / -1.4%	35540578 / 33660704 / +5.6%	0.60 / 0.65 / -6.6%
clickbench_q27/duckdb:vortex-file-compressed	171332467 / 169976231 / +0.8%	285553571 / 280581565 / +1.8%	0.60 / 0.61 / -1.0%
clickbench_q28/duckdb:vortex-file-compressed	663891524 / 598157309 / +11.0% 🔴	689079051 / 697318142 / -1.2%	0.96 / 0.86 / +12.3%
clickbench_q29/duckdb:vortex-file-compressed	18141975 / 17508377 / +3.6%	44043032 / 41377565 / +6.4%	0.41 / 0.42 / -2.7%
clickbench_q30/duckdb:vortex-file-compressed	92230686 / 90332903 / +2.1%	133917345 / 132522102 / +1.1%	0.69 / 0.68 / +1.0%
clickbench_q31/duckdb:vortex-file-compressed	142208351 / 141452146 / +0.5%	225112637 / 204515921 / +10.1% 🔴	0.63 / 0.69 / -8.7%
clickbench_q32/duckdb:vortex-file-compressed	440725155 / 441623448 / -0.2%	490121684 / 497647957 / -1.5%	0.90 / 0.89 / +1.3%
clickbench_q33/duckdb:vortex-file-compressed	406716344 / 409689706 / -0.7%	522152459 / 531976781 / -1.8%	0.78 / 0.77 / +1.1%
clickbench_q34/duckdb:vortex-file-compressed	419740330 / 429882664 / -2.4%	556691656 / 551476439 / +0.9%	0.75 / 0.78 / -3.3%
clickbench_q35/duckdb:vortex-file-compressed	104640100 / 101626964 / +3.0%	138651615 / 135201330 / +2.6%	0.75 / 0.75 / +0.4%
clickbench_q36/duckdb:vortex-file-compressed	17793160 / 18161344 / -2.0%	33157405 / 34831888 / -4.8%	0.54 / 0.52 / +2.9%
clickbench_q37/duckdb:vortex-file-compressed	12452472 / 12693739 / -1.9%	27652417 / 27564186 / +0.3%	0.45 / 0.46 / -2.2%
clickbench_q38/duckdb:vortex-file-compressed	14948688 / 15130682 / -1.2%	30470582 / 34308025 / -11.2% 🟢	0.49 / 0.44 / +11.2%
clickbench_q39/duckdb:vortex-file-compressed	27455212 / 26002960 / +5.6%	43143240 / 42570139 / +1.3%	0.64 / 0.61 / +4.2%
clickbench_q40/duckdb:vortex-file-compressed	11740820 / 11877015 / -1.1%	26500057 / 27227842 / -2.7%	0.44 / 0.44 / +1.6%
clickbench_q41/duckdb:vortex-file-compressed	12843080 / 12482251 / +2.9%	27337455 / 28442944 / -3.9%	0.47 / 0.44 / +7.1%
clickbench_q42/duckdb:vortex-file-compressed	12734499 / 12831828 / -0.8%	27981363 / 31434621 / -11.0% 🟢	0.46 / 0.41 / +11.5%

duckdb / vortex-compact / ns (1.007x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:vortex-compact	1529485 / 1571759 / -2.7%	24753412 / 22420675 / +10.4% 🔴	0.06 / 0.07 / -11.9%
clickbench_q01/duckdb:vortex-compact	13598858 / 12722970 / +6.9%	25891559 / 30243137 / -14.4% 🟢	0.53 / 0.42 / +24.8%
clickbench_q02/duckdb:vortex-compact	21739900 / 19925198 / +9.1%	43290294 / 39885744 / +8.5%	0.50 / 0.50 / +0.5%
clickbench_q03/duckdb:vortex-compact	19876994 / 20670204 / -3.8%	46614907 / 47179284 / -1.2%	0.43 / 0.44 / -2.7%
clickbench_q04/duckdb:vortex-compact	71973892 / 72155592 / -0.3%	109414286 / 107295763 / +2.0%	0.66 / 0.67 / -2.2%
clickbench_q05/duckdb:vortex-compact	75458721 / 76055791 / -0.8%	102643252 / 103354053 / -0.7%	0.74 / 0.74 / -0.1%
clickbench_q06/duckdb:vortex-compact	1815190 / 1840389 / -1.4%	28260979 / 27779385 / +1.7%	0.06 / 0.07 / -3.0%
clickbench_q07/duckdb:vortex-compact	15973544 / 16564036 / -3.6%	31555484 / 34101235 / -7.5%	0.51 / 0.49 / +4.2%
clickbench_q08/duckdb:vortex-compact	104915966 / 96853556 / +8.3%	133091832 / 140954647 / -5.6%	0.79 / 0.69 / +14.7%
clickbench_q09/duckdb:vortex-compact	138515722 / 139262784 / -0.5%	178306775 / 182509745 / -2.3%	0.78 / 0.76 / +1.8%
clickbench_q10/duckdb:vortex-compact	56140817 / 52475414 / +7.0%	88995143 / 89853797 / -1.0%	0.63 / 0.58 / +8.0%
clickbench_q11/duckdb:vortex-compact	66961120 / 68455716 / -2.2%	104433374 / 105220764 / -0.7%	0.64 / 0.65 / -1.4%
clickbench_q12/duckdb:vortex-compact	89021101 / 87261155 / +2.0%	120436519 / 127232490 / -5.3%	0.74 / 0.69 / +7.8%
clickbench_q13/duckdb:vortex-compact	161396026 / 170628508 / -5.4%	207249492 / 209517837 / -1.1%	0.78 / 0.81 / -4.4%
clickbench_q14/duckdb:vortex-compact	96358061 / 99937374 / -3.6%	129426859 / 138587797 / -6.6%	0.74 / 0.72 / +3.2%
clickbench_q15/duckdb:vortex-compact	95615711 / 95313836 / +0.3%	135852458 / 135896299 / -0.0%	0.70 / 0.70 / +0.3%
clickbench_q16/duckdb:vortex-compact	178370472 / 192305872 / -7.2%	237646285 / 230821219 / +3.0%	0.75 / 0.83 / -9.9%
clickbench_q17/duckdb:vortex-compact	186184133 / 181904982 / +2.4%	235509682 / 222191254 / +6.0%	0.79 / 0.82 / -3.4%
clickbench_q18/duckdb:vortex-compact	326975336 / 332590794 / -1.7%	419923050 / 421870442 / -0.5%	0.78 / 0.79 / -1.2%
clickbench_q19/duckdb:vortex-compact	16053432 / 16591398 / -3.2%	37477082 / 38591175 / -2.9%	0.43 / 0.43 / -0.4%
clickbench_q20/duckdb:vortex-compact	109675064 / 112530268 / -2.5%	182519533 / 179022684 / +2.0%	0.60 / 0.63 / -4.4%
clickbench_q21/duckdb:vortex-compact	191480284 / 184227260 / +3.9%	373404375 / 365133074 / +2.3%	0.51 / 0.50 / +1.6%
clickbench_q22/duckdb:vortex-compact	389194863 / 389468198 / -0.1%	670919876 / 665903574 / +0.8%	0.58 / 0.58 / -0.8%
clickbench_q23/duckdb:vortex-compact	95981670 / 97469739 / -1.5%	124586667 / 137629426 / -9.5%	0.77 / 0.71 / +8.8%
clickbench_q24/duckdb:vortex-compact	29889682 / 31805573 / -6.0%	44217690 / 43191740 / +2.4%	0.68 / 0.74 / -8.2%
clickbench_q25/duckdb:vortex-compact	47560771 / 47198843 / +0.8%	72137934 / 68672102 / +5.0%	0.66 / 0.69 / -4.1%
clickbench_q26/duckdb:vortex-compact	24266118 / 23004254 / +5.5%	34998438 / 36364522 / -3.8%	0.69 / 0.63 / +9.6%
clickbench_q27/duckdb:vortex-compact	209124660 / 200028453 / +4.5%	359035859 / 345779139 / +3.8%	0.58 / 0.58 / +0.7%
clickbench_q28/duckdb:vortex-compact	593099787 / 597878460 / -0.8%	747828184 / 728554246 / +2.6%	0.79 / 0.82 / -3.4%
clickbench_q29/duckdb:vortex-compact	23447398 / 23110604 / +1.5%	44919395 / 47201820 / -4.8%	0.52 / 0.49 / +6.6%
clickbench_q30/duckdb:vortex-compact	110298078 / 113985982 / -3.2%	155892976 / 156294276 / -0.3%	0.71 / 0.73 / -3.0%
clickbench_q31/duckdb:vortex-compact	173545080 / 174517928 / -0.6%	258723649 / 234999201 / +10.1% 🔴	0.67 / 0.74 / -9.7%
clickbench_q32/duckdb:vortex-compact	455036374 / 452656438 / +0.5%	521524662 / 503084917 / +3.7%	0.87 / 0.90 / -3.0%
clickbench_q33/duckdb:vortex-compact	405811168 / 391542741 / +3.6%	536386666 / 545998984 / -1.8%	0.76 / 0.72 / +5.5%
clickbench_q34/duckdb:vortex-compact	418785887 / 429250004 / -2.4%	580278510 / 585696002 / -0.9%	0.72 / 0.73 / -1.5%
clickbench_q35/duckdb:vortex-compact	108367922 / 108112901 / +0.2%	136769248 / 137724803 / -0.7%	0.79 / 0.78 / +0.9%
clickbench_q36/duckdb:vortex-compact	17317742 / 17658568 / -1.9%	34625665 / 33370114 / +3.8%	0.50 / 0.53 / -5.5%
clickbench_q37/duckdb:vortex-compact	15099070 / 14469644 / +4.3%	27593000 / 27520771 / +0.3%	0.55 / 0.53 / +4.1%
clickbench_q38/duckdb:vortex-compact	14315228 / 13858392 / +3.3%	33630558 / 29542091 / +13.8% 🔴	0.43 / 0.47 / -9.3%
clickbench_q39/duckdb:vortex-compact	27174442 / 26535401 / +2.4%	44160663 / 46681203 / -5.4%	0.62 / 0.57 / +8.3%
clickbench_q40/duckdb:vortex-compact	12514808 / 13230482 / -5.4%	28341196 / 30031489 / -5.6%	0.44 / 0.44 / +0.2%
clickbench_q41/duckdb:vortex-compact	14026378 / 12943238 / +8.4%	27815357 / 30451157 / -8.7%	0.50 / 0.43 / +18.6%
clickbench_q42/duckdb:vortex-compact	14627847 / 12188189 / +20.0% 🔴	27860544 / 27301798 / +2.0%	0.53 / 0.45 / +17.6%

duckdb / parquet / ns (1.006x ➖, 0↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:parquet	9466952 / 7941526 / +19.2% 🔴	19313544 / 21080122 / -8.4%	0.49 / 0.38 / +30.1%
clickbench_q01/duckdb:parquet	10661412 / 9959718 / +7.0%	21575811 / 22299824 / -3.2%	0.49 / 0.45 / +10.6%
clickbench_q02/duckdb:parquet	17812388 / 15347282 / +16.1% 🔴	34852804 / 31017796 / +12.4% 🔴	0.51 / 0.49 / +3.3%
clickbench_q03/duckdb:parquet	16014750 / 15891807 / +0.8%	54239907 / 54731564 / -0.9%	0.30 / 0.29 / +1.7%
clickbench_q04/duckdb:parquet	71084362 / 69835300 / +1.8%	93129888 / 97168696 / -4.2%	0.76 / 0.72 / +6.2%
clickbench_q05/duckdb:parquet	85048088 / 83270610 / +2.1%	117381367 / 120088942 / -2.3%	0.72 / 0.69 / +4.5%
clickbench_q06/duckdb:parquet	14395722 / 15931818 / -9.6%	23309221 / 23572406 / -1.1%	0.62 / 0.68 / -8.6%
clickbench_q07/duckdb:parquet	11722538 / 11256834 / +4.1%	22156213 / 24905103 / -11.0% 🟢	0.53 / 0.45 / +17.1%
clickbench_q08/duckdb:parquet	86009986 / 87550076 / -1.8%	134443911 / 135322061 / -0.6%	0.64 / 0.65 / -1.1%
clickbench_q09/duckdb:parquet	120702502 / 114436131 / +5.5%	162414836 / 157011202 / +3.4%	0.74 / 0.73 / +2.0%
clickbench_q10/duckdb:parquet	34250212 / 34552586 / -0.9%	70500540 / 69224091 / +1.8%	0.49 / 0.50 / -2.7%
clickbench_q11/duckdb:parquet	36457314 / 36020724 / +1.2%	78766537 / 79723612 / -1.2%	0.46 / 0.45 / +2.4%
clickbench_q12/duckdb:parquet	90288225 / 91819895 / -1.7%	130725266 / 137769158 / -5.1%	0.69 / 0.67 / +3.6%
clickbench_q13/duckdb:parquet	145274454 / 149159576 / -2.6%	207191661 / 212910439 / -2.7%	0.70 / 0.70 / +0.1%
clickbench_q14/duckdb:parquet	98275626 / 96926640 / +1.4%	149631241 / 150194680 / -0.4%	0.66 / 0.65 / +1.8%
clickbench_q15/duckdb:parquet	91625454 / 95599947 / -4.2%	121111363 / 126986437 / -4.6%	0.76 / 0.75 / +0.5%
clickbench_q16/duckdb:parquet	172387222 / 169489665 / +1.7%	228245901 / 226832204 / +0.6%	0.76 / 0.75 / +1.1%
clickbench_q17/duckdb:parquet	177280299 / 178804599 / -0.9%	228335766 / 246270190 / -7.3%	0.78 / 0.73 / +6.9%
clickbench_q18/duckdb:parquet	326590856 / 324434004 / +0.7%	421242134 / 398920237 / +5.6%	0.78 / 0.81 / -4.7%
clickbench_q19/duckdb:parquet	13494657 / 13759822 / -1.9%	43234384 / 42745519 / +1.1%	0.31 / 0.32 / -3.0%
clickbench_q20/duckdb:parquet	135527590 / 133700460 / +1.4%	245995386 / 241415367 / +1.9%	0.55 / 0.55 / -0.5%
clickbench_q21/duckdb:parquet	179459937 / 181167856 / -0.9%	315706157 / 316452300 / -0.2%	0.57 / 0.57 / -0.7%
clickbench_q22/duckdb:parquet	244563422 / 242150149 / +1.0%	421943580 / 422984558 / -0.2%	0.58 / 0.57 / +1.2%
clickbench_q23/duckdb:parquet	145390471 / 145499083 / -0.1%	168633993 / 167175410 / +0.9%	0.86 / 0.87 / -0.9%
clickbench_q24/duckdb:parquet	42691908 / 43125043 / -1.0%	62404968 / 62040230 / +0.6%	0.68 / 0.70 / -1.6%
clickbench_q25/duckdb:parquet	39428199 / 39958178 / -1.3%	89084862 / 90543673 / -1.6%	0.44 / 0.44 / +0.3%
clickbench_q26/duckdb:parquet	29656675 / 29302883 / +1.2%	46597775 / 48658571 / -4.2%	0.64 / 0.60 / +5.7%
clickbench_q27/duckdb:parquet	147305372 / 143248608 / +2.8%	259187210 / 256930356 / +0.9%	0.57 / 0.56 / +1.9%
clickbench_q28/duckdb:parquet	903092235 / 906880815 / -0.4%	990911150 / 1041984463 / -4.9%	0.91 / 0.87 / +4.7%
clickbench_q29/duckdb:parquet	16640434 / 17397132 / -4.3%	31098234 / 31171061 / -0.2%	0.54 / 0.56 / -4.1%
clickbench_q30/duckdb:parquet	91081054 / 92928040 / -2.0%	173586127 / 170552669 / +1.8%	0.52 / 0.54 / -3.7%
clickbench_q31/duckdb:parquet	143826221 / 144105682 / -0.2%	291571999 / 296580921 / -1.7%	0.49 / 0.49 / +1.5%
clickbench_q32/duckdb:parquet	461572338 / 467884582 / -1.3%	491974643 / 493543250 / -0.3%	0.94 / 0.95 / -1.0%
clickbench_q33/duckdb:parquet	452133869 / 447770364 / +1.0%	492188944 / 479315794 / +2.7%	0.92 / 0.93 / -1.7%
clickbench_q34/duckdb:parquet	464312393 / 459334712 / +1.1%	493727089 / 499027570 / -1.1%	0.94 / 0.92 / +2.2%
clickbench_q35/duckdb:parquet	101503754 / 101706674 / -0.2%	129753728 / 124133282 / +4.5%	0.78 / 0.82 / -4.5%
clickbench_q36/duckdb:parquet	31686113 / 31149938 / +1.7%	41683934 / 40117423 / +3.9%	0.76 / 0.78 / -2.1%
clickbench_q37/duckdb:parquet	22697640 / 23468236 / -3.3%	31831024 / 31143789 / +2.2%	0.71 / 0.75 / -5.4%
clickbench_q38/duckdb:parquet	23578982 / 24101662 / -2.2%	33114063 / 35090259 / -5.6%	0.71 / 0.69 / +3.7%
clickbench_q39/duckdb:parquet	56337614 / 56795866 / -0.8%	65827945 / 66351387 / -0.8%	0.86 / 0.86 / -0.0%
clickbench_q40/duckdb:parquet	12325444 / 12439530 / -0.9%	21684961 / 23254594 / -6.7%	0.57 / 0.53 / +6.3%
clickbench_q41/duckdb:parquet	12828852 / 12544000 / +2.3%	21691974 / 22281453 / -2.6%	0.59 / 0.56 / +5.1%
clickbench_q42/duckdb:parquet	14062529 / 14290001 / -1.6%	24004388 / 24609704 / -2.5%	0.59 / 0.58 / +0.9%

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[github-actions]

Benchmarks: TPC-H SF=10 on NVME 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.3%
Engines: DataFusion No clear signal (+0.2%, low confidence) · DuckDB No clear signal (+0.3%, low confidence)
Vortex (geomean): hot 0.999x ➖ · cold 0.961x ➖
Parquet (geomean): hot 0.997x ➖ · cold 0.989x ➖
Shifts: Parquet (control) -0.3% · Median polish -0.3%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	92604350 / 90772560 / +2.0%	168041994 / 159620748 / +5.3%	0.55 / 0.57 / -3.1%
tpch_q02/datafusion:vortex-file-compressed	63587185 / 64144933 / -0.9%	92000722 / 95022486 / -3.2%	0.69 / 0.68 / +2.4%
tpch_q03/datafusion:vortex-file-compressed	65856763 / 65706571 / +0.2%	113495960 / 114405565 / -0.8%	0.58 / 0.57 / +1.0%
tpch_q04/datafusion:vortex-file-compressed	35124853 / 35927676 / -2.2%	74790353 / 75717698 / -1.2%	0.47 / 0.47 / -1.0%
tpch_q05/datafusion:vortex-file-compressed	118956554 / 116154914 / +2.4%	171038103 / 173683596 / -1.5%	0.70 / 0.67 / +4.0%
tpch_q06/datafusion:vortex-file-compressed	14150000 / 15120999 / -6.4%	76452090 / 77412700 / -1.2%	0.19 / 0.20 / -5.2%
tpch_q07/datafusion:vortex-file-compressed	139186836 / 139826512 / -0.5%	184364720 / 193775131 / -4.9%	0.75 / 0.72 / +4.6%
tpch_q08/datafusion:vortex-file-compressed	146362651 / 145209988 / +0.8%	202258387 / 210497413 / -3.9%	0.72 / 0.69 / +4.9%
tpch_q09/datafusion:vortex-file-compressed	184084175 / 196092122 / -6.1%	261334791 / 248864066 / +5.0%	0.70 / 0.79 / -10.6%
tpch_q10/datafusion:vortex-file-compressed	75722302 / 74694616 / +1.4%	139679337 / 135066363 / +3.4%	0.54 / 0.55 / -2.0%
tpch_q11/datafusion:vortex-file-compressed	42708694 / 43171728 / -1.1%	66539121 / 68043468 / -2.2%	0.64 / 0.63 / +1.2%
tpch_q12/datafusion:vortex-file-compressed	47577505 / 46696979 / +1.9%	89724446 / 97585255 / -8.1%	0.53 / 0.48 / +10.8%
tpch_q13/datafusion:vortex-file-compressed	46679173 / 47264502 / -1.2%	77450206 / 81441009 / -4.9%	0.60 / 0.58 / +3.9%
tpch_q14/datafusion:vortex-file-compressed	24669329 / 24366782 / +1.2%	98943492 / 102399179 / -3.4%	0.25 / 0.24 / +4.8%
tpch_q15/datafusion:vortex-file-compressed	37017104 / 36885477 / +0.4%	102077851 / 101573953 / +0.5%	0.36 / 0.36 / -0.1%
tpch_q16/datafusion:vortex-file-compressed	36760315 / 36760233 / +0.0%	69845653 / 68384291 / +2.1%	0.53 / 0.54 / -2.1%
tpch_q17/datafusion:vortex-file-compressed	176803165 / 180006781 / -1.8%	235922508 / 229723103 / +2.7%	0.75 / 0.78 / -4.4%
tpch_q18/datafusion:vortex-file-compressed	199980559 / 201707980 / -0.9%	256339185 / 258543160 / -0.9%	0.78 / 0.78 / -0.0%
tpch_q19/datafusion:vortex-file-compressed	38744929 / 38268643 / +1.2%	98217411 / 96575458 / +1.7%	0.39 / 0.40 / -0.4%
tpch_q20/datafusion:vortex-file-compressed	62770003 / 63085105 / -0.5%	122732307 / 124318653 / -1.3%	0.51 / 0.51 / +0.8%
tpch_q21/datafusion:vortex-file-compressed	179945578 / 181709166 / -1.0%	241103166 / 240326228 / +0.3%	0.75 / 0.76 / -1.3%
tpch_q22/datafusion:vortex-file-compressed	25545049 / 25409884 / +0.5%	56704280 / 57769806 / -1.8%	0.45 / 0.44 / +2.4%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-compact	97703425 / 98568521 / -0.9%	149781312 / 161181931 / -7.1%	0.65 / 0.61 / +6.7%
tpch_q02/datafusion:vortex-compact	65066140 / 64743933 / +0.5%	94731992 / 95304520 / -0.6%	0.69 / 0.68 / +1.1%
tpch_q03/datafusion:vortex-compact	66851626 / 66588615 / +0.4%	110663952 / 109563124 / +1.0%	0.60 / 0.61 / -0.6%
tpch_q04/datafusion:vortex-compact	41753718 / 41591022 / +0.4%	86816270 / 84560356 / +2.7%	0.48 / 0.49 / -2.2%
tpch_q05/datafusion:vortex-compact	119240329 / 118343944 / +0.8%	167987298 / 166544352 / +0.9%	0.71 / 0.71 / -0.1%
tpch_q06/datafusion:vortex-compact	18281561 / 18029919 / +1.4%	61746966 / 65176717 / -5.3%	0.30 / 0.28 / +7.0%
tpch_q07/datafusion:vortex-compact	141995359 / 144100716 / -1.5%	192127607 / 192340659 / -0.1%	0.74 / 0.75 / -1.4%
tpch_q08/datafusion:vortex-compact	147783221 / 145580514 / +1.5%	196379900 / 205676036 / -4.5%	0.75 / 0.71 / +6.3%
tpch_q09/datafusion:vortex-compact	186576012 / 185434616 / +0.6%	249349255 / 252088981 / -1.1%	0.75 / 0.74 / +1.7%
tpch_q10/datafusion:vortex-compact	78582175 / 78966488 / -0.5%	128684804 / 129745634 / -0.8%	0.61 / 0.61 / +0.3%
tpch_q11/datafusion:vortex-compact	43038819 / 43103538 / -0.2%	67885673 / 67895996 / -0.0%	0.63 / 0.63 / -0.1%
tpch_q12/datafusion:vortex-compact	57583818 / 57891625 / -0.5%	97317142 / 100967876 / -3.6%	0.59 / 0.57 / +3.2%
tpch_q13/datafusion:vortex-compact	53657069 / 53976941 / -0.6%	85639331 / 83336942 / +2.8%	0.63 / 0.65 / -3.3%
tpch_q14/datafusion:vortex-compact	27066860 / 27296111 / -0.8%	97116672 / 99630203 / -2.5%	0.28 / 0.27 / +1.7%
tpch_q15/datafusion:vortex-compact	44203492 / 44425881 / -0.5%	103513621 / 101372563 / +2.1%	0.43 / 0.44 / -2.6%
tpch_q16/datafusion:vortex-compact	40373696 / 40245966 / +0.3%	66827939 / 68356957 / -2.2%	0.60 / 0.59 / +2.6%
tpch_q17/datafusion:vortex-compact	176714303 / 172614138 / +2.4%	226006111 / 225258046 / +0.3%	0.78 / 0.77 / +2.0%
tpch_q18/datafusion:vortex-compact	202175219 / 200579576 / +0.8%	251107331 / 251391848 / -0.1%	0.81 / 0.80 / +0.9%
tpch_q19/datafusion:vortex-compact	63326870 / 61679515 / +2.7%	105837363 / 115212866 / -8.1%	0.60 / 0.54 / +11.8%
tpch_q20/datafusion:vortex-compact	65654151 / 65342293 / +0.5%	118908449 / 125839094 / -5.5%	0.55 / 0.52 / +6.3%
tpch_q21/datafusion:vortex-compact	193723581 / 190606724 / +1.6%	241356673 / 240346014 / +0.4%	0.80 / 0.79 / +1.2%
tpch_q22/datafusion:vortex-compact	26438837 / 26665940 / -0.9%	54342105 / 55844592 / -2.7%	0.49 / 0.48 / +1.9%

datafusion / parquet / ns (0.997x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	83302074 / 82811039 / +0.6%	140255315 / 134726055 / +4.1%	0.59 / 0.61 / -3.4%
tpch_q02/datafusion:parquet	134681791 / 135880098 / -0.9%	163343189 / 165997158 / -1.6%	0.82 / 0.82 / +0.7%
tpch_q03/datafusion:parquet	124569922 / 124065832 / +0.4%	196393706 / 193542394 / +1.5%	0.63 / 0.64 / -1.1%
tpch_q04/datafusion:parquet	53246450 / 54147105 / -1.7%	111761042 / 110442278 / +1.2%	0.48 / 0.49 / -2.8%
tpch_q05/datafusion:parquet	162056869 / 164569787 / -1.5%	240782634 / 245340452 / -1.9%	0.67 / 0.67 / +0.3%
tpch_q06/datafusion:parquet	32478793 / 32367859 / +0.3%	85524350 / 88745808 / -3.6%	0.38 / 0.36 / +4.1%
tpch_q07/datafusion:parquet	213453806 / 216042629 / -1.2%	297165435 / 296057084 / +0.4%	0.72 / 0.73 / -1.6%
tpch_q08/datafusion:parquet	209490480 / 210869128 / -0.7%	289215167 / 299415245 / -3.4%	0.72 / 0.70 / +2.8%
tpch_q09/datafusion:parquet	277954977 / 280987408 / -1.1%	364182069 / 373652882 / -2.5%	0.76 / 0.75 / +1.5%
tpch_q10/datafusion:parquet	306597424 / 302599809 / +1.3%	371721514 / 384036193 / -3.2%	0.82 / 0.79 / +4.7%
tpch_q11/datafusion:parquet	96238109 / 95983569 / +0.3%	118506127 / 123809438 / -4.3%	0.81 / 0.78 / +4.8%
tpch_q12/datafusion:parquet	78285363 / 78479524 / -0.2%	133616548 / 137805245 / -3.0%	0.59 / 0.57 / +2.9%
tpch_q13/datafusion:parquet	193951877 / 193772431 / +0.1%	229666999 / 232472062 / -1.2%	0.84 / 0.83 / +1.3%
tpch_q14/datafusion:parquet	74962887 / 75024782 / -0.1%	175087014 / 182777117 / -4.2%	0.43 / 0.41 / +4.3%
tpch_q15/datafusion:parquet	78017231 / 78178062 / -0.2%	141894104 / 145725751 / -2.6%	0.55 / 0.54 / +2.5%
tpch_q16/datafusion:parquet	86895381 / 86375709 / +0.6%	112725055 / 120113727 / -6.2%	0.77 / 0.72 / +7.2%
tpch_q17/datafusion:parquet	203506595 / 203964761 / -0.2%	265958965 / 269294278 / -1.2%	0.77 / 0.76 / +1.0%
tpch_q18/datafusion:parquet	260656993 / 264388211 / -1.4%	315402272 / 316108017 / -0.2%	0.83 / 0.84 / -1.2%
tpch_q19/datafusion:parquet	97349232 / 98508287 / -1.2%	173450644 / 175217166 / -1.0%	0.56 / 0.56 / -0.2%
tpch_q20/datafusion:parquet	151312063 / 152357867 / -0.7%	210639050 / 215645933 / -2.3%	0.72 / 0.71 / +1.7%
tpch_q21/datafusion:parquet	226956311 / 225624896 / +0.6%	304846995 / 308093710 / -1.1%	0.74 / 0.73 / +1.7%
tpch_q22/datafusion:parquet	161166341 / 160368478 / +0.5%	185498578 / 188275590 / -1.5%	0.87 / 0.85 / +2.0%

duckdb / vortex-file-compressed / ns (1.007x ➖, 0↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	54300748 / 54892812 / -1.1%	91398628 / 102863715 / -11.1% 🟢	0.59 / 0.53 / +11.3%
tpch_q02/duckdb:vortex-file-compressed	32939350 / 32312829 / +1.9%	47888312 / 47666120 / +0.5%	0.69 / 0.68 / +1.5%
tpch_q03/duckdb:vortex-file-compressed	59268854 / 60289489 / -1.7%	99640174 / 104809386 / -4.9%	0.59 / 0.58 / +3.4%
tpch_q04/duckdb:vortex-file-compressed	79582535 / 80260682 / -0.8%	111312155 / 116627195 / -4.6%	0.71 / 0.69 / +3.9%
tpch_q05/duckdb:vortex-file-compressed	65188134 / 65804779 / -0.9%	106711240 / 113530099 / -6.0%	0.61 / 0.58 / +5.4%
tpch_q06/duckdb:vortex-file-compressed	23237502 / 20703942 / +12.2% 🔴	58163452 / 67595684 / -14.0% 🟢	0.40 / 0.31 / +30.4%
tpch_q07/duckdb:vortex-file-compressed	62256284 / 62316698 / -0.1%	128196156 / 134422521 / -4.6%	0.49 / 0.46 / +4.8%
tpch_q08/duckdb:vortex-file-compressed	84576024 / 85474403 / -1.1%	138206218 / 144730519 / -4.5%	0.61 / 0.59 / +3.6%
tpch_q09/duckdb:vortex-file-compressed	174568925 / 167027393 / +4.5%	222859411 / 241595874 / -7.8%	0.78 / 0.69 / +13.3%
tpch_q10/duckdb:vortex-file-compressed	115339201 / 116936413 / -1.4%	186702235 / 199253631 / -6.3%	0.62 / 0.59 / +5.3%
tpch_q11/duckdb:vortex-file-compressed	17182478 / 17072564 / +0.6%	34002167 / 32415385 / +4.9%	0.51 / 0.53 / -4.1%
tpch_q12/duckdb:vortex-file-compressed	54272606 / 55116468 / -1.5%	89535941 / 104902939 / -14.6% 🟢	0.61 / 0.53 / +15.4%
tpch_q13/duckdb:vortex-file-compressed	90059173 / 91750940 / -1.8%	128014211 / 136054404 / -5.9%	0.70 / 0.67 / +4.3%
tpch_q14/duckdb:vortex-file-compressed	30049030 / 30073326 / -0.1%	77133242 / 76018644 / +1.5%	0.39 / 0.40 / -1.5%
tpch_q15/duckdb:vortex-file-compressed	37711321 / 37913156 / -0.5%	82654395 / 89671939 / -7.8%	0.46 / 0.42 / +7.9%
tpch_q16/duckdb:vortex-file-compressed	42873621 / 42708754 / +0.4%	53749548 / 55747871 / -3.6%	0.80 / 0.77 / +4.1%
tpch_q17/duckdb:vortex-file-compressed	77445676 / 67314843 / +15.0% 🔴	155306743 / 167152006 / -7.1%	0.50 / 0.40 / +23.8%
tpch_q18/duckdb:vortex-file-compressed	136092764 / 134341774 / +1.3%	150853991 / 159599288 / -5.5%	0.90 / 0.84 / +7.2%
tpch_q19/duckdb:vortex-file-compressed	44268534 / 42489846 / +4.2%	105554661 / 110874093 / -4.8%	0.42 / 0.38 / +9.4%
tpch_q20/duckdb:vortex-file-compressed	58837938 / 60670733 / -3.0%	111236652 / 125622786 / -11.5% 🟢	0.53 / 0.48 / +9.5%
tpch_q21/duckdb:vortex-file-compressed	234840914 / 245906432 / -4.5%	278597400 / 286999147 / -2.9%	0.84 / 0.86 / -1.6%
tpch_q22/duckdb:vortex-file-compressed	40463737 / 41789677 / -3.2%	57193450 / 62579842 / -8.6%	0.71 / 0.67 / +5.9%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-compact	70061095 / 69963819 / +0.1%	104141514 / 106101466 / -1.8%	0.67 / 0.66 / +2.0%
tpch_q02/duckdb:vortex-compact	35399070 / 34551729 / +2.5%	49090675 / 54209617 / -9.4%	0.72 / 0.64 / +13.1%
tpch_q03/duckdb:vortex-compact	62271624 / 62089850 / +0.3%	96097352 / 102468958 / -6.2%	0.65 / 0.61 / +6.9%
tpch_q04/duckdb:vortex-compact	93521975 / 88761146 / +5.4%	118929539 / 114345542 / +4.0%	0.79 / 0.78 / +1.3%
tpch_q05/duckdb:vortex-compact	69282583 / 69986349 / -1.0%	116690710 / 121162629 / -3.7%	0.59 / 0.58 / +2.8%
tpch_q06/duckdb:vortex-compact	25157812 / 25181478 / -0.1%	55881328 / 66454880 / -15.9% 🟢	0.45 / 0.38 / +18.8%
tpch_q07/duckdb:vortex-compact	72376201 / 72553070 / -0.2%	122179670 / 137536608 / -11.2% 🟢	0.59 / 0.53 / +12.3%
tpch_q08/duckdb:vortex-compact	90386765 / 90416578 / -0.0%	139272695 / 153386963 / -9.2%	0.65 / 0.59 / +10.1%
tpch_q09/duckdb:vortex-compact	175632447 / 178444538 / -1.6%	233780196 / 241808533 / -3.3%	0.75 / 0.74 / +1.8%
tpch_q10/duckdb:vortex-compact	121424039 / 123886936 / -2.0%	177924153 / 187113094 / -4.9%	0.68 / 0.66 / +3.1%
tpch_q11/duckdb:vortex-compact	18949606 / 19108660 / -0.8%	34480690 / 36289320 / -5.0%	0.55 / 0.53 / +4.4%
tpch_q12/duckdb:vortex-compact	71202298 / 70560940 / +0.9%	96143116 / 108672530 / -11.5% 🟢	0.74 / 0.65 / +14.1%
tpch_q13/duckdb:vortex-compact	95345549 / 97103204 / -1.8%	129198453 / 142387133 / -9.3%	0.74 / 0.68 / +8.2%
tpch_q14/duckdb:vortex-compact	34197377 / 34789671 / -1.7%	69663845 / 78848692 / -11.6% 🟢	0.49 / 0.44 / +11.3%
tpch_q15/duckdb:vortex-compact	42863799 / 46430000 / -7.7%	82396088 / 98383566 / -16.3% 🟢	0.52 / 0.47 / +10.2%
tpch_q16/duckdb:vortex-compact	44076484 / 44149201 / -0.2%	60382902 / 58250067 / +3.7%	0.73 / 0.76 / -3.7%
tpch_q17/duckdb:vortex-compact	60335895 / 61523599 / -1.9%	111665732 / 119858393 / -6.8%	0.54 / 0.51 / +5.3%
tpch_q18/duckdb:vortex-compact	140091237 / 148864641 / -5.9%	152665653 / 165372450 / -7.7%	0.92 / 0.90 / +1.9%
tpch_q19/duckdb:vortex-compact	44496711 / 46106865 / -3.5%	91228633 / 98669527 / -7.5%	0.49 / 0.47 / +4.4%
tpch_q20/duckdb:vortex-compact	68604485 / 68897650 / -0.4%	122385096 / 134864210 / -9.3%	0.56 / 0.51 / +9.7%
tpch_q21/duckdb:vortex-compact	264289251 / 259629548 / +1.8%	291779081 / 301492274 / -3.2%	0.91 / 0.86 / +5.2%
tpch_q22/duckdb:vortex-compact	41014723 / 41710609 / -1.7%	58220126 / 59946592 / -2.9%	0.70 / 0.70 / +1.2%

duckdb / parquet / ns (0.996x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	70413515 / 70444315 / -0.0%	87759287 / 91470119 / -4.1%	0.80 / 0.77 / +4.2%
tpch_q02/duckdb:parquet	70752794 / 70847510 / -0.1%	81845273 / 84330140 / -2.9%	0.86 / 0.84 / +2.9%
tpch_q03/duckdb:parquet	116104992 / 118969754 / -2.4%	148868180 / 150256693 / -0.9%	0.78 / 0.79 / -1.5%
tpch_q04/duckdb:parquet	74359206 / 74687855 / -0.4%	101975294 / 97478803 / +4.6%	0.73 / 0.77 / -4.8%
tpch_q05/duckdb:parquet	124552533 / 124525387 / +0.0%	163996673 / 173617862 / -5.5%	0.76 / 0.72 / +5.9%
tpch_q06/duckdb:parquet	34537742 / 34921047 / -1.1%	49461375 / 48533481 / +1.9%	0.70 / 0.72 / -3.0%
tpch_q07/duckdb:parquet	89169277 / 88888060 / +0.3%	128261280 / 134058981 / -4.3%	0.70 / 0.66 / +4.9%
tpch_q08/duckdb:parquet	142589863 / 142784310 / -0.1%	204100676 / 186811143 / +9.3%	0.70 / 0.76 / -8.6%
tpch_q09/duckdb:parquet	222453577 / 223986827 / -0.7%	262569466 / 266872717 / -1.6%	0.85 / 0.84 / +0.9%
tpch_q10/duckdb:parquet	470149721 / 471776264 / -0.3%	509692198 / 525911368 / -3.1%	0.92 / 0.90 / +2.8%
tpch_q11/duckdb:parquet	30632409 / 30700190 / -0.2%	37662340 / 38178000 / -1.4%	0.81 / 0.80 / +1.1%
tpch_q12/duckdb:parquet	75565396 / 74563722 / +1.3%	94170984 / 94240119 / -0.1%	0.80 / 0.79 / +1.4%
tpch_q13/duckdb:parquet	316592122 / 315005956 / +0.5%	328487224 / 331319657 / -0.9%	0.96 / 0.95 / +1.4%
tpch_q14/duckdb:parquet	102598629 / 103876239 / -1.2%	133983587 / 132464438 / +1.1%	0.77 / 0.78 / -2.3%
tpch_q15/duckdb:parquet	44784274 / 43718415 / +2.4%	79761473 / 67892607 / +17.5% 🔴	0.56 / 0.64 / -12.8%
tpch_q16/duckdb:parquet	113465186 / 114262732 / -0.7%	124553693 / 125588937 / -0.8%	0.91 / 0.91 / +0.1%
tpch_q17/duckdb:parquet	74586955 / 73365784 / +1.7%	101028695 / 114451058 / -11.7% 🟢	0.74 / 0.64 / +15.2%
tpch_q18/duckdb:parquet	186821169 / 199583460 / -6.4%	170072107 / 185584937 / -8.4%	1.10 / 1.08 / +2.1%
tpch_q19/duckdb:parquet	162741874 / 162027687 / +0.4%	194734307 / 204204714 / -4.6%	0.84 / 0.79 / +5.3%
tpch_q20/duckdb:parquet	127944484 / 127949756 / -0.0%	175998220 / 165198781 / +6.5%	0.73 / 0.77 / -6.1%
tpch_q21/duckdb:parquet	273709962 / 274315958 / -0.2%	294132001 / 280453418 / +4.9%	0.93 / 0.98 / -4.9%
tpch_q22/duckdb:parquet	260698461 / 262917505 / -0.8%	270837427 / 274612509 / -1.4%	0.96 / 0.96 / +0.5%

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[github-actions]

Benchmarks: TPC-H SF=1 on S3 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +3.1%
Engines: DataFusion No clear signal (-2.2%, environment too noisy confidence) · DuckDB No clear signal (+8.7%, environment too noisy confidence)
Vortex (geomean): hot 1.051x ➖ · cold 1.033x ➖
Parquet (geomean): hot 1.020x ➖ · cold 1.038x ➖
Shifts: Parquet (control) +2.0% · Median polish +4.2%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

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datafusion / vortex-file-compressed / ns (1.037x ➖, 1↑ 4↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	207867255 / 209836058 / -0.9%	646629514 / 706852324 / -8.5%	0.32 / 0.30 / +8.3%
tpch_q02/datafusion:vortex-file-compressed	376660777 / 437647234 / -13.9%	715518618 / 717429053 / -0.3%	0.53 / 0.61 / -13.7%
tpch_q03/datafusion:vortex-file-compressed	426604312 / 353868274 / +20.6%	1065948207 / 998103708 / +6.8%	0.40 / 0.35 / +12.9%
tpch_q04/datafusion:vortex-file-compressed	156010775 / 153658633 / +1.5%	462363575 / 371827415 / +24.3%	0.34 / 0.41 / -18.4%
tpch_q05/datafusion:vortex-file-compressed	456372867 / 323548049 / +41.1% 🔴	604823608 / 522611053 / +15.7%	0.75 / 0.62 / +21.9%
tpch_q06/datafusion:vortex-file-compressed	278995512 / 261527130 / +6.7%	369881754 / 518975782 / -28.7%	0.75 / 0.50 / +49.7%
tpch_q07/datafusion:vortex-file-compressed	438048916 / 453643681 / -3.4%	775802141 / 644919479 / +20.3%	0.56 / 0.70 / -19.7%
tpch_q08/datafusion:vortex-file-compressed	454506074 / 486171674 / -6.5%	670089596 / 652416760 / +2.7%	0.68 / 0.75 / -9.0%
tpch_q09/datafusion:vortex-file-compressed	499291790 / 799392173 / -37.5% 🟢	588294503 / 749521842 / -21.5%	0.85 / 1.07 / -20.4%
tpch_q10/datafusion:vortex-file-compressed	384867930 / 398869286 / -3.5%	741461183 / 621886906 / +19.2%	0.52 / 0.64 / -19.1%
tpch_q11/datafusion:vortex-file-compressed	286686254 / 336497985 / -14.8%	495918063 / 470086253 / +5.5%	0.58 / 0.72 / -19.2%
tpch_q12/datafusion:vortex-file-compressed	349196775 / 360455447 / -3.1%	637102171 / 630839724 / +1.0%	0.55 / 0.57 / -4.1%
tpch_q13/datafusion:vortex-file-compressed	149942760 / 114661513 / +30.8% 🔴	475346679 / 463210862 / +2.6%	0.32 / 0.25 / +27.4%
tpch_q14/datafusion:vortex-file-compressed	206285513 / 204063224 / +1.1%	366126040 / 320380600 / +14.3%	0.56 / 0.64 / -11.5%
tpch_q15/datafusion:vortex-file-compressed	284000839 / 332197942 / -14.5%	457684126 / 603928456 / -24.2%	0.62 / 0.55 / +12.8%
tpch_q16/datafusion:vortex-file-compressed	181880771 / 192383224 / -5.5%	290702669 / 309964931 / -6.2%	0.63 / 0.62 / +0.8%
tpch_q17/datafusion:vortex-file-compressed	410919423 / 300891303 / +36.6% 🔴	539607704 / 505791396 / +6.7%	0.76 / 0.59 / +28.0%
tpch_q18/datafusion:vortex-file-compressed	724744053 / 262821374 / +175.8% 🔴	969793922 / 629220627 / +54.1% 🔴	0.75 / 0.42 / +78.9%
tpch_q19/datafusion:vortex-file-compressed	373848606 / 408309451 / -8.4%	561942685 / 542540909 / +3.6%	0.67 / 0.75 / -11.6%
tpch_q20/datafusion:vortex-file-compressed	294319747 / 292545398 / +0.6%	450412236 / 442333601 / +1.8%	0.65 / 0.66 / -1.2%
tpch_q21/datafusion:vortex-file-compressed	478066302 / 461177049 / +3.7%	706312325 / 605288152 / +16.7%	0.68 / 0.76 / -11.2%
tpch_q22/datafusion:vortex-file-compressed	169992880 / 205288661 / -17.2%	370214471 / 346328557 / +6.9%	0.46 / 0.59 / -22.5%

datafusion / vortex-compact / ns (1.026x ➖, 1↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-compact	223450840 / 217734880 / +2.6%	645111192 / 622049278 / +3.7%	0.35 / 0.35 / -1.0%
tpch_q02/datafusion:vortex-compact	370723879 / 297714810 / +24.5%	901880007 / 669290112 / +34.8% 🔴	0.41 / 0.44 / -7.6%
tpch_q03/datafusion:vortex-compact	330706823 / 310574502 / +6.5%	977954244 / 670119678 / +45.9% 🔴	0.34 / 0.46 / -27.0%
tpch_q04/datafusion:vortex-compact	196953488 / 163164243 / +20.7%	342627688 / 353698305 / -3.1%	0.57 / 0.46 / +24.6%
tpch_q05/datafusion:vortex-compact	304827597 / 346751400 / -12.1%	540153797 / 634157032 / -14.8%	0.56 / 0.55 / +3.2%
tpch_q06/datafusion:vortex-compact	254073744 / 249905292 / +1.7%	405534591 / 408873928 / -0.8%	0.63 / 0.61 / +2.5%
tpch_q07/datafusion:vortex-compact	375762666 / 349448781 / +7.5%	606266556 / 469100993 / +29.2%	0.62 / 0.74 / -16.8%
tpch_q08/datafusion:vortex-compact	499569547 / 464900150 / +7.5%	793791323 / 580392754 / +36.8% 🔴	0.63 / 0.80 / -21.4%
tpch_q09/datafusion:vortex-compact	451812104 / 312027215 / +44.8% 🔴	674887650 / 506899271 / +33.1% 🔴	0.67 / 0.62 / +8.8%
tpch_q10/datafusion:vortex-compact	315942582 / 345158896 / -8.5%	439373285 / 516243426 / -14.9%	0.72 / 0.67 / +7.5%
tpch_q11/datafusion:vortex-compact	266709133 / 312912279 / -14.8%	472411640 / 601938678 / -21.5%	0.56 / 0.52 / +8.6%
tpch_q12/datafusion:vortex-compact	313647646 / 323171525 / -2.9%	498486185 / 443282744 / +12.5%	0.63 / 0.73 / -13.7%
tpch_q13/datafusion:vortex-compact	157295075 / 140220654 / +12.2%	501638559 / 320172255 / +56.7% 🔴	0.31 / 0.44 / -28.4%
tpch_q14/datafusion:vortex-compact	187253954 / 186456022 / +0.4%	292051471 / 331577859 / -11.9%	0.64 / 0.56 / +14.0%
tpch_q15/datafusion:vortex-compact	302401722 / 291443050 / +3.8%	512746009 / 505664015 / +1.4%	0.59 / 0.58 / +2.3%
tpch_q16/datafusion:vortex-compact	174416891 / 156896825 / +11.2%	352681968 / 274671957 / +28.4%	0.49 / 0.57 / -13.4%
tpch_q17/datafusion:vortex-compact	321636007 / 291799717 / +10.2%	426402363 / 682333678 / -37.5% 🟢	0.75 / 0.43 / +76.4%
tpch_q18/datafusion:vortex-compact	255232930 / 249265679 / +2.4%	329833317 / 428737901 / -23.1%	0.77 / 0.58 / +33.1%
tpch_q19/datafusion:vortex-compact	465543793 / 376529052 / +23.6%	479639518 / 468702927 / +2.3%	0.97 / 0.80 / +20.8%
tpch_q20/datafusion:vortex-compact	256160449 / 405185247 / -36.8% 🟢	408972357 / 400173364 / +2.2%	0.63 / 1.01 / -38.1%
tpch_q21/datafusion:vortex-compact	395600135 / 374269060 / +5.7%	595236764 / 526022317 / +13.2%	0.66 / 0.71 / -6.6%
tpch_q22/datafusion:vortex-compact	152308056 / 194158070 / -21.6%	326597063 / 641731025 / -49.1% 🟢	0.47 / 0.30 / +54.1%

datafusion / parquet / ns (1.055x ➖, 1↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	166418798 / 189041752 / -12.0%	437247376 / 691331013 / -36.8% 🟢	0.38 / 0.27 / +39.2%
tpch_q02/datafusion:parquet	277313115 / 324713770 / -14.6%	513882729 / 567785178 / -9.5%	0.54 / 0.57 / -5.6%
tpch_q03/datafusion:parquet	431523363 / 276409715 / +56.1% 🔴	688671001 / 634641336 / +8.5%	0.63 / 0.44 / +43.9%
tpch_q04/datafusion:parquet	169829083 / 138804998 / +22.4%	405756487 / 330698762 / +22.7%	0.42 / 0.42 / -0.3%
tpch_q05/datafusion:parquet	350356123 / 367565584 / -4.7%	460676651 / 506077886 / -9.0%	0.76 / 0.73 / +4.7%
tpch_q06/datafusion:parquet	137749697 / 144771739 / -4.9%	308586375 / 308313167 / +0.1%	0.45 / 0.47 / -4.9%
tpch_q07/datafusion:parquet	344188026 / 339771092 / +1.3%	540743760 / 447988256 / +20.7%	0.64 / 0.76 / -16.1%
tpch_q08/datafusion:parquet	410288160 / 407759119 / +0.6%	556556131 / 530382506 / +4.9%	0.74 / 0.77 / -4.1%
tpch_q09/datafusion:parquet	462079410 / 415045844 / +11.3%	686932954 / 551124343 / +24.6%	0.67 / 0.75 / -10.7%
tpch_q10/datafusion:parquet	403601800 / 386187262 / +4.5%	514775096 / 533665878 / -3.5%	0.78 / 0.72 / +8.3%
tpch_q11/datafusion:parquet	256713820 / 263158634 / -2.4%	404379582 / 382193193 / +5.8%	0.63 / 0.69 / -7.8%
tpch_q12/datafusion:parquet	173798787 / 174066842 / -0.2%	617478033 / 423749000 / +45.7% 🔴	0.28 / 0.41 / -31.5%
tpch_q13/datafusion:parquet	396634835 / 394859823 / +0.4%	587282135 / 731532240 / -19.7%	0.68 / 0.54 / +25.1%
tpch_q14/datafusion:parquet	189413737 / 159837912 / +18.5%	415123659 / 408785073 / +1.6%	0.46 / 0.39 / +16.7%
tpch_q15/datafusion:parquet	318532972 / 258059322 / +23.4%	477177357 / 432388109 / +10.4%	0.67 / 0.60 / +11.8%
tpch_q16/datafusion:parquet	107113623 / 104819519 / +2.2%	258378601 / 285999482 / -9.7%	0.41 / 0.37 / +13.1%
tpch_q17/datafusion:parquet	293643398 / 463354678 / -36.6% 🟢	400762341 / 653783262 / -38.7% 🟢	0.73 / 0.71 / +3.4%
tpch_q18/datafusion:parquet	405996650 / 386970354 / +4.9%	527541342 / 561754107 / -6.1%	0.77 / 0.69 / +11.7%
tpch_q19/datafusion:parquet	177802166 / 156309648 / +13.7%	344960551 / 289417466 / +19.2%	0.52 / 0.54 / -4.6%
tpch_q20/datafusion:parquet	305875601 / 244356082 / +25.2%	558450702 / 373649626 / +49.5% 🔴	0.55 / 0.65 / -16.2%
tpch_q21/datafusion:parquet	405858203 / 315003513 / +28.8%	572501358 / 401726334 / +42.5% 🔴	0.71 / 0.78 / -9.6%
tpch_q22/datafusion:parquet	200785893 / 169502812 / +18.5%	340506553 / 315798623 / +7.8%	0.59 / 0.54 / +9.9%

duckdb / vortex-file-compressed / ns (1.060x ➖, 1↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	198211542 / 195907120 / +1.2%	347746430 / 304179758 / +14.3%	0.57 / 0.64 / -11.5%
tpch_q02/duckdb:vortex-file-compressed	406721056 / 406494317 / +0.1%	400181445 / 413143418 / -3.1%	1.02 / 0.98 / +3.3%
tpch_q03/duckdb:vortex-file-compressed	453941776 / 410209956 / +10.7%	394386863 / 454392084 / -13.2%	1.15 / 0.90 / +27.5%
tpch_q04/duckdb:vortex-file-compressed	244441292 / 253683636 / -3.6%	324446560 / 277754572 / +16.8%	0.75 / 0.91 / -17.5%
tpch_q05/duckdb:vortex-file-compressed	394853680 / 567149367 / -30.4% 🟢	412398739 / 516215618 / -20.1%	0.96 / 1.10 / -12.9%
tpch_q06/duckdb:vortex-file-compressed	274150800 / 264457642 / +3.7%	299860084 / 271293406 / +10.5%	0.91 / 0.97 / -6.2%
tpch_q07/duckdb:vortex-file-compressed	477822006 / 469120464 / +1.9%	530274783 / 675778963 / -21.5%	0.90 / 0.69 / +29.8%
tpch_q08/duckdb:vortex-file-compressed	559153742 / 556496097 / +0.5%	598182304 / 572529428 / +4.5%	0.93 / 0.97 / -3.8%
tpch_q09/duckdb:vortex-file-compressed	561652599 / 429514245 / +30.8% 🔴	722702564 / 509532764 / +41.8% 🔴	0.78 / 0.84 / -7.8%
tpch_q10/duckdb:vortex-file-compressed	457854530 / 416255597 / +10.0%	503674457 / 473711342 / +6.3%	0.91 / 0.88 / +3.5%
tpch_q11/duckdb:vortex-file-compressed	135648573 / 137527198 / -1.4%	162068122 / 184297117 / -12.1%	0.84 / 0.75 / +12.2%
tpch_q12/duckdb:vortex-file-compressed	453767576 / 625403766 / -27.4%	496339228 / 661446423 / -25.0%	0.91 / 0.95 / -3.3%
tpch_q13/duckdb:vortex-file-compressed	318227901 / 266584037 / +19.4%	346111852 / 317164253 / +9.1%	0.92 / 0.84 / +9.4%
tpch_q14/duckdb:vortex-file-compressed	248639566 / 236283882 / +5.2%	291355936 / 355366556 / -18.0%	0.85 / 0.66 / +28.3%
tpch_q15/duckdb:vortex-file-compressed	172265784 / 140662446 / +22.5%	289750254 / 214907052 / +34.8% 🔴	0.59 / 0.65 / -9.2%
tpch_q16/duckdb:vortex-file-compressed	186983099 / 177974640 / +5.1%	208885377 / 211226495 / -1.1%	0.90 / 0.84 / +6.2%
tpch_q17/duckdb:vortex-file-compressed	389813371 / 378032871 / +3.1%	507513205 / 415042899 / +22.3%	0.77 / 0.91 / -15.7%
tpch_q18/duckdb:vortex-file-compressed	287790532 / 269437740 / +6.8%	336287036 / 312948096 / +7.5%	0.86 / 0.86 / -0.6%
tpch_q19/duckdb:vortex-file-compressed	353358354 / 318617696 / +10.9%	370075707 / 346415941 / +6.8%	0.95 / 0.92 / +3.8%
tpch_q20/duckdb:vortex-file-compressed	410794329 / 356790419 / +15.1%	487113300 / 447184945 / +8.9%	0.84 / 0.80 / +5.7%
tpch_q21/duckdb:vortex-file-compressed	680630827 / 623618091 / +9.1%	671617090 / 621791830 / +8.0%	1.01 / 1.00 / +1.0%
tpch_q22/duckdb:vortex-file-compressed	192860453 / 109813593 / +75.6% 🔴	202074246 / 131999441 / +53.1% 🔴	0.95 / 0.83 / +14.7%

duckdb / vortex-compact / ns (1.083x ➖, 0↑ 3↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-compact	212944696 / 204984400 / +3.9%	217645455 / 282893512 / -23.1%	0.98 / 0.72 / +35.0%
tpch_q02/duckdb:vortex-compact	370394124 / 361188242 / +2.5%	399892551 / 338442700 / +18.2%	0.93 / 1.07 / -13.2%
tpch_q03/duckdb:vortex-compact	414227520 / 430812181 / -3.8%	475264774 / 586736484 / -19.0%	0.87 / 0.73 / +18.7%
tpch_q04/duckdb:vortex-compact	238756325 / 270629650 / -11.8%	321613603 / 499740726 / -35.6% 🟢	0.74 / 0.54 / +37.1%
tpch_q05/duckdb:vortex-compact	346661520 / 340520791 / +1.8%	427119192 / 406469686 / +5.1%	0.81 / 0.84 / -3.1%
tpch_q06/duckdb:vortex-compact	261623583 / 311482433 / -16.0%	273527942 / 273150195 / +0.1%	0.96 / 1.14 / -16.1%
tpch_q07/duckdb:vortex-compact	438830205 / 451096510 / -2.7%	458657866 / 471971342 / -2.8%	0.96 / 0.96 / +0.1%
tpch_q08/duckdb:vortex-compact	510240273 / 499589487 / +2.1%	543122309 / 574379663 / -5.4%	0.94 / 0.87 / +8.0%
tpch_q09/duckdb:vortex-compact	452480639 / 496417617 / -8.9%	484200607 / 495290558 / -2.2%	0.93 / 1.00 / -6.8%
tpch_q10/duckdb:vortex-compact	561940081 / 386647062 / +45.3% 🔴	834020215 / 426816034 / +95.4% 🔴	0.67 / 0.91 / -25.6%
tpch_q11/duckdb:vortex-compact	127414120 / 140542454 / -9.3%	134829074 / 178442989 / -24.4%	0.95 / 0.79 / +20.0%
tpch_q12/duckdb:vortex-compact	530184638 / 437868859 / +21.1%	461113289 / 466797261 / -1.2%	1.15 / 0.94 / +22.6%
tpch_q13/duckdb:vortex-compact	409204973 / 240469565 / +70.2% 🔴	368863473 / 258040571 / +42.9% 🔴	1.11 / 0.93 / +19.0%
tpch_q14/duckdb:vortex-compact	354953509 / 227576990 / +56.0% 🔴	393339870 / 271516254 / +44.9% 🔴	0.90 / 0.84 / +7.7%
tpch_q15/duckdb:vortex-compact	174013518 / 142045204 / +22.5%	211222373 / 260959723 / -19.1%	0.82 / 0.54 / +51.4%
tpch_q16/duckdb:vortex-compact	171599702 / 166195082 / +3.3%	190658110 / 202223169 / -5.7%	0.90 / 0.82 / +9.5%
tpch_q17/duckdb:vortex-compact	379678985 / 360091929 / +5.4%	386876810 / 359955496 / +7.5%	0.98 / 1.00 / -1.9%
tpch_q18/duckdb:vortex-compact	300840349 / 272960629 / +10.2%	312667806 / 309747157 / +0.9%	0.96 / 0.88 / +9.2%
tpch_q19/duckdb:vortex-compact	352664453 / 334712159 / +5.4%	385181627 / 365289777 / +5.4%	0.92 / 0.92 / -0.1%
tpch_q20/duckdb:vortex-compact	358262289 / 360578131 / -0.6%	393396112 / 371756122 / +5.8%	0.91 / 0.97 / -6.1%
tpch_q21/duckdb:vortex-compact	610449953 / 515657012 / +18.4%	648668509 / 583315670 / +11.2%	0.94 / 0.88 / +6.5%
tpch_q22/duckdb:vortex-compact	114134173 / 106048860 / +7.6%	193400063 / 131353973 / +47.2% 🔴	0.59 / 0.81 / -26.9%

duckdb / parquet / ns (0.985x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	315927491 / 295978623 / +6.7%	414024438 / 319195567 / +29.7%	0.76 / 0.93 / -17.7%
tpch_q02/duckdb:parquet	615905236 / 640910136 / -3.9%	691309235 / 618830356 / +11.7%	0.89 / 1.04 / -14.0%
tpch_q03/duckdb:parquet	730867381 / 738969971 / -1.1%	974342798 / 880749977 / +10.6%	0.75 / 0.84 / -10.6%
tpch_q04/duckdb:parquet	483634659 / 476963319 / +1.4%	512503990 / 787425100 / -34.9% 🟢	0.94 / 0.61 / +55.8%
tpch_q05/duckdb:parquet	935729872 / 837726511 / +11.7%	1005455740 / 926472762 / +8.5%	0.93 / 0.90 / +2.9%
tpch_q06/duckdb:parquet	326540688 / 353796586 / -7.7%	324735958 / 341862295 / -5.0%	1.01 / 1.03 / -2.8%
tpch_q07/duckdb:parquet	874819083 / 808970224 / +8.1%	888783791 / 827399327 / +7.4%	0.98 / 0.98 / +0.7%
tpch_q08/duckdb:parquet	1066429980 / 1101237062 / -3.2%	1176555646 / 927784769 / +26.8%	0.91 / 1.19 / -23.6%
tpch_q09/duckdb:parquet	1067436154 / 1011282961 / +5.6%	997679320 / 982283253 / +1.6%	1.07 / 1.03 / +3.9%
tpch_q10/duckdb:parquet	1023587317 / 973836570 / +5.1%	1102387989 / 981778011 / +12.3%	0.93 / 0.99 / -6.4%
tpch_q11/duckdb:parquet	462899478 / 467351409 / -1.0%	423668187 / 418439292 / +1.2%	1.09 / 1.12 / -2.2%
tpch_q12/duckdb:parquet	540749247 / 595891178 / -9.3%	607331724 / 578308480 / +5.0%	0.89 / 1.03 / -13.6%
tpch_q13/duckdb:parquet	778327613 / 789403059 / -1.4%	880792524 / 959680341 / -8.2%	0.88 / 0.82 / +7.4%
tpch_q14/duckdb:parquet	539362106 / 527879116 / +2.2%	462870481 / 674053225 / -31.3% 🟢	1.17 / 0.78 / +48.8%
tpch_q15/duckdb:parquet	383808240 / 525750301 / -27.0%	355379826 / 379366303 / -6.3%	1.08 / 1.39 / -22.1%
tpch_q16/duckdb:parquet	487779286 / 467620818 / +4.3%	497126617 / 439497366 / +13.1%	0.98 / 1.06 / -7.8%
tpch_q17/duckdb:parquet	485250620 / 471748061 / +2.9%	491676139 / 483056811 / +1.8%	0.99 / 0.98 / +1.1%
tpch_q18/duckdb:parquet	598211471 / 627660017 / -4.7%	1637928652 / 599092596 / +173.4% 🔴	0.37 / 1.05 / -65.1%
tpch_q19/duckdb:parquet	565262498 / 595531813 / -5.1%	596797988 / 772306675 / -22.7%	0.95 / 0.77 / +22.8%
tpch_q20/duckdb:parquet	854941162 / 846066673 / +1.0%	790070365 / 778255254 / +1.5%	1.08 / 1.09 / -0.5%
tpch_q21/duckdb:parquet	725611520 / 750336194 / -3.3%	712901557 / 703280708 / +1.4%	1.02 / 1.07 / -4.6%
tpch_q22/duckdb:parquet	381164276 / 408887900 / -6.8%	413841389 / 448718228 / -7.8%	0.92 / 0.91 / +1.1%

[github-actions]

Benchmarks: TPC-H SF=10 on S3 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +8.8%
Engines: DataFusion No clear signal (+9.4%, environment too noisy confidence) · DuckDB No clear signal (+8.3%, environment too noisy confidence)
Vortex (geomean): hot 1.038x ➖ · cold 0.991x ➖
Parquet (geomean): hot 0.954x ➖ · cold 0.905x ➖
Shifts: Parquet (control) -4.6% · Median polish +0.5%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

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datafusion / vortex-compact / ns (1.056x ➖, 2↑ 3↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-compact	357325336 / 311060875 / +14.9%	797664438 / 944482630 / -15.5%	0.45 / 0.33 / +36.0%
tpch_q02/datafusion:vortex-compact	571320685 / 488641446 / +16.9%	1099154505 / 1023726226 / +7.4%	0.52 / 0.48 / +8.9%
tpch_q03/datafusion:vortex-compact	500991766 / 584156741 / -14.2%	1380171452 / 1323069449 / +4.3%	0.36 / 0.44 / -17.8%
tpch_q04/datafusion:vortex-compact	363186144 / 620340932 / -41.5% 🟢	876796632 / 804070657 / +9.0%	0.41 / 0.77 / -46.3%
tpch_q05/datafusion:vortex-compact	604009274 / 621107099 / -2.8%	884368189 / 765974792 / +15.5%	0.68 / 0.81 / -15.8%
tpch_q06/datafusion:vortex-compact	444389544 / 405283754 / +9.6%	460348861 / 625742911 / -26.4%	0.97 / 0.65 / +49.0%
tpch_q07/datafusion:vortex-compact	808356570 / 556418816 / +45.3% 🔴	990866419 / 712171659 / +39.1% 🔴	0.82 / 0.78 / +4.4%
tpch_q08/datafusion:vortex-compact	1021151102 / 822832330 / +24.1%	1329553460 / 1108351047 / +20.0%	0.77 / 0.74 / +3.5%
tpch_q09/datafusion:vortex-compact	713651548 / 666713146 / +7.0%	1218204783 / 1253992748 / -2.9%	0.59 / 0.53 / +10.2%
tpch_q10/datafusion:vortex-compact	579912979 / 523735940 / +10.7%	843379012 / 947246526 / -11.0%	0.69 / 0.55 / +24.4%
tpch_q11/datafusion:vortex-compact	367395705 / 350184749 / +4.9%	652188055 / 669876248 / -2.6%	0.56 / 0.52 / +7.8%
tpch_q12/datafusion:vortex-compact	404736806 / 654732941 / -38.2% 🟢	758024043 / 970758592 / -21.9%	0.53 / 0.67 / -20.8%
tpch_q13/datafusion:vortex-compact	315209999 / 204465350 / +54.2% 🔴	1101052168 / 1016944673 / +8.3%	0.29 / 0.20 / +42.4%
tpch_q14/datafusion:vortex-compact	359705297 / 412961112 / -12.9%	576914942 / 425310828 / +35.6% 🔴	0.62 / 0.97 / -35.8%
tpch_q15/datafusion:vortex-compact	740920644 / 570501710 / +29.9%	1007835680 / 872905368 / +15.5%	0.74 / 0.65 / +12.5%
tpch_q16/datafusion:vortex-compact	298321497 / 242107257 / +23.2%	505197730 / 463182416 / +9.1%	0.59 / 0.52 / +13.0%
tpch_q17/datafusion:vortex-compact	748148679 / 773691882 / -3.3%	858173575 / 958131187 / -10.4%	0.87 / 0.81 / +8.0%
tpch_q18/datafusion:vortex-compact	670957841 / 550234511 / +21.9%	723002528 / 545558468 / +32.5% 🔴	0.93 / 1.01 / -8.0%
tpch_q19/datafusion:vortex-compact	687658182 / 608719697 / +13.0%	993047254 / 781377731 / +27.1%	0.69 / 0.78 / -11.1%
tpch_q20/datafusion:vortex-compact	638380990 / 872043101 / -26.8%	661733459 / 1444710895 / -54.2% 🟢	0.96 / 0.60 / +59.8%
tpch_q21/datafusion:vortex-compact	851049729 / 697680231 / +22.0%	1114874622 / 1105342392 / +0.9%	0.76 / 0.63 / +20.9%
tpch_q22/datafusion:vortex-compact	413396342 / 316218179 / +30.7% 🔴	599488638 / 564160557 / +6.3%	0.69 / 0.56 / +23.0%

datafusion / parquet / ns (0.966x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	285532965 / 257318608 / +11.0%	651062281 / 741731285 / -12.2%	0.44 / 0.35 / +26.4%
tpch_q02/datafusion:parquet	508137007 / 526671989 / -3.5%	1037084369 / 1149807638 / -9.8%	0.49 / 0.46 / +7.0%
tpch_q03/datafusion:parquet	715972639 / 609568252 / +17.5%	1332505476 / 2014047972 / -33.8% 🟢	0.54 / 0.30 / +77.5%
tpch_q04/datafusion:parquet	376999941 / 424881650 / -11.3%	469708474 / 695718276 / -32.5% 🟢	0.80 / 0.61 / +31.4%
tpch_q05/datafusion:parquet	721950824 / 860464278 / -16.1%	928506155 / 1025609672 / -9.5%	0.78 / 0.84 / -7.3%
tpch_q06/datafusion:parquet	227022137 / 196310477 / +15.6%	377352303 / 368510173 / +2.4%	0.60 / 0.53 / +12.9%
tpch_q07/datafusion:parquet	681414384 / 740486056 / -8.0%	971168654 / 910027981 / +6.7%	0.70 / 0.81 / -13.8%
tpch_q08/datafusion:parquet	857025022 / 961966330 / -10.9%	1185088673 / 1298012194 / -8.7%	0.72 / 0.74 / -2.4%
tpch_q09/datafusion:parquet	1500093040 / 1312183231 / +14.3%	1533250697 / 2114736994 / -27.5%	0.98 / 0.62 / +57.7%
tpch_q10/datafusion:parquet	1616726870 / 2357843546 / -31.4% 🟢	2296480891 / 3133141798 / -26.7%	0.70 / 0.75 / -6.5%
tpch_q11/datafusion:parquet	394295760 / 375271903 / +5.1%	557357383 / 653788286 / -14.7%	0.71 / 0.57 / +23.2%
tpch_q12/datafusion:parquet	426520279 / 450457024 / -5.3%	687981251 / 576491789 / +19.3%	0.62 / 0.78 / -20.7%
tpch_q13/datafusion:parquet	485572736 / 483726438 / +0.4%	1086264831 / 965550766 / +12.5%	0.45 / 0.50 / -10.8%
tpch_q14/datafusion:parquet	443696387 / 416922707 / +6.4%	603752146 / 692409073 / -12.8%	0.73 / 0.60 / +22.0%
tpch_q15/datafusion:parquet	736552661 / 660768118 / +11.5%	1135705605 / 890239168 / +27.6%	0.65 / 0.74 / -12.6%
tpch_q16/datafusion:parquet	269102688 / 260173410 / +3.4%	470864718 / 506273708 / -7.0%	0.57 / 0.51 / +11.2%
tpch_q17/datafusion:parquet	729013506 / 676980806 / +7.7%	855013795 / 840016593 / +1.8%	0.85 / 0.81 / +5.8%
tpch_q18/datafusion:parquet	1009558048 / 1025220701 / -1.5%	1386300481 / 1196310787 / +15.9%	0.73 / 0.86 / -15.0%
tpch_q19/datafusion:parquet	466701458 / 646899107 / -27.9%	743108045 / 832660777 / -10.8%	0.63 / 0.78 / -19.2%
tpch_q20/datafusion:parquet	765191690 / 768947038 / -0.5%	991563740 / 1053198792 / -5.9%	0.77 / 0.73 / +5.7%
tpch_q21/datafusion:parquet	1008861642 / 1397186308 / -27.8%	1059893220 / 1648946157 / -35.7% 🟢	0.95 / 0.85 / +12.3%
tpch_q22/datafusion:parquet	610268807 / 617650541 / -1.2%	1010801594 / 895099915 / +12.9%	0.60 / 0.69 / -12.5%

duckdb / vortex-compact / ns (1.020x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-compact	946974530 / 876682598 / +8.0%	1372034260 / 2071099113 / -33.8% 🟢	0.69 / 0.42 / +63.1%
tpch_q02/duckdb:vortex-compact	476923869 / 470851686 / +1.3%	865579432 / 1090140123 / -20.6%	0.55 / 0.43 / +27.6%
tpch_q03/duckdb:vortex-compact	1179721787 / 1019438262 / +15.7%	1398258072 / 1612024749 / -13.3%	0.84 / 0.63 / +33.4%
tpch_q04/duckdb:vortex-compact	709849924 / 677960304 / +4.7%	820957752 / 1127019080 / -27.2%	0.86 / 0.60 / +43.7%
tpch_q05/duckdb:vortex-compact	1126489182 / 1014180061 / +11.1%	1334245449 / 1343401120 / -0.7%	0.84 / 0.75 / +11.8%
tpch_q06/duckdb:vortex-compact	1066517319 / 1100151857 / -3.1%	1072820649 / 1200527492 / -10.6%	0.99 / 0.92 / +8.5%
tpch_q07/duckdb:vortex-compact	1545362880 / 1482636679 / +4.2%	1716793209 / 1760591969 / -2.5%	0.90 / 0.84 / +6.9%
tpch_q08/duckdb:vortex-compact	1315873555 / 1347957853 / -2.4%	1617030973 / 1409326028 / +14.7%	0.81 / 0.96 / -14.9%
tpch_q09/duckdb:vortex-compact	1799076211 / 1752190468 / +2.7%	2023983996 / 2072045586 / -2.3%	0.89 / 0.85 / +5.1%
tpch_q10/duckdb:vortex-compact	1537053007 / 1379604080 / +11.4%	2418235920 / 1804552031 / +34.0% 🔴	0.64 / 0.76 / -16.9%
tpch_q11/duckdb:vortex-compact	461086978 / 453080897 / +1.8%	606770754 / 573042686 / +5.9%	0.76 / 0.79 / -3.9%
tpch_q12/duckdb:vortex-compact	1973178681 / 2237359021 / -11.8%	2221662146 / 2345653377 / -5.3%	0.89 / 0.95 / -6.9%
tpch_q13/duckdb:vortex-compact	1331243308 / 1123342909 / +18.5%	1637339035 / 1504864994 / +8.8%	0.81 / 0.75 / +8.9%
tpch_q14/duckdb:vortex-compact	763045013 / 825359049 / -7.5%	860279946 / 906352658 / -5.1%	0.89 / 0.91 / -2.6%
tpch_q15/duckdb:vortex-compact	941970235 / 864389538 / +9.0%	962496738 / 1020279512 / -5.7%	0.98 / 0.85 / +15.5%
tpch_q16/duckdb:vortex-compact	221842454 / 225855559 / -1.8%	372219308 / 273828601 / +35.9% 🔴	0.60 / 0.82 / -27.7%
tpch_q17/duckdb:vortex-compact	1393006393 / 1315221341 / +5.9%	1408996164 / 1287903639 / +9.4%	0.99 / 1.02 / -3.2%
tpch_q18/duckdb:vortex-compact	1060965200 / 1317382360 / -19.5%	1135186418 / 1443537805 / -21.4%	0.93 / 0.91 / +2.4%
tpch_q19/duckdb:vortex-compact	980844133 / 984151790 / -0.3%	1428677399 / 1131440385 / +26.3%	0.69 / 0.87 / -21.1%
tpch_q20/duckdb:vortex-compact	1727791000 / 1529795013 / +12.9%	1905184291 / 1697171633 / +12.3%	0.91 / 0.90 / +0.6%
tpch_q21/duckdb:vortex-compact	2321953095 / 2424079930 / -4.2%	2376068706 / 2205959030 / +7.7%	0.98 / 1.10 / -11.1%
tpch_q22/duckdb:vortex-compact	280959218 / 292635935 / -4.0%	385716178 / 569702607 / -32.3% 🟢	0.73 / 0.51 / +41.8%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	379276729 / 468380810 / -19.0%	347410608 / 806900599 / -56.9% 🟢	1.09 / 0.58 / +88.1%
tpch_q02/duckdb:parquet	828878899 / 818282772 / +1.3%	1306194875 / 1759586947 / -25.8%	0.63 / 0.47 / +36.5%
tpch_q03/duckdb:parquet	1057045089 / 1149490722 / -8.0%	1244769844 / 1810458617 / -31.2% 🟢	0.85 / 0.63 / +33.7%
tpch_q04/duckdb:parquet	679345468 / 800206850 / -15.1%	1057964689 / 922740910 / +14.7%	0.64 / 0.87 / -26.0%
tpch_q05/duckdb:parquet	1211323226 / 1360209428 / -10.9%	1373392033 / 1563433482 / -12.2%	0.88 / 0.87 / +1.4%
tpch_q06/duckdb:parquet	344583223 / 499693438 / -31.0% 🟢	379186341 / 503510402 / -24.7%	0.91 / 0.99 / -8.4%
tpch_q07/duckdb:parquet	1140306455 / 1340025871 / -14.9%	1148809053 / 1330943036 / -13.7%	0.99 / 1.01 / -1.4%
tpch_q08/duckdb:parquet	1469411142 / 1478181708 / -0.6%	1530598070 / 1495182885 / +2.4%	0.96 / 0.99 / -2.9%
tpch_q09/duckdb:parquet	1347819715 / 1366934326 / -1.4%	1739862526 / 1464351690 / +18.8%	0.77 / 0.93 / -17.0%
tpch_q10/duckdb:parquet	2190708938 / 2245580233 / -2.4%	2900696754 / 3477481602 / -16.6%	0.76 / 0.65 / +17.0%
tpch_q11/duckdb:parquet	501679581 / 490981248 / +2.2%	471544559 / 530391560 / -11.1%	1.06 / 0.93 / +14.9%
tpch_q12/duckdb:parquet	618633735 / 823698293 / -24.9%	685080764 / 1057942359 / -35.2% 🟢	0.90 / 0.78 / +16.0%
tpch_q13/duckdb:parquet	861629728 / 966107375 / -10.8%	1284424990 / 1235267033 / +4.0%	0.67 / 0.78 / -14.2%
tpch_q14/duckdb:parquet	706799622 / 887371864 / -20.3%	950244701 / 752215899 / +26.3%	0.74 / 1.18 / -36.9%
tpch_q15/duckdb:parquet	589572777 / 509131470 / +15.8%	725456199 / 737595286 / -1.6%	0.81 / 0.69 / +17.7%
tpch_q16/duckdb:parquet	662911814 / 656704829 / +0.9%	662359878 / 705402133 / -6.1%	1.00 / 0.93 / +7.5%
tpch_q17/duckdb:parquet	678092456 / 610550431 / +11.1%	648561397 / 708779043 / -8.5%	1.05 / 0.86 / +21.4%
tpch_q18/duckdb:parquet	872651607 / 866362372 / +0.7%	963646809 / 823492760 / +17.0%	0.91 / 1.05 / -13.9%
tpch_q19/duckdb:parquet	853302058 / 835987184 / +2.1%	809424761 / 958281785 / -15.5%	1.05 / 0.87 / +20.8%
tpch_q20/duckdb:parquet	1237501093 / 1362248123 / -9.2%	1366751243 / 1405346011 / -2.7%	0.91 / 0.97 / -6.6%
tpch_q21/duckdb:parquet	1125023252 / 878222781 / +28.1%	1180887473 / 1412389759 / -16.4%	0.95 / 0.62 / +53.2%
tpch_q22/duckdb:parquet	784605507 / 795546713 / -1.4%	1017424227 / 908686803 / +12.0%	0.77 / 0.88 / -11.9%

[github-actions]

Benchmarks: Random Access 📖

Commits: PR 5e44d39b vs base 0d9d5b82
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -2.6%
Engines: random-access No clear signal (-2.6%, low confidence)
Vortex (geomean): hot 0.975x ➖
Parquet (geomean): hot 1.001x ➖
Shifts: Parquet (control) +0.1% · Median polish -1.1%

How to read Verdict and Engines

• Verdict: Overall PR-level signal after subtracting baseline drift estimated from Parquet control rows. It can be Likely improvement, Likely regression, or No clear signal.
• Engines: Per-engine attribution. DataFusion is compared against DataFusion/Parquet controls; DuckDB is compared against DuckDB/Parquet controls. This answers whether each engine improved or regressed independently.
• Confidence: Based on directional consistency, share of rows above the noise floor, and control-run noise.
• Hot vs cold: Every measurement is run several times. The first run is reported as the cold run, and the median of the runs after it is reported as the hot run. The verdict and significance use hot runs; each target's geomean reports hot and cold beside each other where the individual runs were recorded and hot alone where they were not, the cold column shows first-run cost per row, and hot/cold is how much of each run the warm path saves. Rows whose results predate per-run reporting show only one value, taken from the value the runner reported.
• Table cells: Each cell reads PR / base / %diff. The hot and cold columns mark a change as 🔴 slower or 🟢 faster once it clears this suite's threshold; anything smaller is noise here and is left unmarked, as is hot/cold, because a shift in the warm-up ratio is not a win or a loss by itself.

---

vortex / arrow-ipc / ns (0.937x ➖, 2↑ 0↓)

name	ns (PR / base / %diff)
random-access/arrow-tokio-local-disk	65315 / 72473 / -9.9%
random-access/arrow-tokio-local-disk-footer	153190 / 167468 / -8.5%
random-access/feature-vectors/correlated/arrow-tokio-local-disk	1336773 / 1369605 / -2.4%
random-access/feature-vectors/correlated/arrow-tokio-local-disk-footer	1935663 / 1996336 / -3.0%
random-access/feature-vectors/uniform/arrow-tokio-local-disk	33304036 / 31158071 / +6.9%
random-access/feature-vectors/uniform/arrow-tokio-local-disk-footer	33043883 / 32611262 / +1.3%
random-access/nested-lists/correlated/arrow-tokio-local-disk	59494 / 64507 / -7.8%
random-access/nested-lists/correlated/arrow-tokio-local-disk-footer	98678 / 106042 / -6.9%
random-access/nested-lists/uniform/arrow-tokio-local-disk	1108437 / 1181114 / -6.2%
random-access/nested-lists/uniform/arrow-tokio-local-disk-footer	1154928 / 1211270 / -4.7%
random-access/nested-structs/correlated/arrow-tokio-local-disk	50241 / 56164 / -10.5% 🟢
random-access/nested-structs/correlated/arrow-tokio-local-disk-footer	85710 / 94646 / -9.4%
random-access/nested-structs/uniform/arrow-tokio-local-disk	826886 / 929740 / -11.1% 🟢
random-access/nested-structs/uniform/arrow-tokio-local-disk-footer	870993 / 936873 / -7.0%
random-access/taxi/correlated/arrow-tokio-local-disk	112812 / 123401 / -8.6%
random-access/taxi/correlated/arrow-tokio-local-disk-footer	207484 / 224115 / -7.4%
random-access/taxi/uniform/arrow-tokio-local-disk	2433096 / 2624819 / -7.3%
random-access/taxi/uniform/arrow-tokio-local-disk-footer	2615570 / 2890789 / -9.5%

random-access / vortex-file-compressed / ns (0.975x ➖, 0↑ 0↓)

name	ns (PR / base / %diff)
random-access/feature-vectors/correlated/vortex-tokio-local-disk	242173 / 250667 / -3.4%
random-access/feature-vectors/correlated/vortex-tokio-local-disk-footer	1233162 / 1234978 / -0.1%
random-access/feature-vectors/uniform/vortex-tokio-local-disk	1435926 / 1451757 / -1.1%
random-access/feature-vectors/uniform/vortex-tokio-local-disk-footer	2638933 / 2729051 / -3.3%
random-access/nested-lists/correlated/vortex-tokio-local-disk	198523 / 207748 / -4.4%
random-access/nested-lists/correlated/vortex-tokio-local-disk-footer	361260 / 369215 / -2.2%
random-access/nested-lists/uniform/vortex-tokio-local-disk	855887 / 827288 / +3.5%
random-access/nested-lists/uniform/vortex-tokio-local-disk-footer	1039648 / 1055921 / -1.5%
random-access/nested-structs/correlated/vortex-tokio-local-disk	268510 / 291626 / -7.9%
random-access/nested-structs/correlated/vortex-tokio-local-disk-footer	518406 / 528286 / -1.9%
random-access/nested-structs/uniform/vortex-tokio-local-disk	615788 / 628808 / -2.1%
random-access/nested-structs/uniform/vortex-tokio-local-disk-footer	960844 / 988215 / -2.8%
random-access/taxi/correlated/vortex-tokio-local-disk	695410 / 711598 / -2.3%
random-access/taxi/correlated/vortex-tokio-local-disk-footer	1443042 / 1516215 / -4.8%
random-access/taxi/uniform/vortex-tokio-local-disk	2652399 / 2642498 / +0.4%
random-access/taxi/uniform/vortex-tokio-local-disk-footer	3872557 / 3872524 / +0.0%
random-access/vortex-tokio-local-disk	505413 / 528392 / -4.3%
random-access/vortex-tokio-local-disk-footer	1097986 / 1160824 / -5.4%

random-access / parquet / ns (1.001x ➖, 0↑ 0↓)

name	ns (PR / base / %diff)
random-access/feature-vectors/correlated/parquet-tokio-local-disk	103399012917 / 103661563651 / -0.3%
random-access/feature-vectors/correlated/parquet-tokio-local-disk-footer	104146398416 / 104104158138 / +0.0%
random-access/feature-vectors/uniform/parquet-tokio-local-disk	103492974481 / 103484850588 / +0.0%
random-access/feature-vectors/uniform/parquet-tokio-local-disk-footer	104526213490 / 104116165065 / +0.4%
random-access/nested-lists/correlated/parquet-tokio-local-disk	130801350 / 131467262 / -0.5%
random-access/nested-lists/correlated/parquet-tokio-local-disk-footer	131110791 / 131282328 / -0.1%
random-access/nested-lists/uniform/parquet-tokio-local-disk	131314189 / 131307699 / +0.0%
random-access/nested-lists/uniform/parquet-tokio-local-disk-footer	130935087 / 131041071 / -0.1%
random-access/nested-structs/correlated/parquet-tokio-local-disk	7331716 / 7319726 / +0.2%
random-access/nested-structs/correlated/parquet-tokio-local-disk-footer	7491555 / 7416493 / +1.0%
random-access/nested-structs/uniform/parquet-tokio-local-disk	7290502 / 7336428 / -0.6%
random-access/nested-structs/uniform/parquet-tokio-local-disk-footer	7629370 / 7562613 / +0.9%
random-access/parquet-tokio-local-disk	117993146 / 117891654 / +0.1%
random-access/parquet-tokio-local-disk-footer	118172979 / 117984259 / +0.2%
random-access/taxi/correlated/parquet-tokio-local-disk	177035831 / 176952253 / +0.0%
random-access/taxi/correlated/parquet-tokio-local-disk-footer	177336607 / 177019434 / +0.2%
random-access/taxi/uniform/parquet-tokio-local-disk	187079284 / 185888363 / +0.6%
random-access/taxi/uniform/parquet-tokio-local-disk-footer	186752670 / 186396089 / +0.2%

random-access / lance / ns (0.985x ➖, 0↑ 0↓)

name	ns (PR / base / %diff)
random-access/feature-vectors/correlated/lance-tokio-local-disk	274416 / 279219 / -1.7%
random-access/feature-vectors/correlated/lance-tokio-local-disk-footer	1247640 / 1263740 / -1.3%
random-access/feature-vectors/uniform/lance-tokio-local-disk	1010373 / 1026865 / -1.6%
random-access/feature-vectors/uniform/lance-tokio-local-disk-footer	1966638 / 2018577 / -2.6%
random-access/lance-tokio-local-disk	513847 / 519519 / -1.1%
random-access/lance-tokio-local-disk-footer	1384394 / 1409325 / -1.8%
random-access/nested-lists/correlated/lance-tokio-local-disk	152121 / 156720 / -2.9%
random-access/nested-lists/correlated/lance-tokio-local-disk-footer	703723 / 707396 / -0.5%
random-access/nested-lists/uniform/lance-tokio-local-disk	834227 / 868865 / -4.0%
random-access/nested-lists/uniform/lance-tokio-local-disk-footer	1394328 / 1418107 / -1.7%
random-access/nested-structs/correlated/lance-tokio-local-disk	260498 / 265103 / -1.7%
random-access/nested-structs/correlated/lance-tokio-local-disk-footer	624668 / 632056 / -1.2%
random-access/nested-structs/uniform/lance-tokio-local-disk	2263873 / 2347808 / -3.6%
random-access/nested-structs/uniform/lance-tokio-local-disk-footer	2640273 / 2654031 / -0.5%
random-access/taxi/correlated/lance-tokio-local-disk	736427 / 733164 / +0.4%
random-access/taxi/correlated/lance-tokio-local-disk-footer	1928816 / 1918746 / +0.5%
random-access/taxi/uniform/lance-tokio-local-disk	8044402 / 8231325 / -2.3%
random-access/taxi/uniform/lance-tokio-local-disk-footer	8922911 / 8933680 / -0.1%

[github-actions]

Benchmarks: Compression 📖

Commits: PR 5e44d39b vs base 0d9d5b82

---

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

name	ns (PR / base / %diff)
compress time/Arade	924732666 / 932166798 / -0.8%
compress time/Bimbo	4194226273 / 4262700558 / -1.6%
compress time/CMSprovider	3052846106 / 3139204628 / -2.8%
compress time/Euro2016	359708650 / 360994391 / -0.4%
compress time/Food	334193824 / 333843702 / +0.1%
compress time/HashTags	616348120 / 622122973 / -0.9%
compress time/TPC-H l_comment canonical	829235465 / 838725955 / -1.1%
compress time/TPC-H l_comment chunked	830131725 / 840684259 / -1.3%
compress time/taxi	459065027 / 467362430 / -1.8%
compress time/wide table cols=100 chunks=1 rows=1000	7154697 / 7278429 / -1.7%
compress time/wide table cols=100 chunks=50 rows=1000	7341474 / 7245993 / +1.3%
compress time/wide table cols=1000 chunks=1 rows=1000	73159006 / 73022824 / +0.2%
compress time/wide table cols=1000 chunks=50 rows=1000	74350513 / 72633429 / +2.4%
compress time/wide table cols=10000 chunks=1 rows=1000	814911916 / 794240364 / +2.6%
compress time/wide table cols=10000 chunks=50 rows=1000	817622246 / 803125795 / +1.8%
decompress time/Arade	11274790 / 11891404 / -5.2%
decompress time/Bimbo	58946266 / 59436358 / -0.8%
decompress time/CMSprovider	29266819 / 31455872 / -7.0%
decompress time/Euro2016	8513705 / 8843551 / -3.7%
decompress time/Food	4234252 / 3647393 / +16.1% 🔴
decompress time/HashTags	72763282 / 73564851 / -1.1%
decompress time/TPC-H l_comment canonical	21933700 / 22819039 / -3.9%
decompress time/TPC-H l_comment chunked	22258654 / 23395517 / -4.9%
decompress time/taxi	8272813 / 8394823 / -1.5%
decompress time/wide table cols=100 chunks=1 rows=1000	2139440 / 2150589 / -0.5%
decompress time/wide table cols=100 chunks=50 rows=1000	2132989 / 2172069 / -1.8%
decompress time/wide table cols=1000 chunks=1 rows=1000	20482741 / 20627431 / -0.7%
decompress time/wide table cols=1000 chunks=50 rows=1000	20510553 / 20679255 / -0.8%
decompress time/wide table cols=10000 chunks=1 rows=1000	273103966 / 264275999 / +3.3%
decompress time/wide table cols=10000 chunks=50 rows=1000	225542015 / 268362487 / -16.0% 🟢

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

name	bytes (PR / base / %diff)
vortex-file-compressed size/Arade	144460980 / 144460980 / +0.0%
vortex-file-compressed size/Bimbo	461842908 / 461842908 / +0.0%
vortex-file-compressed size/CMSprovider	415191460 / 415191460 / +0.0%
vortex-file-compressed size/Euro2016	157847508 / 157847508 / +0.0%
vortex-file-compressed size/Food	41581624 / 41581624 / +0.0%
vortex-file-compressed size/HashTags	177850636 / 177850636 / +0.0%
vortex-file-compressed size/TPC-H l_comment canonical	163461696 / 163461696 / +0.0%
vortex-file-compressed size/TPC-H l_comment chunked	163461696 / 163461696 / +0.0%
vortex-file-compressed size/taxi	51475172 / 51475172 / +0.0%
vortex-file-compressed size/wide table cols=100 chunks=1 rows=1000	932744 / 932744 / +0.0%
vortex-file-compressed size/wide table cols=100 chunks=50 rows=1000	932744 / 932744 / +0.0%
vortex-file-compressed size/wide table cols=1000 chunks=1 rows=1000	9309944 / 9309944 / +0.0%
vortex-file-compressed size/wide table cols=1000 chunks=50 rows=1000	9309944 / 9309944 / +0.0%
vortex-file-compressed size/wide table cols=10000 chunks=1 rows=1000	93117944 / 93117944 / +0.0%
vortex-file-compressed size/wide table cols=10000 chunks=50 rows=1000	93117944 / 93117944 / +0.0%

vortex / vortex-file-compressed / ratio (0.992x ➖, 1↑ 2↓)

name	ratio (PR / base / %diff)
vortex:parquet-zstd ratio compress time/Arade	0.407035357 / 0.410494969 / -0.8%
vortex:parquet-zstd ratio compress time/Bimbo	0.351989852 / 0.357525744 / -1.5%
vortex:parquet-zstd ratio compress time/CMSprovider	0.473900091 / 0.483824776 / -2.1%
vortex:parquet-zstd ratio compress time/Euro2016	0.33118392 / 0.33119898 / -0.0%
vortex:parquet-zstd ratio compress time/Food	0.449200741 / 0.448363665 / +0.2%
vortex:parquet-zstd ratio compress time/HashTags	0.331304914 / 0.333589394 / -0.7%
vortex:parquet-zstd ratio compress time/TPC-H l_comment canonical	0.309351194 / 0.314481746 / -1.6%
vortex:parquet-zstd ratio compress time/TPC-H l_comment chunked	0.308890401 / 0.312699941 / -1.2%
vortex:parquet-zstd ratio compress time/taxi	0.416207351 / 0.422503283 / -1.5%
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=1 rows=1000	1.80938767 / 1.81136148 / -0.1%
vortex:parquet-zstd ratio compress time/wide table cols=100 chunks=50 rows=1000	1.80942184 / 1.81120076 / -0.1%
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=1 rows=1000	1.64124805 / 1.62264115 / +1.1%
vortex:parquet-zstd ratio compress time/wide table cols=1000 chunks=50 rows=1000	1.66980536 / 1.6272323 / +2.6%
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=1 rows=1000	1.73990389 / 1.67725959 / +3.7%
vortex:parquet-zstd ratio compress time/wide table cols=10000 chunks=50 rows=1000	1.73576425 / 1.691587 / +2.6%
vortex:parquet-zstd ratio decompress time/Arade	0.0200782934 / 0.0211411908 / -5.0%
vortex:parquet-zstd ratio decompress time/Bimbo	0.0369721421 / 0.0373899705 / -1.1%
vortex:parquet-zstd ratio decompress time/CMSprovider	0.0212575039 / 0.0227537772 / -6.6%
vortex:parquet-zstd ratio decompress time/Euro2016	0.0256329307 / 0.0265702949 / -3.5%
vortex:parquet-zstd ratio decompress time/Food	0.024785903 / 0.0213472983 / +16.1% 🔴
vortex:parquet-zstd ratio decompress time/HashTags	0.141019756 / 0.142401444 / -1.0%
vortex:parquet-zstd ratio decompress time/TPC-H l_comment canonical	0.0444421131 / 0.0460699353 / -3.5%
vortex:parquet-zstd ratio decompress time/TPC-H l_comment chunked	0.0450499608 / 0.0472982463 / -4.8%
vortex:parquet-zstd ratio decompress time/taxi	0.0379636851 / 0.03850302 / -1.4%
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=1 rows=1000	1.02629293 / 1.04635443 / -1.9%
vortex:parquet-zstd ratio decompress time/wide table cols=100 chunks=50 rows=1000	0.99550039 / 1.06974127 / -6.9%
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=1 rows=1000	0.858566818 / 0.860583325 / -0.2%
vortex:parquet-zstd ratio decompress time/wide table cols=1000 chunks=50 rows=1000	0.868445451 / 0.874194596 / -0.7%
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=1 rows=1000	1.0541481 / 0.881320763 / +19.6% 🔴
vortex:parquet-zstd ratio decompress time/wide table cols=10000 chunks=50 rows=1000	0.765000847 / 1.03022429 / -25.7% 🟢
vortex:parquet-zstd size/Arade	0.559895285 / 0.559895285 / -0.0%
vortex:parquet-zstd size/Bimbo	1.20109789 / 1.20109789 / -0.0%
vortex:parquet-zstd size/CMSprovider	1.10163114 / 1.10163114 / +0.0%
vortex:parquet-zstd size/Euro2016	1.2835317 / 1.2835317 / -0.0%
vortex:parquet-zstd size/Food	1.16476769 / 1.16476769 / -0.0%
vortex:parquet-zstd size/HashTags	1.33223855 / 1.33223855 / -0.0%
vortex:parquet-zstd size/TPC-H l_comment canonical	1.0322273 / 1.0322273 / -0.0%
vortex:parquet-zstd size/TPC-H l_comment chunked	1.0322273 / 1.0322273 / -0.0%
vortex:parquet-zstd size/taxi	0.931110481 / 0.931110481 / -0.0%
vortex:parquet-zstd size/wide table cols=100 chunks=1 rows=1000	1.00036465 / 1.00036465 / -0.0%
vortex:parquet-zstd size/wide table cols=100 chunks=50 rows=1000	1.00036465 / 1.00036465 / -0.0%
vortex:parquet-zstd size/wide table cols=1000 chunks=1 rows=1000	0.998492064 / 0.998492064 / -0.0%
vortex:parquet-zstd size/wide table cols=1000 chunks=50 rows=1000	0.998492064 / 0.998492064 / -0.0%
vortex:parquet-zstd size/wide table cols=10000 chunks=1 rows=1000	0.998690905 / 0.998690905 / -0.0%
vortex:parquet-zstd size/wide table cols=10000 chunks=50 rows=1000	0.998690905 / 0.998690905 / -0.0%

vortex / parquet / ns (0.999x ➖, 1↑ 1↓)

name	ns (PR / base / %diff)
parquet_rs-zstd compress time/Arade	2271873069 / 2270836106 / +0.0%
parquet_rs-zstd compress time/Bimbo	11915759088 / 11922779367 / -0.1%
parquet_rs-zstd compress time/CMSprovider	6441961422 / 6488308964 / -0.7%
parquet_rs-zstd compress time/Euro2016	1086129575 / 1089962268 / -0.4%
parquet_rs-zstd compress time/Food	743974339 / 744582419 / -0.1%
parquet_rs-zstd compress time/HashTags	1860365162 / 1864936308 / -0.2%
parquet_rs-zstd compress time/TPC-H l_comment canonical	2680563323 / 2667009980 / +0.5%
parquet_rs-zstd compress time/TPC-H l_comment chunked	2687463652 / 2688469517 / -0.0%
parquet_rs-zstd compress time/taxi	1102971934 / 1106174671 / -0.3%
parquet_rs-zstd compress time/wide table cols=100 chunks=1 rows=1000	3954209 / 4018209 / -1.6%
parquet_rs-zstd compress time/wide table cols=100 chunks=50 rows=1000	4057359 / 4000657 / +1.4%
parquet_rs-zstd compress time/wide table cols=1000 chunks=1 rows=1000	44575228 / 45002448 / -0.9%
parquet_rs-zstd compress time/wide table cols=1000 chunks=50 rows=1000	44526455 / 44636177 / -0.2%
parquet_rs-zstd compress time/wide table cols=10000 chunks=1 rows=1000	468366051 / 473534550 / -1.1%
parquet_rs-zstd compress time/wide table cols=10000 chunks=50 rows=1000	471044525 / 474776523 / -0.8%
parquet_rs-zstd decompress time/Arade	561541251 / 562475601 / -0.2%
parquet_rs-zstd decompress time/Bimbo	1594342732 / 1589633724 / +0.3%
parquet_rs-zstd decompress time/CMSprovider	1376775899 / 1382446163 / -0.4%
parquet_rs-zstd decompress time/Euro2016	332139352 / 332836012 / -0.2%
parquet_rs-zstd decompress time/Food	170833074 / 170859701 / -0.0%
parquet_rs-zstd decompress time/HashTags	515979350 / 516601862 / -0.1%
parquet_rs-zstd decompress time/TPC-H l_comment canonical	493534138 / 495313025 / -0.4%
parquet_rs-zstd decompress time/TPC-H l_comment chunked	494088199 / 494638149 / -0.1%
parquet_rs-zstd decompress time/taxi	217913856 / 218030248 / -0.1%
parquet_rs-zstd decompress time/wide table cols=100 chunks=1 rows=1000	2084629 / 2055316 / +1.4%
parquet_rs-zstd decompress time/wide table cols=100 chunks=50 rows=1000	2142630 / 2030462 / +5.5%
parquet_rs-zstd decompress time/wide table cols=1000 chunks=1 rows=1000	23856898 / 23969127 / -0.5%
parquet_rs-zstd decompress time/wide table cols=1000 chunks=50 rows=1000	23617549 / 23655208 / -0.2%
parquet_rs-zstd decompress time/wide table cols=10000 chunks=1 rows=1000	259075519 / 299863580 / -13.6% 🟢
parquet_rs-zstd decompress time/wide table cols=10000 chunks=50 rows=1000	294825837 / 260489381 / +13.2% 🔴

vortex / parquet / bytes (1.000x ➖, 0↑ 0↓)

name	bytes (PR / base / %diff)
parquet size/Arade	258014282 / 258014282 / +0.0%
parquet size/Bimbo	384517292 / 384517292 / +0.0%
parquet size/CMSprovider	376887911 / 376887911 / +0.0%
parquet size/Euro2016	122979049 / 122979049 / +0.0%
parquet size/Food	35699500 / 35699500 / +0.0%
parquet size/HashTags	133497590 / 133497590 / +0.0%
parquet size/TPC-H l_comment canonical	158358238 / 158358238 / +0.0%
parquet size/TPC-H l_comment chunked	158358238 / 158358238 / +0.0%
parquet size/taxi	55283635 / 55283635 / +0.0%
parquet size/wide table cols=100 chunks=1 rows=1000	932404 / 932404 / +0.0%
parquet size/wide table cols=100 chunks=50 rows=1000	932404 / 932404 / +0.0%
parquet size/wide table cols=1000 chunks=1 rows=1000	9324004 / 9324004 / +0.0%
parquet size/wide table cols=1000 chunks=50 rows=1000	9324004 / 9324004 / +0.0%
parquet size/wide table cols=10000 chunks=1 rows=1000	93240004 / 93240004 / +0.0%
parquet size/wide table cols=10000 chunks=50 rows=1000	93240004 / 93240004 / +0.0%

vortex / arrow-ipc / ns (0.973x ➖, 2↑ 0↓)

name	ns (PR / base / %diff)
arrow-ipc compress time/Arade	100811889 / 101949334 / -1.1%
arrow-ipc compress time/Bimbo	665240592 / 677993998 / -1.9%
arrow-ipc compress time/CMSprovider	441821741 / 446671289 / -1.1%
arrow-ipc compress time/Euro2016	38386944 / 38669990 / -0.7%
arrow-ipc compress time/Food	33852868 / 34327340 / -1.4%
arrow-ipc compress time/HashTags	78174365 / 79046685 / -1.1%
arrow-ipc compress time/TPC-H l_comment canonical	505332619 / 508106820 / -0.5%
arrow-ipc compress time/TPC-H l_comment chunked	518946605 / 515517226 / +0.7%
arrow-ipc compress time/taxi	72898949 / 75295689 / -3.2%
arrow-ipc compress time/wide table cols=100 chunks=1 rows=1000	205145 / 211583 / -3.0%
arrow-ipc compress time/wide table cols=100 chunks=50 rows=1000	206438 / 208301 / -0.9%
arrow-ipc compress time/wide table cols=1000 chunks=1 rows=1000	2267539 / 2305548 / -1.6%
arrow-ipc compress time/wide table cols=1000 chunks=50 rows=1000	2271915 / 2315484 / -1.9%
arrow-ipc compress time/wide table cols=10000 chunks=1 rows=1000	25841031 / 25978934 / -0.5%
arrow-ipc compress time/wide table cols=10000 chunks=50 rows=1000	25925374 / 26383196 / -1.7%
arrow-ipc decompress time/Arade	140218051 / 181009971 / -22.5% 🟢
arrow-ipc decompress time/Bimbo	423142228 / 428656946 / -1.3%
arrow-ipc decompress time/CMSprovider	477092157 / 479745838 / -0.6%
arrow-ipc decompress time/Euro2016	64101985 / 64315734 / -0.3%
arrow-ipc decompress time/Food	48927780 / 58329325 / -16.1% 🟢
arrow-ipc decompress time/HashTags	120242524 / 123290117 / -2.5%
arrow-ipc decompress time/TPC-H l_comment canonical	552085357 / 551387951 / +0.1%
arrow-ipc decompress time/TPC-H l_comment chunked	552359609 / 550899567 / +0.3%
arrow-ipc decompress time/taxi	45152500 / 48552700 / -7.0%
arrow-ipc decompress time/wide table cols=100 chunks=1 rows=1000	331472 / 344103 / -3.7%
arrow-ipc decompress time/wide table cols=100 chunks=50 rows=1000	331325 / 332463 / -0.3%
arrow-ipc decompress time/wide table cols=1000 chunks=1 rows=1000	3489095 / 3532428 / -1.2%
arrow-ipc decompress time/wide table cols=1000 chunks=50 rows=1000	3475061 / 3505607 / -0.9%
arrow-ipc decompress time/wide table cols=10000 chunks=1 rows=1000	35503951 / 35623235 / -0.3%
arrow-ipc decompress time/wide table cols=10000 chunks=50 rows=1000	35200277 / 35258045 / -0.2%

vortex / arrow-ipc / bytes (1.000x ➖, 0↑ 0↓)

name	bytes (PR / base / %diff)
arrow-ipc size/Arade	691765162 / 691765162 / +0.0%
arrow-ipc size/Bimbo	3279590114 / 3279590114 / +0.0%
arrow-ipc size/CMSprovider	2422259682 / 2422259682 / +0.0%
arrow-ipc size/Euro2016	360582666 / 360582666 / +0.0%
arrow-ipc size/Food	255782338 / 255782338 / +0.0%
arrow-ipc size/HashTags	704785810 / 704785810 / +0.0%
arrow-ipc size/TPC-H l_comment canonical	4852929378 / 4852929378 / +0.0%
arrow-ipc size/TPC-H l_comment chunked	4852929378 / 4852929378 / +0.0%
arrow-ipc size/taxi	482329690 / 482329690 / +0.0%
arrow-ipc size/wide table cols=100 chunks=1 rows=1000	1257290 / 1257290 / +0.0%
arrow-ipc size/wide table cols=100 chunks=50 rows=1000	1257290 / 1257290 / +0.0%
arrow-ipc size/wide table cols=1000 chunks=1 rows=1000	12568506 / 12568506 / +0.0%
arrow-ipc size/wide table cols=1000 chunks=50 rows=1000	12568506 / 12568506 / +0.0%
arrow-ipc size/wide table cols=10000 chunks=1 rows=1000	125752506 / 125752506 / +0.0%
arrow-ipc size/wide table cols=10000 chunks=50 rows=1000	125752506 / 125752506 / +0.0%