Compare timestamp parts without evaluating each comparison twice by robert3005 · Pull Request #10684 · vortex-data/vortex

robert3005 · 2026-10-21T22:35:02Z

The kernel now evaluates each part comparison (days, seconds, subseconds) once.
A population count of the valid rows tells if the comparison decides the result.
When no row is valid, the comparison does not decide the result. This matches the unknown min and max statistics of such an array.

codspeed · 2026-10-21T22:40:16Z

Merging this PR will regress 5 benchmarks

3 warnings, 1 note

⚠️ Walltime results may be unreliable

Some benchmarks used the Walltime instrument outside CodSpeed Macro Runners, which can make the results inconsistent.

Learn more about Macro Runners

See affected benchmarks

⚠️ 15 benchmarks are dominated by system calls

System calls cannot be simulated consistently and are left out of the measure. The reported value understates the real cost. Switch to the Walltime instrument to measure them.

Learn more about system calls

See affected benchmarks

⚠️ Base and head ran on different runner types

Some benchmarks with significant performance changes were compared across different runner types, so the changes might not come from the code. Run base and head on the same runner type, or use CodSpeed Macro Runners for more stable results.

Learn more about Macro Runners

Open the report in CodSpeed to investigate

ℹ️ 40 benchmarks have no flamegraph

The flamegraph wasn't generated: the symbols of the profiling trace could not be resolved, because no information about the language frames was collected.

See affected benchmarks

⚡ 6 improved benchmarks
❌ 5 regressed benchmarks
✅ 2397 untouched benchmarks
⏩ 12 skipped benchmarks¹

Warning

Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	`BASE`	`HEAD`	Efficiency
❌	CPU Simulation	`decode_primitives[i64, (1000, 8)]`	24 µs	37.7 µs	-36.22%
❌	CPU Simulation	`test_scan_filter_to_arrow_array[int_float]`	3.5 ms	4.1 ms	-13.65%
❌	CPU Simulation	`test_repeated_scan_filter[int_float]`	3.4 ms	3.9 ms	-11.02%
❌	CPU Simulation	`test_repeated_scan_filter[int]`	2.4 ms	2.7 ms	-10.32%
❌	CPU Simulation	`test_scan_filter_to_arrow_array[int]`	2.5 ms	2.8 ms	-10.07%
⚡	CPU Simulation	`bench_compare_sliced_dict_primitive[(2000, 10000)]`	68.9 µs	14.3 µs	×4.8
⚡	CPU Simulation	`density_sweep_dense_runs[0.001]`	61.9 µs	44.2 µs	+40.04%
⚡	CPU Simulation	`take[routing/alternating_chunks/primitive/nonnull/chunks=32/indices=1000]`	247.1 µs	196.7 µs	+25.61%
⚡	Walltime	`random_rotating_avx512[(0.9, 0.9, "self_90pct_mask_90pct")]`	9.6 µs	8.3 µs	+15.64%
⚡	Walltime	`bitpack_blocked_compress_avx2`	7.6 µs	6.8 µs	+12.37%
⚡	Walltime	`random_rotating_avx512[(0.5, 0.5, "self_50pct_mask_50pct")]`	9.2 µs	8.3 µs	+11.25%

Tip

Investigate this regression by commenting @codspeedbot fix this regression on this PR, or directly use the CodSpeed MCP with your agent.

_{Comparing rk/datetime-parts-compare (d3bd237) with develop (6f7091d)}

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

github-actions · 2026-10-23T14:13:09Z

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	`84d8584`	polarsignals	1	Explore Profiling Data
🟢 Done	`84d8584`	tpcds-nvme	1	Explore Profiling Data
🟢 Done	`84d8584`	tpch-s3	1	Explore Profiling Data
🟢 Done	`84d8584`	tpch-nvme-10	1	Explore Profiling Data

Powered by Polar Signals Cloud

github-actions · 2026-10-23T14:17:00Z

Benchmarks: TPC-H SF=10 on NVME 📖

Commits: PR 84d8584c vs base 86d28450
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.2%
Engines: DataFusion No clear signal (-0.3%, low confidence) · DuckDB No clear signal (-0.2%, low confidence)
Vortex (geomean): hot 0.991x ➖ · cold 0.999x ➖
Parquet (geomean): hot 0.994x ➖ · cold 1.001x ➖
Shifts: Parquet (control) -0.6% · Median polish -0.7%

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 (0.989x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	84423047 / 85174911 / -0.9%	164194087 / 153169728 / +7.2%	0.51 / 0.56 / -7.5%
tpch_q02/datafusion:vortex-file-compressed	63179422 / 64326162 / -1.8%	97942497 / 95205395 / +2.9%	0.65 / 0.68 / -4.5%
tpch_q03/datafusion:vortex-file-compressed	61043643 / 61234203 / -0.3%	114576583 / 111220656 / +3.0%	0.53 / 0.55 / -3.2%
tpch_q04/datafusion:vortex-file-compressed	33292261 / 33376377 / -0.3%	75752889 / 75977976 / -0.3%	0.44 / 0.44 / +0.0%
tpch_q05/datafusion:vortex-file-compressed	113711992 / 115430200 / -1.5%	182126358 / 180202530 / +1.1%	0.62 / 0.64 / -2.5%
tpch_q06/datafusion:vortex-file-compressed	13381922 / 13888918 / -3.7%	70441598 / 69851617 / +0.8%	0.19 / 0.20 / -4.5%
tpch_q07/datafusion:vortex-file-compressed	130909641 / 132550888 / -1.2%	186469712 / 194243629 / -4.0%	0.70 / 0.68 / +2.9%
tpch_q08/datafusion:vortex-file-compressed	137981473 / 139458562 / -1.1%	193281759 / 208259602 / -7.2%	0.71 / 0.67 / +6.6%
tpch_q09/datafusion:vortex-file-compressed	180127239 / 183322215 / -1.7%	257494894 / 306927890 / -16.1% 🟢	0.70 / 0.60 / +17.1%
tpch_q10/datafusion:vortex-file-compressed	69442964 / 70433280 / -1.4%	136043105 / 136887222 / -0.6%	0.51 / 0.51 / -0.8%
tpch_q11/datafusion:vortex-file-compressed	42528726 / 42810299 / -0.7%	67767827 / 67146170 / +0.9%	0.63 / 0.64 / -1.6%
tpch_q12/datafusion:vortex-file-compressed	43232504 / 43254551 / -0.1%	92844626 / 91949491 / +1.0%	0.47 / 0.47 / -1.0%
tpch_q13/datafusion:vortex-file-compressed	41953436 / 42683939 / -1.7%	71484941 / 71646180 / -0.2%	0.59 / 0.60 / -1.5%
tpch_q14/datafusion:vortex-file-compressed	23333079 / 23859980 / -2.2%	98909974 / 96416423 / +2.6%	0.24 / 0.25 / -4.7%
tpch_q15/datafusion:vortex-file-compressed	34411779 / 34601169 / -0.5%	98692475 / 94734445 / +4.2%	0.35 / 0.37 / -4.5%
tpch_q16/datafusion:vortex-file-compressed	35841937 / 36380590 / -1.5%	65550195 / 67199000 / -2.5%	0.55 / 0.54 / +1.0%
tpch_q17/datafusion:vortex-file-compressed	175237792 / 173976578 / +0.7%	226469557 / 220254465 / +2.8%	0.77 / 0.79 / -2.0%
tpch_q18/datafusion:vortex-file-compressed	196562708 / 197276992 / -0.4%	268131995 / 272633218 / -1.7%	0.73 / 0.72 / +1.3%
tpch_q19/datafusion:vortex-file-compressed	35591077 / 35706395 / -0.3%	96225373 / 93647803 / +2.8%	0.37 / 0.38 / -3.0%
tpch_q20/datafusion:vortex-file-compressed	60049810 / 60879279 / -1.4%	122081670 / 122517728 / -0.4%	0.49 / 0.50 / -1.0%
tpch_q21/datafusion:vortex-file-compressed	173151972 / 175547370 / -1.4%	233601157 / 236141489 / -1.1%	0.74 / 0.74 / -0.3%
tpch_q22/datafusion:vortex-file-compressed	24983335 / 25265192 / -1.1%	55070180 / 55136271 / -0.1%	0.45 / 0.46 / -1.0%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	84047290 / 84757988 / -0.8%	131770846 / 133731002 / -1.5%	0.64 / 0.63 / +0.6%
tpch_q02/datafusion:parquet	172656100 / 173185246 / -0.3%	196114688 / 200529425 / -2.2%	0.88 / 0.86 / +1.9%
tpch_q03/datafusion:parquet	135497619 / 136238179 / -0.5%	190395269 / 189349890 / +0.6%	0.71 / 0.72 / -1.1%
tpch_q04/datafusion:parquet	56536281 / 56960291 / -0.7%	101233496 / 100442903 / +0.8%	0.56 / 0.57 / -1.5%
tpch_q05/datafusion:parquet	170654196 / 171365237 / -0.4%	233927986 / 237250275 / -1.4%	0.73 / 0.72 / +1.0%
tpch_q06/datafusion:parquet	36018267 / 36362516 / -0.9%	80986690 / 80262386 / +0.9%	0.44 / 0.45 / -1.8%
tpch_q07/datafusion:parquet	217209050 / 218441076 / -0.6%	273155480 / 277324410 / -1.5%	0.80 / 0.79 / +1.0%
tpch_q08/datafusion:parquet	221959684 / 223513914 / -0.7%	289773199 / 293561803 / -1.3%	0.77 / 0.76 / +0.6%
tpch_q09/datafusion:parquet	310731118 / 313222892 / -0.8%	376510607 / 378338369 / -0.5%	0.83 / 0.83 / -0.3%
tpch_q10/datafusion:parquet	386972097 / 392554102 / -1.4%	464885701 / 450361552 / +3.2%	0.83 / 0.87 / -4.5%
tpch_q11/datafusion:parquet	125124864 / 124963789 / +0.1%	153893611 / 153532666 / +0.2%	0.81 / 0.81 / -0.1%
tpch_q12/datafusion:parquet	81383389 / 82155400 / -0.9%	126810534 / 128953792 / -1.7%	0.64 / 0.64 / +0.7%
tpch_q13/datafusion:parquet	218535172 / 219372155 / -0.4%	248588860 / 252591728 / -1.6%	0.88 / 0.87 / +1.2%
tpch_q14/datafusion:parquet	84243523 / 84975560 / -0.9%	193068780 / 195246176 / -1.1%	0.44 / 0.44 / +0.3%
tpch_q15/datafusion:parquet	103955038 / 105272684 / -1.3%	157890965 / 161596761 / -2.3%	0.66 / 0.65 / +1.1%
tpch_q16/datafusion:parquet	94859596 / 95595972 / -0.8%	118996328 / 124484069 / -4.4%	0.80 / 0.77 / +3.8%
tpch_q17/datafusion:parquet	207084804 / 209985594 / -1.4%	264400738 / 266790292 / -0.9%	0.78 / 0.79 / -0.5%
tpch_q18/datafusion:parquet	274629144 / 278733373 / -1.5%	323687474 / 327743516 / -1.2%	0.85 / 0.85 / -0.2%
tpch_q19/datafusion:parquet	104768298 / 105728160 / -0.9%	177218709 / 168834386 / +5.0%	0.59 / 0.63 / -5.6%
tpch_q20/datafusion:parquet	184247120 / 185545416 / -0.7%	244668972 / 242194211 / +1.0%	0.75 / 0.77 / -1.7%
tpch_q21/datafusion:parquet	241905738 / 243619893 / -0.7%	313605691 / 322884349 / -2.9%	0.77 / 0.75 / +2.2%
tpch_q22/datafusion:parquet	191350699 / 192942898 / -0.8%	216512228 / 219473919 / -1.3%	0.88 / 0.88 / +0.5%

duckdb / vortex-file-compressed / ns (0.993x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	42626169 / 42501746 / +0.3%	81841737 / 79363470 / +3.1%	0.52 / 0.54 / -2.7%
tpch_q02/duckdb:vortex-file-compressed	28968495 / 29442794 / -1.6%	44093056 / 45428210 / -2.9%	0.66 / 0.65 / +1.4%
tpch_q03/duckdb:vortex-file-compressed	57305369 / 57426138 / -0.2%	109307021 / 110984059 / -1.5%	0.52 / 0.52 / +1.3%
tpch_q04/duckdb:vortex-file-compressed	52843809 / 52725007 / +0.2%	94473120 / 93393735 / +1.2%	0.56 / 0.56 / -0.9%
tpch_q05/duckdb:vortex-file-compressed	71121816 / 72974104 / -2.5%	119901654 / 121235719 / -1.1%	0.59 / 0.60 / -1.5%
tpch_q06/duckdb:vortex-file-compressed	19200408 / 19391799 / -1.0%	63105241 / 66453325 / -5.0%	0.30 / 0.29 / +4.3%
tpch_q07/duckdb:vortex-file-compressed	58049853 / 58424133 / -0.6%	122565268 / 125861787 / -2.6%	0.47 / 0.46 / +2.0%
tpch_q08/duckdb:vortex-file-compressed	88948958 / 89874262 / -1.0%	142720723 / 142494205 / +0.2%	0.62 / 0.63 / -1.2%
tpch_q09/duckdb:vortex-file-compressed	107071037 / 107265265 / -0.2%	170860368 / 180395590 / -5.3%	0.63 / 0.59 / +5.4%
tpch_q10/duckdb:vortex-file-compressed	100190164 / 99088373 / +1.1%	159589280 / 154067195 / +3.6%	0.63 / 0.64 / -2.4%
tpch_q11/duckdb:vortex-file-compressed	14701955 / 14910262 / -1.4%	29320231 / 27991567 / +4.7%	0.50 / 0.53 / -5.9%
tpch_q12/duckdb:vortex-file-compressed	56994944 / 57295354 / -0.5%	103149734 / 104718422 / -1.5%	0.55 / 0.55 / +1.0%
tpch_q13/duckdb:vortex-file-compressed	76770914 / 77463335 / -0.9%	104706284 / 103633373 / +1.0%	0.73 / 0.75 / -1.9%
tpch_q14/duckdb:vortex-file-compressed	31299400 / 31517933 / -0.7%	78745745 / 76721100 / +2.6%	0.40 / 0.41 / -3.2%
tpch_q15/duckdb:vortex-file-compressed	26607822 / 26602946 / +0.0%	72020435 / 72607139 / -0.8%	0.37 / 0.37 / +0.8%
tpch_q16/duckdb:vortex-file-compressed	52530262 / 51590447 / +1.8%	61689410 / 63192755 / -2.4%	0.85 / 0.82 / +4.3%
tpch_q17/duckdb:vortex-file-compressed	43822424 / 44133726 / -0.7%	85985581 / 84842851 / +1.3%	0.51 / 0.52 / -2.0%
tpch_q18/duckdb:vortex-file-compressed	99264655 / 103015968 / -3.6%	131969355 / 130230908 / +1.3%	0.75 / 0.79 / -4.9%
tpch_q19/duckdb:vortex-file-compressed	31896645 / 31608049 / +0.9%	89824096 / 86969644 / +3.3%	0.36 / 0.36 / -2.3%
tpch_q20/duckdb:vortex-file-compressed	47311085 / 47926257 / -1.3%	103340105 / 103159689 / +0.2%	0.46 / 0.46 / -1.5%
tpch_q21/duckdb:vortex-file-compressed	103267148 / 104037089 / -0.7%	156089250 / 155125511 / +0.6%	0.66 / 0.67 / -1.4%
tpch_q22/duckdb:vortex-file-compressed	35092041 / 35738635 / -1.8%	55625353 / 54119579 / +2.8%	0.63 / 0.66 / -4.5%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	72426552 / 72736661 / -0.4%	98859146 / 95397636 / +3.6%	0.73 / 0.76 / -3.9%
tpch_q02/duckdb:parquet	104971555 / 105971513 / -0.9%	115551436 / 117828072 / -1.9%	0.91 / 0.90 / +1.0%
tpch_q03/duckdb:parquet	120201982 / 120011080 / +0.2%	159795485 / 158217460 / +1.0%	0.75 / 0.76 / -0.8%
tpch_q04/duckdb:parquet	84090519 / 86233931 / -2.5%	112118966 / 110599885 / +1.4%	0.75 / 0.78 / -3.8%
tpch_q05/duckdb:parquet	148918206 / 150046723 / -0.8%	190408071 / 187165914 / +1.7%	0.78 / 0.80 / -2.4%
tpch_q06/duckdb:parquet	40606453 / 40925022 / -0.8%	70189071 / 69822215 / +0.5%	0.58 / 0.59 / -1.3%
tpch_q07/duckdb:parquet	121403888 / 121463161 / -0.0%	160306457 / 160736686 / -0.3%	0.76 / 0.76 / +0.2%
tpch_q08/duckdb:parquet	178567113 / 177025058 / +0.9%	231971233 / 221299585 / +4.8%	0.77 / 0.80 / -3.8%
tpch_q09/duckdb:parquet	284274844 / 285724350 / -0.5%	338764695 / 334673638 / +1.2%	0.84 / 0.85 / -1.7%
tpch_q10/duckdb:parquet	531093757 / 533686444 / -0.5%	567152316 / 567408419 / -0.0%	0.94 / 0.94 / -0.4%
tpch_q11/duckdb:parquet	50751086 / 51091665 / -0.7%	58988851 / 60451018 / -2.4%	0.86 / 0.85 / +1.8%
tpch_q12/duckdb:parquet	77491711 / 78189606 / -0.9%	103912830 / 101137702 / +2.7%	0.75 / 0.77 / -3.5%
tpch_q13/duckdb:parquet	351274194 / 352252173 / -0.3%	368628660 / 368336059 / +0.1%	0.95 / 0.96 / -0.4%
tpch_q14/duckdb:parquet	117641835 / 119079136 / -1.2%	163235195 / 166198916 / -1.8%	0.72 / 0.72 / +0.6%
tpch_q15/duckdb:parquet	71510101 / 71844243 / -0.5%	105022077 / 102535260 / +2.4%	0.68 / 0.70 / -2.8%
tpch_q16/duckdb:parquet	114644939 / 114576795 / +0.1%	122606862 / 122690345 / -0.1%	0.94 / 0.93 / +0.1%
tpch_q17/duckdb:parquet	98820471 / 99730469 / -0.9%	145670606 / 138921413 / +4.9%	0.68 / 0.72 / -5.5%
tpch_q18/duckdb:parquet	166355219 / 165030090 / +0.8%	182800499 / 188288221 / -2.9%	0.91 / 0.88 / +3.8%
tpch_q19/duckdb:parquet	113407646 / 114518424 / -1.0%	165965540 / 156587640 / +6.0%	0.68 / 0.73 / -6.6%
tpch_q20/duckdb:parquet	179591405 / 180187944 / -0.3%	221820219 / 222210440 / -0.2%	0.81 / 0.81 / -0.2%
tpch_q21/duckdb:parquet	194585141 / 195369890 / -0.4%	226909751 / 226368884 / +0.2%	0.86 / 0.86 / -0.6%
tpch_q22/duckdb:parquet	288116479 / 289284753 / -0.4%	304836975 / 304591293 / +0.1%	0.95 / 0.95 / -0.5%

No file size changes detected.

github-actions · 2026-10-23T14:27:29Z

Benchmarks: TPC-H SF=1 on S3 📖

Commits: PR 84d8584c vs base 86d28450
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +3.6%
Engines: DataFusion No clear signal (+7.8%, environment too noisy confidence) · DuckDB No clear signal (-0.4%, environment too noisy confidence)
Vortex (geomean): hot 1.045x ➖ · cold 0.977x ➖
Parquet (geomean): hot 1.008x ➖ · cold 1.024x ➖
Shifts: Parquet (control) +0.8% · Median polish +2.6%

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 (1.082x ➖, 0↑ 4↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	206134066 / 229289188 / -10.1%	1069133376 / 889500560 / +20.2%	0.19 / 0.26 / -25.2%
tpch_q02/datafusion:vortex-file-compressed	594497938 / 396853211 / +49.8% 🔴	581464402 / 728624363 / -20.2%	1.02 / 0.54 / +87.7%
tpch_q03/datafusion:vortex-file-compressed	373373088 / 358876241 / +4.0%	968889552 / 971879568 / -0.3%	0.39 / 0.37 / +4.4%
tpch_q04/datafusion:vortex-file-compressed	225247976 / 240961942 / -6.5%	417204082 / 433865292 / -3.8%	0.54 / 0.56 / -2.8%
tpch_q05/datafusion:vortex-file-compressed	421089749 / 577801679 / -27.1%	660632433 / 645735619 / +2.3%	0.64 / 0.89 / -28.8%
tpch_q06/datafusion:vortex-file-compressed	360514433 / 272832221 / +32.1% 🔴	440939276 / 391591041 / +12.6%	0.82 / 0.70 / +17.3%
tpch_q07/datafusion:vortex-file-compressed	387451798 / 411993851 / -6.0%	615526610 / 533053584 / +15.5%	0.63 / 0.77 / -18.6%
tpch_q08/datafusion:vortex-file-compressed	522071985 / 498411755 / +4.7%	670001359 / 674308603 / -0.6%	0.78 / 0.74 / +5.4%
tpch_q09/datafusion:vortex-file-compressed	523965606 / 484122704 / +8.2%	744254420 / 585706004 / +27.1%	0.70 / 0.83 / -14.8%
tpch_q10/datafusion:vortex-file-compressed	410330676 / 388256512 / +5.7%	641277902 / 517264335 / +24.0%	0.64 / 0.75 / -14.8%
tpch_q11/datafusion:vortex-file-compressed	296935993 / 293935643 / +1.0%	416283813 / 398210614 / +4.5%	0.71 / 0.74 / -3.4%
tpch_q12/datafusion:vortex-file-compressed	381516364 / 381118814 / +0.1%	632516166 / 561125194 / +12.7%	0.60 / 0.68 / -11.2%
tpch_q13/datafusion:vortex-file-compressed	127260114 / 147445591 / -13.7%	336855391 / 450138181 / -25.2%	0.38 / 0.33 / +15.3%
tpch_q14/datafusion:vortex-file-compressed	347458971 / 190240521 / +82.6% 🔴	657302346 / 351372885 / +87.1% 🔴	0.53 / 0.54 / -2.4%
tpch_q15/datafusion:vortex-file-compressed	379152987 / 353228111 / +7.3%	579276863 / 553781146 / +4.6%	0.65 / 0.64 / +2.6%
tpch_q16/datafusion:vortex-file-compressed	169986241 / 136111389 / +24.9%	330221921 / 288872661 / +14.3%	0.51 / 0.47 / +9.2%
tpch_q17/datafusion:vortex-file-compressed	416746082 / 342611397 / +21.6%	559414066 / 491384587 / +13.8%	0.74 / 0.70 / +6.8%
tpch_q18/datafusion:vortex-file-compressed	322591135 / 322317661 / +0.1%	493185722 / 484380641 / +1.8%	0.65 / 0.67 / -1.7%
tpch_q19/datafusion:vortex-file-compressed	373075126 / 368563176 / +1.2%	531361551 / 507122440 / +4.8%	0.70 / 0.73 / -3.4%
tpch_q20/datafusion:vortex-file-compressed	322473576 / 322992883 / -0.2%	522050457 / 494808570 / +5.5%	0.62 / 0.65 / -5.4%
tpch_q21/datafusion:vortex-file-compressed	702087871 / 489628113 / +43.4% 🔴	761296080 / 628026743 / +21.2%	0.92 / 0.78 / +18.3%
tpch_q22/datafusion:vortex-file-compressed	170769178 / 160837178 / +6.2%	378209908 / 364869747 / +3.7%	0.45 / 0.44 / +2.4%

datafusion / parquet / ns (1.004x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	184668804 / 170609578 / +8.2%	781108451 / 509941777 / +53.2% 🔴	0.24 / 0.33 / -29.3%
tpch_q02/datafusion:parquet	306237598 / 369173435 / -17.0%	599914374 / 642300318 / -6.6%	0.51 / 0.57 / -11.2%
tpch_q03/datafusion:parquet	287819144 / 250909194 / +14.7%	701038922 / 720222925 / -2.7%	0.41 / 0.35 / +17.8%
tpch_q04/datafusion:parquet	162953205 / 208747262 / -21.9%	427591135 / 438656446 / -2.5%	0.38 / 0.48 / -19.9%
tpch_q05/datafusion:parquet	377185541 / 356315389 / +5.9%	474835416 / 464853868 / +2.1%	0.79 / 0.77 / +3.6%
tpch_q06/datafusion:parquet	129370987 / 194652541 / -33.5% 🟢	255023531 / 325131706 / -21.6%	0.51 / 0.60 / -15.3%
tpch_q07/datafusion:parquet	373587887 / 376980473 / -0.9%	490148281 / 532786676 / -8.0%	0.76 / 0.71 / +7.7%
tpch_q08/datafusion:parquet	492262692 / 462493231 / +6.4%	630534415 / 518412052 / +21.6%	0.78 / 0.89 / -12.5%
tpch_q09/datafusion:parquet	467182051 / 429757248 / +8.7%	844086042 / 725293464 / +16.4%	0.55 / 0.59 / -6.6%
tpch_q10/datafusion:parquet	335024750 / 328188336 / +2.1%	448320500 / 456690300 / -1.8%	0.75 / 0.72 / +4.0%
tpch_q11/datafusion:parquet	252781242 / 256757797 / -1.5%	402564617 / 367216333 / +9.6%	0.63 / 0.70 / -10.2%
tpch_q12/datafusion:parquet	234272653 / 181528402 / +29.1%	415559735 / 402857212 / +3.2%	0.56 / 0.45 / +25.1%
tpch_q13/datafusion:parquet	375895552 / 370164150 / +1.5%	595329379 / 482455760 / +23.4%	0.63 / 0.77 / -17.7%
tpch_q14/datafusion:parquet	150929810 / 148164852 / +1.9%	300967164 / 253501907 / +18.7%	0.50 / 0.58 / -14.2%
tpch_q15/datafusion:parquet	352288592 / 339586127 / +3.7%	517406673 / 504036139 / +2.7%	0.68 / 0.67 / +1.1%
tpch_q16/datafusion:parquet	107813818 / 104557700 / +3.1%	215649792 / 196406107 / +9.8%	0.50 / 0.53 / -6.1%
tpch_q17/datafusion:parquet	317968543 / 278307727 / +14.3%	441257533 / 421288313 / +4.7%	0.72 / 0.66 / +9.1%
tpch_q18/datafusion:parquet	398224368 / 370720806 / +7.4%	794489994 / 556627855 / +42.7% 🔴	0.50 / 0.67 / -24.7%
tpch_q19/datafusion:parquet	172327751 / 170006136 / +1.4%	329578938 / 303433460 / +8.6%	0.52 / 0.56 / -6.7%
tpch_q20/datafusion:parquet	260803414 / 281855287 / -7.5%	404751419 / 346346895 / +16.9%	0.64 / 0.81 / -20.8%
tpch_q21/datafusion:parquet	351486867 / 354643848 / -0.9%	498623521 / 479808548 / +3.9%	0.70 / 0.74 / -4.6%
tpch_q22/datafusion:parquet	173404908 / 168638354 / +2.8%	328189500 / 356306752 / -7.9%	0.53 / 0.47 / +11.6%

duckdb / vortex-file-compressed / ns (1.009x ➖, 1↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	196449153 / 198256707 / -0.9%	293483613 / 316333376 / -7.2%	0.67 / 0.63 / +6.8%
tpch_q02/duckdb:vortex-file-compressed	232309461 / 228577667 / +1.6%	249615103 / 254795563 / -2.0%	0.93 / 0.90 / +3.7%
tpch_q03/duckdb:vortex-file-compressed	401893419 / 502657914 / -20.0%	467832187 / 527943427 / -11.4%	0.86 / 0.95 / -9.8%
tpch_q04/duckdb:vortex-file-compressed	254297254 / 325860909 / -22.0%	265657550 / 266827796 / -0.4%	0.96 / 1.22 / -21.6%
tpch_q05/duckdb:vortex-file-compressed	387736784 / 391736883 / -1.0%	430466669 / 484468133 / -11.1%	0.90 / 0.81 / +11.4%
tpch_q06/duckdb:vortex-file-compressed	401396063 / 300788624 / +33.4% 🔴	310548124 / 300026123 / +3.5%	1.29 / 1.00 / +28.9%
tpch_q07/duckdb:vortex-file-compressed	335888571 / 310010961 / +8.3%	355172364 / 325014422 / +9.3%	0.95 / 0.95 / -0.9%
tpch_q08/duckdb:vortex-file-compressed	466971260 / 458002924 / +2.0%	683442746 / 516967942 / +32.2% 🔴	0.68 / 0.89 / -22.9%
tpch_q09/duckdb:vortex-file-compressed	453911037 / 369422991 / +22.9%	501231486 / 819480539 / -38.8% 🟢	0.91 / 0.45 / +100.9%
tpch_q10/duckdb:vortex-file-compressed	419759338 / 409368956 / +2.5%	440712083 / 573775695 / -23.2%	0.95 / 0.71 / +33.5%
tpch_q11/duckdb:vortex-file-compressed	204773503 / 172808157 / +18.5%	223178433 / 238785072 / -6.5%	0.92 / 0.72 / +26.8%
tpch_q12/duckdb:vortex-file-compressed	481587009 / 480487619 / +0.2%	527028011 / 780808561 / -32.5% 🟢	0.91 / 0.62 / +48.5%
tpch_q13/duckdb:vortex-file-compressed	157205023 / 148915362 / +5.6%	163261885 / 180010430 / -9.3%	0.96 / 0.83 / +16.4%
tpch_q14/duckdb:vortex-file-compressed	178057345 / 173706470 / +2.5%	262650684 / 234911443 / +11.8%	0.68 / 0.74 / -8.3%
tpch_q15/duckdb:vortex-file-compressed	187164818 / 179603891 / +4.2%	196352233 / 250785007 / -21.7%	0.95 / 0.72 / +33.1%
tpch_q16/duckdb:vortex-file-compressed	152454260 / 137723941 / +10.7%	140435072 / 235635727 / -40.4% 🟢	1.09 / 0.58 / +85.7%
tpch_q17/duckdb:vortex-file-compressed	351958526 / 325893435 / +8.0%	328133738 / 301887474 / +8.7%	1.07 / 1.08 / -0.6%
tpch_q18/duckdb:vortex-file-compressed	291991108 / 275689476 / +5.9%	412512326 / 308764570 / +33.6% 🔴	0.71 / 0.89 / -20.7%
tpch_q19/duckdb:vortex-file-compressed	367769490 / 361572928 / +1.7%	406220339 / 461797596 / -12.0%	0.91 / 0.78 / +15.6%
tpch_q20/duckdb:vortex-file-compressed	348201987 / 371243917 / -6.2%	419617439 / 665197037 / -36.9% 🟢	0.83 / 0.56 / +48.7%
tpch_q21/duckdb:vortex-file-compressed	609280790 / 517191781 / +17.8%	601564601 / 580826325 / +3.6%	1.01 / 0.89 / +13.7%
tpch_q22/duckdb:vortex-file-compressed	162044076 / 295255667 / -45.1% 🟢	179810191 / 385179048 / -53.3% 🟢	0.90 / 0.77 / +17.6%

duckdb / parquet / ns (1.013x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	176101167 / 205533124 / -14.3%	235399271 / 270188864 / -12.9%	0.75 / 0.76 / -1.7%
tpch_q02/duckdb:parquet	347918338 / 342566927 / +1.6%	330707399 / 382192393 / -13.5%	1.05 / 0.90 / +17.4%
tpch_q03/duckdb:parquet	397949418 / 414933262 / -4.1%	472705240 / 472165687 / +0.1%	0.84 / 0.88 / -4.2%
tpch_q04/duckdb:parquet	389852760 / 338472552 / +15.2%	420322970 / 446903202 / -5.9%	0.93 / 0.76 / +22.5%
tpch_q05/duckdb:parquet	542643949 / 481090197 / +12.8%	731902732 / 599298434 / +22.1%	0.74 / 0.80 / -7.6%
tpch_q06/duckdb:parquet	143445563 / 161321926 / -11.1%	180915694 / 203188358 / -11.0%	0.79 / 0.79 / -0.1%
tpch_q07/duckdb:parquet	442264624 / 491347411 / -10.0%	487380980 / 630711649 / -22.7%	0.91 / 0.78 / +16.5%
tpch_q08/duckdb:parquet	666604087 / 619559458 / +7.6%	618686985 / 634504991 / -2.5%	1.08 / 0.98 / +10.3%
tpch_q09/duckdb:parquet	536333256 / 551206603 / -2.7%	591202745 / 641340035 / -7.8%	0.91 / 0.86 / +5.6%
tpch_q10/duckdb:parquet	548712405 / 535807167 / +2.4%	672187511 / 580069841 / +15.9%	0.82 / 0.92 / -11.6%
tpch_q11/duckdb:parquet	227563314 / 250377879 / -9.1%	275579147 / 249025265 / +10.7%	0.83 / 1.01 / -17.9%
tpch_q12/duckdb:parquet	279640477 / 241373543 / +15.9%	286340003 / 357783251 / -20.0%	0.98 / 0.67 / +44.8%
tpch_q13/duckdb:parquet	440434449 / 440725564 / -0.1%	487105039 / 493557699 / -1.3%	0.90 / 0.89 / +1.3%
tpch_q14/duckdb:parquet	275242654 / 271404494 / +1.4%	302297189 / 306259955 / -1.3%	0.91 / 0.89 / +2.7%
tpch_q15/duckdb:parquet	200738418 / 184348752 / +8.9%	240791289 / 246434691 / -2.3%	0.83 / 0.75 / +11.4%
tpch_q16/duckdb:parquet	262151915 / 275488041 / -4.8%	290583728 / 322706734 / -10.0%	0.90 / 0.85 / +5.7%
tpch_q17/duckdb:parquet	265909906 / 299017714 / -11.1%	359960707 / 308963730 / +16.5%	0.74 / 0.97 / -23.7%
tpch_q18/duckdb:parquet	403473793 / 343993931 / +17.3%	496957136 / 384025760 / +29.4%	0.81 / 0.90 / -9.4%
tpch_q19/duckdb:parquet	281277262 / 245021947 / +14.8%	345506854 / 362914584 / -4.8%	0.81 / 0.68 / +20.6%
tpch_q20/duckdb:parquet	491866406 / 428775213 / +14.7%	613339339 / 528532095 / +16.0%	0.80 / 0.81 / -1.1%
tpch_q21/duckdb:parquet	472246102 / 462641027 / +2.1%	538503476 / 528142766 / +2.0%	0.88 / 0.88 / +0.1%
tpch_q22/duckdb:parquet	256761208 / 279245782 / -8.1%	253841121 / 333155336 / -23.8%	1.01 / 0.84 / +20.7%

github-actions · 2026-10-23T14:31:31Z

Benchmarks: PolarSignals Profiling 📖

Commits: PR 84d8584c vs base 86d28450
Vortex (geomean): hot 1.004x ➖ · cold 0.970x ➖

datafusion / vortex-file-compressed / ns (1.004x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
polarsignals_q00/datafusion:vortex-file-compressed	44957162 / 44976210 / -0.0%	84850631 / 91186197 / -6.9%	0.53 / 0.49 / +7.4%
polarsignals_q01/datafusion:vortex-file-compressed	50609735 / 50523070 / +0.2%	109584992 / 115046524 / -4.7%	0.46 / 0.44 / +5.2%
polarsignals_q02/datafusion:vortex-file-compressed	43953523 / 43643639 / +0.7%	84864530 / 87378900 / -2.9%	0.52 / 0.50 / +3.7%
polarsignals_q03/datafusion:vortex-file-compressed	54756716 / 55144216 / -0.7%	114466848 / 127484009 / -10.2% 🟢	0.48 / 0.43 / +10.6%
polarsignals_q04/datafusion:vortex-file-compressed	9490712 / 9469322 / +0.2%	46915666 / 47327709 / -0.9%	0.20 / 0.20 / +1.1%
polarsignals_q05/datafusion:vortex-file-compressed	11921841 / 11757546 / +1.4%	51691741 / 50503249 / +2.4%	0.23 / 0.23 / -0.9%
polarsignals_q06/datafusion:vortex-file-compressed	23335824 / 23591748 / -1.1%	62947114 / 66656017 / -5.6%	0.37 / 0.35 / +4.7%
polarsignals_q07/datafusion:vortex-file-compressed	11177988 / 11126884 / +0.5%	49831290 / 50476307 / -1.3%	0.22 / 0.22 / +1.8%
polarsignals_q08/datafusion:vortex-file-compressed	97920030 / 98785365 / -0.9%	160960267 / 166042073 / -3.1%	0.61 / 0.59 / +2.3%
polarsignals_q09/datafusion:vortex-file-compressed	10165949 / 9780125 / +3.9%	49061595 / 47181052 / +4.0%	0.21 / 0.21 / -0.0%

No file size changes detected.

github-actions · 2026-10-23T14:35:43Z

Benchmarks: TPC-DS SF=1 on NVME 📖

Commits: PR 84d8584c vs base 86d28450
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.2%
Engines: DataFusion No clear signal (-0.2%, low confidence) · DuckDB No clear signal (-0.2%, low confidence)
Vortex (geomean): hot 1.000x ➖ · cold 0.998x ➖
Parquet (geomean): hot 1.002x ➖ · cold 0.996x ➖
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 (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	24653248 / 24687290 / -0.1%	44121838 / 43212295 / +2.1%	0.56 / 0.57 / -2.2%
tpcds_q02/datafusion:vortex-file-compressed	46751133 / 47300606 / -1.2%	64830297 / 65444814 / -0.9%	0.72 / 0.72 / -0.2%
tpcds_q03/datafusion:vortex-file-compressed	11630944 / 11597571 / +0.3%	28860408 / 28756641 / +0.4%	0.40 / 0.40 / -0.1%
tpcds_q04/datafusion:vortex-file-compressed	122197284 / 124301298 / -1.7%	153584224 / 156674489 / -2.0%	0.80 / 0.79 / +0.3%
tpcds_q05/datafusion:vortex-file-compressed	59073933 / 59557491 / -0.8%	80224395 / 82443589 / -2.7%	0.74 / 0.72 / +1.9%
tpcds_q06/datafusion:vortex-file-compressed	22732946 / 22671258 / +0.3%	46674465 / 45617718 / +2.3%	0.49 / 0.50 / -2.0%
tpcds_q07/datafusion:vortex-file-compressed	31688333 / 31749328 / -0.2%	53204915 / 55598612 / -4.3%	0.60 / 0.57 / +4.3%
tpcds_q08/datafusion:vortex-file-compressed	24211380 / 24445854 / -1.0%	43639641 / 43434157 / +0.5%	0.55 / 0.56 / -1.4%
tpcds_q09/datafusion:vortex-file-compressed	16806448 / 17096207 / -1.7%	35943781 / 35426870 / +1.5%	0.47 / 0.48 / -3.1%
tpcds_q10/datafusion:vortex-file-compressed	27259796 / 27279060 / -0.1%	49140224 / 49507305 / -0.7%	0.55 / 0.55 / +0.7%
tpcds_q11/datafusion:vortex-file-compressed	64598330 / 64502962 / +0.1%	91667229 / 92254330 / -0.6%	0.70 / 0.70 / +0.8%
tpcds_q12/datafusion:vortex-file-compressed	16604960 / 16452993 / +0.9%	32811994 / 32790355 / +0.1%	0.51 / 0.50 / +0.9%
tpcds_q13/datafusion:vortex-file-compressed	32151215 / 32083721 / +0.2%	56927854 / 56603339 / +0.6%	0.56 / 0.57 / -0.4%
tpcds_q14/datafusion:vortex-file-compressed	495741314 / 494314830 / +0.3%	559149096 / 556185179 / +0.5%	0.89 / 0.89 / -0.2%
tpcds_q15/datafusion:vortex-file-compressed	15371606 / 15636116 / -1.7%	35468259 / 35974847 / -1.4%	0.43 / 0.43 / -0.3%
tpcds_q16/datafusion:vortex-file-compressed	19765202 / 19967354 / -1.0%	39540976 / 39295280 / +0.6%	0.50 / 0.51 / -1.6%
tpcds_q17/datafusion:vortex-file-compressed	51726958 / 56226692 / -8.0%	75439813 / 82604859 / -8.7%	0.69 / 0.68 / +0.7%
tpcds_q18/datafusion:vortex-file-compressed	68271672 / 67205628 / +1.6%	95303698 / 91574755 / +4.1%	0.72 / 0.73 / -2.4%
tpcds_q19/datafusion:vortex-file-compressed	17064830 / 17261219 / -1.1%	38659325 / 38802079 / -0.4%	0.44 / 0.44 / -0.8%
tpcds_q20/datafusion:vortex-file-compressed	18094247 / 17405819 / +4.0%	35188402 / 33692143 / +4.4%	0.51 / 0.52 / -0.5%
tpcds_q21/datafusion:vortex-file-compressed	15678981 / 15853820 / -1.1%	39216464 / 40650267 / -3.5%	0.40 / 0.39 / +2.5%
tpcds_q22/datafusion:vortex-file-compressed	58123508 / 58181508 / -0.1%	80124894 / 80371009 / -0.3%	0.73 / 0.72 / +0.2%
tpcds_q23/datafusion:vortex-file-compressed	71474790 / 70805574 / +0.9%	102390341 / 97353214 / +5.2%	0.70 / 0.73 / -4.0%
tpcds_q24/datafusion:vortex-file-compressed	67626495 / 67747830 / -0.2%	89529097 / 90788304 / -1.4%	0.76 / 0.75 / +1.2%
tpcds_q25/datafusion:vortex-file-compressed	53242205 / 53866747 / -1.2%	77209842 / 72130007 / +7.0%	0.69 / 0.75 / -7.7%
tpcds_q26/datafusion:vortex-file-compressed	30367048 / 30609699 / -0.8%	52268038 / 51095013 / +2.3%	0.58 / 0.60 / -3.0%
tpcds_q27/datafusion:vortex-file-compressed	65231643 / 60981780 / +7.0%	85779332 / 91235665 / -6.0%	0.76 / 0.67 / +13.8%
tpcds_q28/datafusion:vortex-file-compressed	18251394 / 17664228 / +3.3%	39613857 / 37995715 / +4.3%	0.46 / 0.46 / -0.9%
tpcds_q29/datafusion:vortex-file-compressed	54403390 / 51726623 / +5.2%	77401613 / 74858910 / +3.4%	0.70 / 0.69 / +1.7%
tpcds_q30/datafusion:vortex-file-compressed	27483662 / 26745166 / +2.8%	45771478 / 47953928 / -4.6%	0.60 / 0.56 / +7.7%
tpcds_q31/datafusion:vortex-file-compressed	58982990 / 58739718 / +0.4%	83566324 / 82740033 / +1.0%	0.71 / 0.71 / -0.6%
tpcds_q32/datafusion:vortex-file-compressed	13584970 / 13449827 / +1.0%	32608315 / 31383943 / +3.9%	0.42 / 0.43 / -2.8%
tpcds_q33/datafusion:vortex-file-compressed	27964808 / 27276628 / +2.5%	51487081 / 51420106 / +0.1%	0.54 / 0.53 / +2.4%
tpcds_q34/datafusion:vortex-file-compressed	17179438 / 17482892 / -1.7%	35881434 / 36522425 / -1.8%	0.48 / 0.48 / +0.0%
tpcds_q35/datafusion:vortex-file-compressed	34540902 / 34143028 / +1.2%	56699804 / 59259552 / -4.3%	0.61 / 0.58 / +5.7%
tpcds_q36/datafusion:vortex-file-compressed	47892554 / 47269735 / +1.3%	70824828 / 70219562 / +0.9%	0.68 / 0.67 / +0.5%
tpcds_q37/datafusion:vortex-file-compressed	12561192 / 12307852 / +2.1%	34646517 / 38917924 / -11.0% 🟢	0.36 / 0.32 / +14.6%
tpcds_q38/datafusion:vortex-file-compressed	29508046 / 29449669 / +0.2%	50894092 / 51051161 / -0.3%	0.58 / 0.58 / +0.5%
tpcds_q39/datafusion:vortex-file-compressed	60727248 / 62663240 / -3.1%	90477742 / 91436954 / -1.0%	0.67 / 0.69 / -2.1%
tpcds_q40/datafusion:vortex-file-compressed	24277705 / 24129724 / +0.6%	45286292 / 44949982 / +0.7%	0.54 / 0.54 / -0.1%
tpcds_q41/datafusion:vortex-file-compressed	17424020 / 17208380 / +1.3%	31663529 / 32243347 / -1.8%	0.55 / 0.53 / +3.1%
tpcds_q42/datafusion:vortex-file-compressed	11281853 / 11434566 / -1.3%	26990554 / 26880883 / +0.4%	0.42 / 0.43 / -1.7%
tpcds_q43/datafusion:vortex-file-compressed	13236597 / 12905462 / +2.6%	30832387 / 30936184 / -0.3%	0.43 / 0.42 / +2.9%
tpcds_q44/datafusion:vortex-file-compressed	25386058 / 26200804 / -3.1%	49688870 / 48958020 / +1.5%	0.51 / 0.54 / -4.5%
tpcds_q45/datafusion:vortex-file-compressed	18128255 / 18212030 / -0.5%	37560954 / 38164994 / -1.6%	0.48 / 0.48 / +1.1%
tpcds_q46/datafusion:vortex-file-compressed	22899090 / 22995070 / -0.4%	46456403 / 46538121 / -0.2%	0.49 / 0.49 / -0.2%
tpcds_q47/datafusion:vortex-file-compressed	77754431 / 77530782 / +0.3%	109122756 / 105920984 / +3.0%	0.71 / 0.73 / -2.7%
tpcds_q48/datafusion:vortex-file-compressed	29596990 / 29554059 / +0.1%	51675286 / 52947799 / -2.4%	0.57 / 0.56 / +2.6%
tpcds_q49/datafusion:vortex-file-compressed	60509738 / 57130593 / +5.9%	82107271 / 81395377 / +0.9%	0.74 / 0.70 / +5.0%
tpcds_q50/datafusion:vortex-file-compressed	32210166 / 32432821 / -0.7%	53094867 / 54640824 / -2.8%	0.61 / 0.59 / +2.2%
tpcds_q51/datafusion:vortex-file-compressed	67871098 / 67218254 / +1.0%	89272345 / 88738467 / +0.6%	0.76 / 0.76 / +0.4%
tpcds_q52/datafusion:vortex-file-compressed	11758312 / 11984244 / -1.9%	28159890 / 28276065 / -0.4%	0.42 / 0.42 / -1.5%
tpcds_q53/datafusion:vortex-file-compressed	17698301 / 17638958 / +0.3%	38190750 / 39006753 / -2.1%	0.46 / 0.45 / +2.5%
tpcds_q54/datafusion:vortex-file-compressed	33391678 / 32910616 / +1.5%	60740646 / 58142237 / +4.5%	0.55 / 0.57 / -2.9%
tpcds_q55/datafusion:vortex-file-compressed	11394674 / 11479518 / -0.7%	26880666 / 28335078 / -5.1%	0.42 / 0.41 / +4.6%
tpcds_q56/datafusion:vortex-file-compressed	27262328 / 26738644 / +2.0%	47160790 / 48659158 / -3.1%	0.58 / 0.55 / +5.2%
tpcds_q57/datafusion:vortex-file-compressed	77335070 / 76856174 / +0.6%	102973917 / 101930953 / +1.0%	0.75 / 0.75 / -0.4%
tpcds_q58/datafusion:vortex-file-compressed	`4061484` / 40969094 / -0.9%	65200651 / 66817531 / -2.4%	0.62 / 0.61 / +1.6%
tpcds_q59/datafusion:vortex-file-compressed	30816047 / 30750162 / +0.2%	52327283 / 52468683 / -0.3%	0.59 / 0.59 / +0.5%
tpcds_q60/datafusion:vortex-file-compressed	25949669 / 26762504 / -3.0%	48481076 / 48875189 / -0.8%	0.54 / 0.55 / -2.2%
tpcds_q61/datafusion:vortex-file-compressed	22753968 / 23318575 / -2.4%	45616609 / 46397915 / -1.7%	0.50 / 0.50 / -0.7%
tpcds_q62/datafusion:vortex-file-compressed	18122514 / 18124872 / -0.0%	34874359 / 34572191 / +0.9%	0.52 / 0.52 / -0.9%
tpcds_q63/datafusion:vortex-file-compressed	17678002 / 17651884 / +0.1%	37965083 / 39595544 / -4.1%	0.47 / 0.45 / +4.4%
tpcds_q64/datafusion:vortex-file-compressed	225832579 / 223930755 / +0.8%	260275733 / 266475732 / -2.3%	0.87 / 0.84 / +3.3%
tpcds_q65/datafusion:vortex-file-compressed	75075384 / 73735142 / +1.8%	95043396 / 95999369 / -1.0%	0.79 / 0.77 / +2.8%
tpcds_q66/datafusion:vortex-file-compressed	52422606 / 52353340 / +0.1%	71977269 / 72683813 / -1.0%	0.73 / 0.72 / +1.1%
tpcds_q67/datafusion:vortex-file-compressed	58095906 / 58141668 / -0.1%	87856860 / 87936927 / -0.1%	0.66 / 0.66 / +0.0%
tpcds_q68/datafusion:vortex-file-compressed	22717734 / 22632066 / +0.4%	46338750 / 45907779 / +0.9%	0.49 / 0.49 / -0.6%
tpcds_q69/datafusion:vortex-file-compressed	27672166 / 27619850 / +0.2%	50452397 / 49470559 / +2.0%	0.55 / 0.56 / -1.8%
tpcds_q70/datafusion:vortex-file-compressed	22963820 / 23080734 / -0.5%	46610512 / 46462929 / +0.3%	0.49 / 0.50 / -0.8%
tpcds_q71/datafusion:vortex-file-compressed	17518864 / 18197870 / -3.7%	38757979 / 39084799 / -0.8%	0.45 / 0.47 / -2.9%
tpcds_q72/datafusion:vortex-file-compressed	346322947 / 367523632 / -5.8%	383855672 / 381714395 / +0.6%	0.90 / 0.96 / -6.3%
tpcds_q73/datafusion:vortex-file-compressed	16255715 / 16280496 / -0.2%	37822856 / 36796407 / +2.8%	0.43 / 0.44 / -2.9%
tpcds_q74/datafusion:vortex-file-compressed	45806016 / 45139797 / +1.5%	70940394 / 73002071 / -2.8%	0.65 / 0.62 / +4.4%
tpcds_q75/datafusion:vortex-file-compressed	135712449 / 138410610 / -1.9%	164575431 / 166184200 / -1.0%	0.82 / 0.83 / -1.0%
tpcds_q76/datafusion:vortex-file-compressed	26914802 / 26330606 / +2.2%	47036435 / 46826219 / +0.4%	0.57 / 0.56 / +1.8%
tpcds_q77/datafusion:vortex-file-compressed	45529687 / 45777255 / -0.5%	66509325 / 68917662 / -3.5%	0.68 / 0.66 / +3.1%
tpcds_q78/datafusion:vortex-file-compressed	68586138 / 68641546 / -0.1%	97693058 / 97419202 / +0.3%	0.70 / 0.70 / -0.4%
tpcds_q79/datafusion:vortex-file-compressed	19760110 / 19743303 / +0.1%	42736728 / 42493861 / +0.6%	0.46 / 0.46 / -0.5%
tpcds_q80/datafusion:vortex-file-compressed	75024131 / 73892038 / +1.5%	104260295 / 108767810 / -4.1%	0.72 / 0.68 / +5.9%
tpcds_q81/datafusion:vortex-file-compressed	27652468 / 27554158 / +0.4%	44886448 / 44729321 / +0.4%	0.62 / 0.62 / +0.0%
tpcds_q82/datafusion:vortex-file-compressed	12281887 / 12050717 / +1.9%	36578875 / 36044150 / +1.5%	0.34 / 0.33 / +0.4%
tpcds_q83/datafusion:vortex-file-compressed	35590822 / 35414627 / +0.5%	56304111 / 56479346 / -0.3%	0.63 / 0.63 / +0.8%
tpcds_q84/datafusion:vortex-file-compressed	11737990 / 11632196 / +0.9%	26476470 / 27545188 / -3.9%	0.44 / 0.42 / +5.0%
tpcds_q85/datafusion:vortex-file-compressed	57106744 / 57706786 / -1.0%	82734105 / 83059676 / -0.4%	0.69 / 0.69 / -0.7%
tpcds_q86/datafusion:vortex-file-compressed	16401976 / 16575030 / -1.0%	33616456 / 33349485 / +0.8%	0.49 / 0.50 / -1.8%
tpcds_q87/datafusion:vortex-file-compressed	29531092 / 29657272 / -0.4%	50185091 / 50447374 / -0.5%	0.59 / 0.59 / +0.1%
tpcds_q88/datafusion:vortex-file-compressed	31120766 / 31836374 / -2.2%	63760283 / 64449914 / -1.1%	0.49 / 0.49 / -1.2%
tpcds_q89/datafusion:vortex-file-compressed	20854729 / 20785233 / +0.3%	41359405 / 43262790 / -4.4%	0.50 / 0.48 / +5.0%
tpcds_q90/datafusion:vortex-file-compressed	10404228 / 10390572 / +0.1%	26014637 / 25491524 / +2.1%	0.40 / 0.41 / -1.9%
tpcds_q91/datafusion:vortex-file-compressed	15526164 / 15989087 / -2.9%	37192402 / 36510084 / +1.9%	0.42 / 0.44 / -4.7%
tpcds_q92/datafusion:vortex-file-compressed	13924553 / 13483572 / +3.3%	30783398 / 30108748 / +2.2%	0.45 / 0.45 / +1.0%
tpcds_q93/datafusion:vortex-file-compressed	22343174 / 22276023 / +0.3%	42995611 / 43518847 / -1.2%	0.52 / 0.51 / +1.5%
tpcds_q94/datafusion:vortex-file-compressed	18998482 / 18921212 / +0.4%	36743096 / 38952662 / -5.7%	0.52 / 0.49 / +6.4%
tpcds_q95/datafusion:vortex-file-compressed	44989551 / 45428216 / -1.0%	63705074 / 65255944 / -2.4%	0.71 / 0.70 / +1.4%
tpcds_q96/datafusion:vortex-file-compressed	8253856 / 8525919 / -3.2%	25131749 / 25286539 / -0.6%	0.33 / 0.34 / -2.6%
tpcds_q97/datafusion:vortex-file-compressed	21230020 / 21278044 / -0.2%	41789989 / 41989025 / -0.5%	0.51 / 0.51 / +0.2%
tpcds_q98/datafusion:vortex-file-compressed	17382704 / 17208700 / +1.0%	37070589 / 37315736 / -0.7%	0.47 / 0.46 / +1.7%
tpcds_q99/datafusion:vortex-file-compressed	21187578 / 20955358 / +1.1%	37443232 / 37464745 / -0.1%	0.57 / 0.56 / +1.2%

datafusion / parquet / ns (1.002x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:parquet	42210634 / 42342319 / -0.3%	61410063 / 61257652 / +0.2%	0.69 / 0.69 / -0.6%
tpcds_q02/datafusion:parquet	55181932 / 55143505 / +0.1%	72463236 / 71476375 / +1.4%	0.76 / 0.77 / -1.3%
tpcds_q03/datafusion:parquet	19048529 / 19098391 / -0.3%	32250527 / 33627129 / -4.1%	0.59 / 0.57 / +4.0%
tpcds_q04/datafusion:parquet	178978438 / 180666028 / -0.9%	206939008 / 211741840 / -2.3%	0.86 / 0.85 / +1.4%
tpcds_q05/datafusion:parquet	68980964 / 66529618 / +3.7%	92101118 / 92241974 / -0.2%	0.75 / 0.72 / +3.8%
tpcds_q06/datafusion:parquet	33623268 / 33628342 / -0.0%	50108872 / 50137144 / -0.1%	0.67 / 0.67 / +0.0%
tpcds_q07/datafusion:parquet	46782825 / 47217184 / -0.9%	68574270 / 69904227 / -1.9%	0.68 / 0.68 / +1.0%
tpcds_q08/datafusion:parquet	31262886 / 30913066 / +1.1%	46520929 / 49497045 / -6.0%	0.67 / 0.62 / +7.6%
tpcds_q09/datafusion:parquet	32742412 / 32876206 / -0.4%	45078059 / 44073974 / +2.3%	0.73 / 0.75 / -2.6%
tpcds_q10/datafusion:parquet	43810890 / 44661752 / -1.9%	62914250 / 62768689 / +0.2%	0.70 / 0.71 / -2.1%
tpcds_q11/datafusion:parquet	99962080 / 98031128 / +2.0%	123721193 / 122627150 / +0.9%	0.81 / 0.80 / +1.1%
tpcds_q12/datafusion:parquet	23464560 / 23681144 / -0.9%	38527934 / 37271207 / +3.4%	0.61 / 0.64 / -4.1%
tpcds_q13/datafusion:parquet	46241703 / 46760892 / -1.1%	68679109 / 68587697 / +0.1%	0.67 / 0.68 / -1.2%
tpcds_q14/datafusion:parquet	540072687 / 536077758 / +0.7%	590544354 / 585032257 / +0.9%	0.91 / 0.92 / -0.2%
tpcds_q15/datafusion:parquet	23688117 / 23624702 / +0.3%	37987048 / 39603827 / -4.1%	0.62 / 0.60 / +4.5%
tpcds_q16/datafusion:parquet	37016374 / 36747863 / +0.7%	51121443 / 52689085 / -3.0%	0.72 / 0.70 / +3.8%
tpcds_q17/datafusion:parquet	73600960 / 73959180 / -0.5%	97831283 / 102263877 / -4.3%	0.75 / 0.72 / +4.0%
tpcds_q18/datafusion:parquet	65577052 / 69627221 / -5.8%	91893692 / 90772334 / +1.2%	0.71 / 0.77 / -7.0%
tpcds_q19/datafusion:parquet	29753640 / 29077212 / +2.3%	43985786 / 45263845 / -2.8%	0.68 / 0.64 / +5.3%
tpcds_q20/datafusion:parquet	25171631 / 24886894 / +1.1%	38089273 / 38405351 / -0.8%	0.66 / 0.65 / +2.0%
tpcds_q21/datafusion:parquet	20285535 / 20065650 / +1.1%	32675779 / 37065857 / -11.8% 🟢	0.62 / 0.54 / +14.7%
tpcds_q22/datafusion:parquet	77037151 / 78090590 / -1.3%	90246216 / 89588759 / +0.7%	0.85 / 0.87 / -2.1%
tpcds_q23/datafusion:parquet	93010834 / 91370088 / +1.8%	115642945 / 118731384 / -2.6%	0.80 / 0.77 / +4.5%
tpcds_q24/datafusion:parquet	91519738 / 90964400 / +0.6%	118058653 / 119517905 / -1.2%	0.78 / 0.76 / +1.9%
tpcds_q25/datafusion:parquet	81122382 / 80358559 / +1.0%	100368270 / 102675966 / -2.2%	0.81 / 0.78 / +3.3%
tpcds_q26/datafusion:parquet	44619202 / 43489990 / +2.6%	61185449 / 60944621 / +0.4%	0.73 / 0.71 / +2.2%
tpcds_q27/datafusion:parquet	74330468 / 76661392 / -3.0%	96936154 / 101548547 / -4.5%	0.77 / 0.75 / +1.6%
tpcds_q28/datafusion:parquet	29027236 / 28869528 / +0.5%	43631476 / 43223698 / +0.9%	0.67 / 0.67 / -0.4%
tpcds_q29/datafusion:parquet	76086654 / 75743942 / +0.5%	96907321 / 97558525 / -0.7%	0.79 / 0.78 / +1.1%
tpcds_q30/datafusion:parquet	46286688 / 44615652 / +3.7%	57533259 / 58130476 / -1.0%	0.80 / 0.77 / +4.8%
tpcds_q31/datafusion:parquet	81818379 / 79813010 / +2.5%	101649805 / 100512358 / +1.1%	0.80 / 0.79 / +1.4%
tpcds_q32/datafusion:parquet	26292114 / 26560209 / -1.0%	40844466 / 41720128 / -2.1%	0.64 / 0.64 / +1.1%
tpcds_q33/datafusion:parquet	37630200 / 37202648 / +1.1%	55217656 / 54260124 / +1.8%	0.68 / 0.69 / -0.6%
tpcds_q34/datafusion:parquet	24470211 / 24728300 / -1.0%	35604053 / 37096927 / -4.0%	0.69 / 0.67 / +3.1%
tpcds_q35/datafusion:parquet	50695686 / 51381563 / -1.3%	63154346 / 63391867 / -0.4%	0.80 / 0.81 / -1.0%
tpcds_q36/datafusion:parquet	53336022 / 51937457 / +2.7%	73901261 / 77782117 / -5.0%	0.72 / 0.67 / +8.1%
tpcds_q37/datafusion:parquet	20618840 / 21044048 / -2.0%	34134137 / 34584565 / -1.3%	0.60 / 0.61 / -0.7%
tpcds_q38/datafusion:parquet	44689854 / 43839286 / +1.9%	63749062 / 60808205 / +4.8%	0.70 / 0.72 / -2.8%
tpcds_q39/datafusion:parquet	67619910 / 67749282 / -0.2%	87262355 / 86423052 / +1.0%	0.77 / 0.78 / -1.2%
tpcds_q40/datafusion:parquet	31002769 / 30565510 / +1.4%	50369772 / 51444265 / -2.1%	0.62 / 0.59 / +3.6%
tpcds_q41/datafusion:parquet	19714756 / 19575210 / +0.7%	33350825 / 32251896 / +3.4%	0.59 / 0.61 / -2.6%
tpcds_q42/datafusion:parquet	18305337 / 17910118 / +2.2%	31265955 / 32901640 / -5.0%	0.59 / 0.54 / +7.6%
tpcds_q43/datafusion:parquet	19289061 / 19461452 / -0.9%	32819536 / 33673707 / -2.5%	0.59 / 0.58 / +1.7%
tpcds_q44/datafusion:parquet	35663890 / 35232180 / +1.2%	51320413 / 51276848 / +0.1%	0.69 / 0.69 / +1.1%
tpcds_q45/datafusion:parquet	27865652 / 27121640 / +2.7%	41246357 / 42458151 / -2.9%	0.68 / 0.64 / +5.8%
tpcds_q46/datafusion:parquet	29229119 / 28905914 / +1.1%	46299821 / 47551843 / -2.6%	0.63 / 0.61 / +3.9%
tpcds_q47/datafusion:parquet	97556846 / 97806382 / -0.3%	122318276 / 121136656 / +1.0%	0.80 / 0.81 / -1.2%
tpcds_q48/datafusion:parquet	41623766 / 42273042 / -1.5%	61523926 / 62354353 / -1.3%	0.68 / 0.68 / -0.2%
tpcds_q49/datafusion:parquet	71199142 / 72611421 / -1.9%	94976946 / 95787900 / -0.8%	0.75 / 0.76 / -1.1%
tpcds_q50/datafusion:parquet	47762990 / 47612320 / +0.3%	68123169 / 69150564 / -1.5%	0.70 / 0.69 / +1.8%
tpcds_q51/datafusion:parquet	75407764 / 75853469 / -0.6%	95057624 / 95914921 / -0.9%	0.79 / 0.79 / +0.3%
tpcds_q52/datafusion:parquet	18650839 / 18385981 / +1.4%	30721752 / 30554583 / +0.5%	0.61 / 0.60 / +0.9%
tpcds_q53/datafusion:parquet	22193319 / 22418438 / -1.0%	39514829 / 40214746 / -1.7%	0.56 / 0.56 / +0.7%
tpcds_q54/datafusion:parquet	52753654 / 51970315 / +1.5%	68997802 / 70571297 / -2.2%	0.76 / 0.74 / +3.8%
tpcds_q55/datafusion:parquet	18169083 / 18148016 / +0.1%	30115554 / 31191927 / -3.5%	0.60 / 0.58 / +3.7%
tpcds_q56/datafusion:parquet	41352539 / 42652264 / -3.0%	57182293 / 55948874 / +2.2%	0.72 / 0.76 / -5.1%
tpcds_q57/datafusion:parquet	101957152 / 101451746 / +0.5%	119272578 / 121596455 / -1.9%	0.85 / 0.83 / +2.5%
tpcds_q58/datafusion:parquet	65809782 / 65430919 / +0.6%	83634301 / 83030083 / +0.7%	0.79 / 0.79 / -0.1%
tpcds_q59/datafusion:parquet	47635662 / 47638021 / -0.0%	66216372 / 66443994 / -0.3%	0.72 / 0.72 / +0.3%
tpcds_q60/datafusion:parquet	40690134 / 41047952 / -0.9%	58248727 / 55011590 / +5.9%	0.70 / 0.75 / -6.4%
tpcds_q61/datafusion:parquet	35315558 / 36443764 / -3.1%	52078923 / 53052265 / -1.8%	0.68 / 0.69 / -1.3%
tpcds_q62/datafusion:parquet	25134250 / 25283660 / -0.6%	38324684 / 39250911 / -2.4%	0.66 / 0.64 / +1.8%
tpcds_q63/datafusion:parquet	22182562 / 22481886 / -1.3%	38629516 / 39633332 / -2.5%	0.57 / 0.57 / +1.2%
tpcds_q64/datafusion:parquet	288597996 / 289545083 / -0.3%	329549810 / 331287990 / -0.5%	0.88 / 0.87 / +0.2%
tpcds_q65/datafusion:parquet	122586892 / 124238052 / -1.3%	139389366 / 142370344 / -2.1%	0.88 / 0.87 / +0.8%
tpcds_q66/datafusion:parquet	60343235 / 60263691 / +0.1%	79541798 / 75719793 / +5.0%	0.76 / 0.80 / -4.7%
tpcds_q67/datafusion:parquet	68655750 / 68501276 / +0.2%	93472066 / 91884823 / +1.7%	0.73 / 0.75 / -1.5%
tpcds_q68/datafusion:parquet	29467828 / 29613206 / -0.5%	49906983 / 50252279 / -0.7%	0.59 / 0.59 / +0.2%
tpcds_q69/datafusion:parquet	43151632 / 43927584 / -1.8%	60976899 / 59147697 / +3.1%	0.71 / 0.74 / -4.7%
tpcds_q70/datafusion:parquet	81924337 / 80179342 / +2.2%	99255555 / 97546241 / +1.8%	0.83 / 0.82 / +0.4%
tpcds_q71/datafusion:parquet	25067072 / 24823230 / +1.0%	37762278 / 38402843 / -1.7%	0.66 / 0.65 / +2.7%
tpcds_q72/datafusion:parquet	517525294 / 519913581 / -0.5%	550732596 / 561251180 / -1.9%	0.94 / 0.93 / +1.4%
tpcds_q73/datafusion:parquet	24136970 / 23683572 / +1.9%	39100152 / 37546492 / +4.1%	0.62 / 0.63 / -2.1%
tpcds_q74/datafusion:parquet	71914452 / 70495023 / +2.0%	89324641 / 91979620 / -2.9%	0.81 / 0.77 / +5.0%
tpcds_q75/datafusion:parquet	158570660 / 156539555 / +1.3%	179386074 / 181039135 / -0.9%	0.88 / 0.86 / +2.2%
tpcds_q76/datafusion:parquet	34468258 / 33150843 / +4.0%	47487702 / 47958055 / -1.0%	0.73 / 0.69 / +5.0%
tpcds_q77/datafusion:parquet	57156323 / 56218003 / +1.7%	77082194 / 76144449 / +1.2%	0.74 / 0.74 / +0.4%
tpcds_q78/datafusion:parquet	85279060 / 84765258 / +0.6%	122084744 / 121484930 / +0.5%	0.70 / 0.70 / +0.1%
tpcds_q79/datafusion:parquet	27072030 / 27162186 / -0.3%	43382827 / 42948828 / +1.0%	0.62 / 0.63 / -1.3%
tpcds_q80/datafusion:parquet	83254656 / 81147727 / +2.6%	113234471 / 111124998 / +1.9%	0.74 / 0.73 / +0.7%
tpcds_q81/datafusion:parquet	39440852 / 39547937 / -0.3%	52696683 / 52108316 / +1.1%	0.75 / 0.76 / -1.4%
tpcds_q82/datafusion:parquet	22144334 / 22473788 / -1.5%	35353630 / 37454058 / -5.6%	0.63 / 0.60 / +4.4%
tpcds_q83/datafusion:parquet	56595648 / 58400199 / -3.1%	73640259 / 74534367 / -1.2%	0.77 / 0.78 / -1.9%
tpcds_q84/datafusion:parquet	26443259 / 26365668 / +0.3%	41575055 / 42981957 / -3.3%	0.64 / 0.61 / +3.7%
tpcds_q85/datafusion:parquet	81369002 / 81489800 / -0.1%	106135446 / 105772414 / +0.3%	0.77 / 0.77 / -0.5%
tpcds_q86/datafusion:parquet	20607953 / 20928072 / -1.5%	34000860 / 34173359 / -0.5%	0.61 / 0.61 / -1.0%
tpcds_q87/datafusion:parquet	45605960 / 44274236 / +3.0%	60975040 / 61295388 / -0.5%	0.75 / 0.72 / +3.5%
tpcds_q88/datafusion:parquet	37263183 / 38060078 / -2.1%	50928320 / 51975992 / -2.0%	0.73 / 0.73 / -0.1%
tpcds_q89/datafusion:parquet	25958120 / 26132446 / -0.7%	42143168 / 42520178 / -0.9%	0.62 / 0.61 / +0.2%
tpcds_q90/datafusion:parquet	15266857 / 14483539 / +5.4%	29567952 / 27687013 / +6.8%	0.52 / 0.52 / -1.3%
tpcds_q91/datafusion:parquet	31822981 / 31445510 / +1.2%	47254124 / 46667621 / +1.3%	0.67 / 0.67 / -0.1%
tpcds_q92/datafusion:parquet	26815537 / 25611174 / +4.7%	41733670 / 42875566 / -2.7%	0.64 / 0.60 / +7.6%
tpcds_q93/datafusion:parquet	27365381 / 27857986 / -1.8%	46243522 / 47925748 / -3.5%	0.59 / 0.58 / +1.8%
tpcds_q94/datafusion:parquet	35429664 / 35214121 / +0.6%	49457115 / 50346595 / -1.8%	0.72 / 0.70 / +2.4%
tpcds_q95/datafusion:parquet	63586154 / 63717786 / -0.2%	82310338 / 79546237 / +3.5%	0.77 / 0.80 / -3.6%
tpcds_q96/datafusion:parquet	12357541 / 12557131 / -1.6%	25042467 / 25641121 / -2.3%	0.49 / 0.49 / +0.8%
tpcds_q97/datafusion:parquet	35420588 / 34640522 / +2.3%	52464218 / 53031210 / -1.1%	0.68 / 0.65 / +3.4%
tpcds_q98/datafusion:parquet	24967502 / 25360528 / -1.5%	39926627 / 41318138 / -3.4%	0.63 / 0.61 / +1.9%
tpcds_q99/datafusion:parquet	30362707 / 29853403 / +1.7%	41797141 / 43599623 / -4.1%	0.73 / 0.68 / +6.1%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	17415300 / 17173180 / +1.4%	27002803 / 25902512 / +4.2%	0.64 / 0.66 / -2.7%
tpcds_q02/duckdb:vortex-file-compressed	15991250 / 15762133 / +1.5%	23200793 / 23438621 / -1.0%	0.69 / 0.67 / +2.5%
tpcds_q03/duckdb:vortex-file-compressed	7179172 / 7047554 / +1.9%	16523227 / 16407443 / +0.7%	0.43 / 0.43 / +1.2%
tpcds_q04/duckdb:vortex-file-compressed	48652136 / 47948043 / +1.5%	58270816 / 57402020 / +1.5%	0.83 / 0.84 / -0.0%
tpcds_q05/duckdb:vortex-file-compressed	23806094 / 23499506 / +1.3%	32271399 / 32184654 / +0.3%	0.74 / 0.73 / +1.0%
tpcds_q06/duckdb:vortex-file-compressed	27924305 / 27929844 / -0.0%	42433694 / 42200850 / +0.6%	0.66 / 0.66 / -0.6%
tpcds_q07/duckdb:vortex-file-compressed	14047756 / 14134780 / -0.6%	25717363 / 26002791 / -1.1%	0.55 / 0.54 / +0.5%
tpcds_q08/duckdb:vortex-file-compressed	18626766 / 18722682 / -0.5%	27246282 / 27360223 / -0.4%	0.68 / 0.68 / -0.1%
tpcds_q09/duckdb:vortex-file-compressed	17883772 / 17694484 / +1.1%	28560953 / 28794139 / -0.8%	0.63 / 0.61 / +1.9%
tpcds_q10/duckdb:vortex-file-compressed	32642674 / 32774893 / -0.4%	46264874 / 46947099 / -1.5%	0.71 / 0.70 / +1.1%
tpcds_q11/duckdb:vortex-file-compressed	39511509 / 39390268 / +0.3%	48213731 / 47541809 / +1.4%	0.82 / 0.83 / -1.1%
tpcds_q12/duckdb:vortex-file-compressed	10480660 / 10502147 / -0.2%	18458685 / 18335227 / +0.7%	0.57 / 0.57 / -0.9%
tpcds_q13/duckdb:vortex-file-compressed	21259788 / 21123294 / +0.6%	34291850 / 35118340 / -2.4%	0.62 / 0.60 / +3.1%
tpcds_q14/duckdb:vortex-file-compressed	59013234 / 58572963 / +0.8%	70254356 / 68636204 / +2.4%	0.84 / 0.85 / -1.6%
tpcds_q15/duckdb:vortex-file-compressed	27543848 / 27460500 / +0.3%	35120493 / 35407478 / -0.8%	0.78 / 0.78 / +1.1%
tpcds_q16/duckdb:vortex-file-compressed	36067684 / 35931396 / +0.4%	47706037 / 47368058 / +0.7%	0.76 / 0.76 / -0.3%
tpcds_q17/duckdb:vortex-file-compressed	26434114 / 25725354 / +2.8%	43297670 / 40699964 / +6.4%	0.61 / 0.63 / -3.4%
tpcds_q18/duckdb:vortex-file-compressed	32327868 / 32740176 / -1.3%	42908993 / 43961821 / -2.4%	0.75 / 0.74 / +1.2%
tpcds_q19/duckdb:vortex-file-compressed	89470284 / 89878690 / -0.5%	101397468 / 102468806 / -1.0%	0.88 / 0.88 / +0.6%
tpcds_q20/duckdb:vortex-file-compressed	11162406 / 11259968 / -0.9%	19622052 / 19404303 / +1.1%	0.57 / 0.58 / -2.0%
tpcds_q21/duckdb:vortex-file-compressed	10628938 / 10460080 / +1.6%	22693051 / 21635040 / +4.9%	0.47 / 0.48 / -3.1%
tpcds_q22/duckdb:vortex-file-compressed	19148729 / 18843970 / +1.6%	29763226 / 29806857 / -0.1%	0.64 / 0.63 / +1.8%
tpcds_q23/duckdb:vortex-file-compressed	39653584 / 39388912 / +0.7%	50307357 / 50334015 / -0.1%	0.79 / 0.78 / +0.7%
tpcds_q24/duckdb:vortex-file-compressed	28651195 / 28662630 / -0.0%	41616226 / 40382030 / +3.1%	0.69 / 0.71 / -3.0%
tpcds_q25/duckdb:vortex-file-compressed	24126983 / 24283157 / -0.6%	38620897 / 38754656 / -0.3%	0.62 / 0.63 / -0.3%
tpcds_q26/duckdb:vortex-file-compressed	13440806 / 13541502 / -0.7%	21961043 / 22490696 / -2.4%	0.61 / 0.60 / +1.7%
tpcds_q27/duckdb:vortex-file-compressed	16940105 / 16929184 / +0.1%	27756949 / 28768180 / -3.5%	0.61 / 0.59 / +3.7%
tpcds_q28/duckdb:vortex-file-compressed	15424670 / 15507686 / -0.5%	24038674 / 24664351 / -2.5%	0.64 / 0.63 / +2.1%
tpcds_q29/duckdb:vortex-file-compressed	24554274 / 24170279 / +1.6%	38335092 / 38229981 / +0.3%	0.64 / 0.63 / +1.3%
tpcds_q30/duckdb:vortex-file-compressed	16468508 / 16483946 / -0.1%	24960158 / 25868349 / -3.5%	0.66 / 0.64 / +3.5%
tpcds_q31/duckdb:vortex-file-compressed	19167448 / 19083316 / +0.4%	28323841 / 27044491 / +4.7%	0.68 / 0.71 / -4.1%
tpcds_q32/duckdb:vortex-file-compressed	13396718 / 13267185 / +1.0%	23602354 / 22526237 / +4.8%	0.57 / 0.59 / -3.6%
tpcds_q33/duckdb:vortex-file-compressed	17759910 / 17590376 / +1.0%	26954582 / 26241882 / +2.7%	0.66 / 0.67 / -1.7%
tpcds_q34/duckdb:vortex-file-compressed	12915467 / 12943280 / -0.2%	22871294 / 23656525 / -3.3%	0.56 / 0.55 / +3.2%
tpcds_q35/duckdb:vortex-file-compressed	29433864 / 29627446 / -0.7%	40554563 / 41716209 / -2.8%	0.73 / 0.71 / +2.2%
tpcds_q36/duckdb:vortex-file-compressed	15321701 / 15484970 / -1.1%	27040154 / 25961145 / +4.2%	0.57 / 0.60 / -5.0%
tpcds_q37/duckdb:vortex-file-compressed	9414744 / 9651904 / -2.5%	24458775 / 23714996 / +3.1%	0.38 / 0.41 / -5.4%
tpcds_q38/duckdb:vortex-file-compressed	25435306 / 25481895 / -0.2%	32358260 / 32749468 / -1.2%	0.79 / 0.78 / +1.0%
tpcds_q39/duckdb:vortex-file-compressed	20649632 / 21054850 / -1.9%	32643861 / 32234148 / +1.3%	0.63 / 0.65 / -3.2%
tpcds_q40/duckdb:vortex-file-compressed	14311050 / 14563654 / -1.7%	21664792 / 22160925 / -2.2%	0.66 / 0.66 / +0.5%
tpcds_q41/duckdb:vortex-file-compressed	15526240 / 15518768 / +0.0%	23990839 / 23893171 / +0.4%	0.65 / 0.65 / -0.4%
tpcds_q42/duckdb:vortex-file-compressed	7304074 / 7267848 / +0.5%	16039984 / 16513911 / -2.9%	0.46 / 0.44 / +3.5%
tpcds_q43/duckdb:vortex-file-compressed	10221548 / 10447340 / -2.2%	19748982 / 19687457 / +0.3%	0.52 / 0.53 / -2.5%
tpcds_q44/duckdb:vortex-file-compressed	15729050 / 15883547 / -1.0%	26571698 / 26993546 / -1.6%	0.59 / 0.59 / +0.6%
tpcds_q45/duckdb:vortex-file-compressed	25186872 / 25261136 / -0.3%	33383492 / 33359239 / +0.1%	0.75 / 0.76 / -0.4%
tpcds_q46/duckdb:vortex-file-compressed	20158819 / 19814184 / +1.7%	28673826 / 28817494 / -0.5%	0.70 / 0.69 / +2.2%
tpcds_q47/duckdb:vortex-file-compressed	36893824 / 36637049 / +0.7%	46963945 / 46404112 / +1.2%	0.79 / 0.79 / -0.5%
tpcds_q48/duckdb:vortex-file-compressed	24041719 / 24327780 / -1.2%	37416129 / 37594501 / -0.5%	0.64 / 0.65 / -0.7%
tpcds_q49/duckdb:vortex-file-compressed	20524310 / 20819132 / -1.4%	35292092 / 33665641 / +4.8%	0.58 / 0.62 / -6.0%
tpcds_q50/duckdb:vortex-file-compressed	17604522 / 17667423 / -0.4%	29896765 / 30248978 / -1.2%	0.59 / 0.58 / +0.8%
tpcds_q51/duckdb:vortex-file-compressed	52004328 / 51051447 / +1.9%	61367194 / 60498634 / +1.4%	0.85 / 0.84 / +0.4%
tpcds_q52/duckdb:vortex-file-compressed	7385952 / 7374062 / +0.2%	16274039 / 16175803 / +0.6%	0.45 / 0.46 / -0.4%
tpcds_q53/duckdb:vortex-file-compressed	12106394 / 12070824 / +0.3%	21525404 / 21681895 / -0.7%	0.56 / 0.56 / +1.0%
tpcds_q54/duckdb:vortex-file-compressed	20533151 / 20524428 / +0.0%	30350866 / 29714622 / +2.1%	0.68 / 0.69 / -2.1%
tpcds_q55/duckdb:vortex-file-compressed	7120578 / 7146766 / -0.4%	16075135 / 16343647 / -1.6%	0.44 / 0.44 / +1.3%
tpcds_q56/duckdb:vortex-file-compressed	18112154 / 18066162 / +0.3%	27938634 / 27712758 / +0.8%	0.65 / 0.65 / -0.6%
tpcds_q57/duckdb:vortex-file-compressed	27626106 / 27204833 / +1.5%	36386886 / 35974720 / +1.1%	0.76 / 0.76 / +0.4%
tpcds_q58/duckdb:vortex-file-compressed	20204964 / 20563898 / -1.7%	29413807 / 29624803 / -0.7%	0.69 / 0.69 / -1.0%
tpcds_q59/duckdb:vortex-file-compressed	20354613 / 20737125 / -1.8%	29711185 / 29129596 / +2.0%	0.69 / 0.71 / -3.8%
tpcds_q60/duckdb:vortex-file-compressed	19108122 / 18838308 / +1.4%	29513456 / 28334606 / +4.2%	0.65 / 0.66 / -2.6%
tpcds_q61/duckdb:vortex-file-compressed	23937110 / 24020490 / -0.3%	34239066 / 33983049 / +0.8%	0.70 / 0.71 / -1.1%
tpcds_q62/duckdb:vortex-file-compressed	12394905 / 12457608 / -0.5%	20493934 / 20560806 / -0.3%	0.60 / 0.61 / -0.2%
tpcds_q63/duckdb:vortex-file-compressed	11312558 / 11540182 / -2.0%	21093517 / 20976929 / +0.6%	0.54 / 0.55 / -2.5%
tpcds_q64/duckdb:vortex-file-compressed	51629314 / 51397340 / +0.5%	72118652 / 71832998 / +0.4%	0.72 / 0.72 / +0.1%
tpcds_q65/duckdb:vortex-file-compressed	15641750 / 15832538 / -1.2%	24640739 / 25205279 / -2.2%	0.63 / 0.63 / +1.1%
tpcds_q66/duckdb:vortex-file-compressed	31359272 / 30902808 / +1.5%	42222915 / 41136252 / +2.6%	0.74 / 0.75 / -1.1%
tpcds_q67/duckdb:vortex-file-compressed	64353834 / 64602119 / -0.4%	74557821 / 73547075 / +1.4%	0.86 / 0.88 / -1.7%
tpcds_q68/duckdb:vortex-file-compressed	20127750 / 19919454 / +1.0%	28474769 / 28560245 / -0.3%	0.71 / 0.70 / +1.3%
tpcds_q69/duckdb:vortex-file-compressed	23117599 / 23109414 / +0.0%	39872852 / 38548230 / +3.4%	0.58 / 0.60 / -3.3%
tpcds_q70/duckdb:vortex-file-compressed	16191072 / 16159616 / +0.2%	25819606 / 27039094 / -4.5%	0.63 / 0.60 / +4.9%
tpcds_q71/duckdb:vortex-file-compressed	13138935 / 13129306 / +0.1%	22781506 / 22269462 / +2.3%	0.58 / 0.59 / -2.2%
tpcds_q72/duckdb:vortex-file-compressed	58457127 / 57611030 / +1.5%	73127251 / 73446933 / -0.4%	0.80 / 0.78 / +1.9%
tpcds_q73/duckdb:vortex-file-compressed	11714542 / 11751231 / -0.3%	22262040 / 22075123 / +0.8%	0.53 / 0.53 / -1.1%
tpcds_q74/duckdb:vortex-file-compressed	27635124 / 27339758 / +1.1%	35280597 / 35846843 / -1.6%	0.78 / 0.76 / +2.7%
tpcds_q75/duckdb:vortex-file-compressed	29220192 / 29134621 / +0.3%	40529501 / 42167283 / -3.9%	0.72 / 0.69 / +4.3%
tpcds_q76/duckdb:vortex-file-compressed	12765582 / 12827996 / -0.5%	22036406 / 22704042 / -2.9%	0.58 / 0.57 / +2.5%
tpcds_q77/duckdb:vortex-file-compressed	20967058 / 21616440 / -3.0%	31691111 / 33176472 / -4.5%	0.66 / 0.65 / +1.5%
tpcds_q78/duckdb:vortex-file-compressed	44069896 / 44523978 / -1.0%	53866166 / 53273958 / +1.1%	0.82 / 0.84 / -2.1%
tpcds_q79/duckdb:vortex-file-compressed	13908291 / 14003784 / -0.7%	22491786 / 22858041 / -1.6%	0.62 / 0.61 / +0.9%
tpcds_q80/duckdb:vortex-file-compressed	38728906 / 37680340 / +2.8%	50263691 / 52302852 / -3.9%	0.77 / 0.72 / +7.0%
tpcds_q81/duckdb:vortex-file-compressed	22188356 / 21738764 / +2.1%	30364178 / 30457146 / -0.3%	0.73 / 0.71 / +2.4%
tpcds_q82/duckdb:vortex-file-compressed	9716756 / 9962672 / -2.5%	24661047 / 24068440 / +2.5%	0.39 / 0.41 / -4.8%
tpcds_q83/duckdb:vortex-file-compressed	17778316 / 17733908 / +0.3%	25779377 / 25763049 / +0.1%	0.69 / 0.69 / +0.2%
tpcds_q84/duckdb:vortex-file-compressed	16146736 / 16072916 / +0.5%	24910733 / 24022630 / +3.7%	0.65 / 0.67 / -3.1%
tpcds_q85/duckdb:vortex-file-compressed	24878966 / 25193112 / -1.2%	38721962 / 38088257 / +1.7%	0.64 / 0.66 / -2.9%
tpcds_q86/duckdb:vortex-file-compressed	10093246 / 10163340 / -0.7%	18197614 / 18589480 / -2.1%	0.55 / 0.55 / +1.4%
tpcds_q87/duckdb:vortex-file-compressed	26823614 / 27316706 / -1.8%	33589131 / 33955488 / -1.1%	0.80 / 0.80 / -0.7%
tpcds_q88/duckdb:vortex-file-compressed	38347452 / 38624630 / -0.7%	48179365 / 48555916 / -0.8%	0.80 / 0.80 / +0.1%
tpcds_q89/duckdb:vortex-file-compressed	12609074 / 12861707 / -2.0%	22370979 / 22391424 / -0.1%	0.56 / 0.57 / -1.9%
tpcds_q90/duckdb:vortex-file-compressed	8597972 / 8682876 / -1.0%	15244036 / 15514286 / -1.7%	0.56 / 0.56 / +0.8%
tpcds_q91/duckdb:vortex-file-compressed	14402520 / 14287434 / +0.8%	21289997 / 21450299 / -0.7%	0.68 / 0.67 / +1.6%
tpcds_q92/duckdb:vortex-file-compressed	13877067 / 13631990 / +1.8%	22232515 / 23644250 / -6.0%	0.62 / 0.58 / +8.3%
tpcds_q93/duckdb:vortex-file-compressed	10930668 / 10896584 / +0.3%	26535009 / 26377670 / +0.6%	0.41 / 0.41 / -0.3%
tpcds_q94/duckdb:vortex-file-compressed	32511779 / 32627535 / -0.4%	42776492 / 42690499 / +0.2%	0.76 / 0.76 / -0.6%
tpcds_q95/duckdb:vortex-file-compressed	43543320 / 43428090 / +0.3%	53312904 / 53528092 / -0.4%	0.82 / 0.81 / +0.7%
tpcds_q96/duckdb:vortex-file-compressed	6799117 / 6757290 / +0.6%	15364948 / 15633301 / -1.7%	0.44 / 0.43 / +2.4%
tpcds_q97/duckdb:vortex-file-compressed	23812313 / 23745697 / +0.3%	31223795 / 31032927 / +0.6%	0.76 / 0.77 / -0.3%
tpcds_q98/duckdb:vortex-file-compressed	11915367 / 11944710 / -0.2%	21018485 / 20915332 / +0.5%	0.57 / 0.57 / -0.7%
tpcds_q99/duckdb:vortex-file-compressed	15445472 / 15219243 / +1.5%	23051719 / 23405034 / -1.5%	0.67 / 0.65 / +3.0%

duckdb / parquet / ns (1.002x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	27078098 / 27151114 / -0.3%	34995714 / 35051980 / -0.2%	0.77 / 0.77 / -0.1%
tpcds_q02/duckdb:parquet	19155421 / 19351326 / -1.0%	25941862 / 25929519 / +0.0%	0.74 / 0.75 / -1.1%
tpcds_q03/duckdb:parquet	10855694 / 10887706 / -0.3%	18037540 / 18128570 / -0.5%	0.60 / 0.60 / +0.2%
tpcds_q04/duckdb:parquet	131118004 / 131087405 / +0.0%	140796313 / 141933791 / -0.8%	0.93 / 0.92 / +0.8%
tpcds_q05/duckdb:parquet	31063544 / 30651534 / +1.3%	37180890 / 36513571 / +1.8%	0.84 / 0.84 / -0.5%
tpcds_q06/duckdb:parquet	32114787 / 31570260 / +1.7%	42904442 / 42508912 / +0.9%	0.75 / 0.74 / +0.8%
tpcds_q07/duckdb:parquet	33223878 / 35438342 / -6.2%	42922315 / 42628769 / +0.7%	0.77 / 0.83 / -6.9%
tpcds_q08/duckdb:parquet	22431340 / 22307310 / +0.6%	29623328 / 28026302 / +5.7%	0.76 / 0.80 / -4.9%
tpcds_q09/duckdb:parquet	30105076 / 29201413 / +3.1%	33581539 / 34875698 / -3.7%	0.90 / 0.84 / +7.1%
tpcds_q10/duckdb:parquet	40717216 / 40322321 / +1.0%	49879233 / 49695726 / +0.4%	0.82 / 0.81 / +0.6%
tpcds_q11/duckdb:parquet	74826250 / 74757432 / +0.1%	82650896 / 83480496 / -1.0%	0.91 / 0.90 / +1.1%
tpcds_q12/duckdb:parquet	16277252 / 15944139 / +2.1%	22240698 / 22440182 / -0.9%	0.73 / 0.71 / +3.0%
tpcds_q13/duckdb:parquet	33234550 / 32905201 / +1.0%	43655427 / 43479223 / +0.4%	0.76 / 0.76 / +0.6%
tpcds_q14/duckdb:parquet	70336670 / 72731968 / -3.3%	77280363 / 77024240 / +0.3%	0.91 / 0.94 / -3.6%
tpcds_q15/duckdb:parquet	18575694 / 18549017 / +0.1%	26004790 / 25507585 / +1.9%	0.71 / 0.73 / -1.8%
tpcds_q16/duckdb:parquet	43989942 / 43857800 / +0.3%	51466248 / 51522944 / -0.1%	0.85 / 0.85 / +0.4%
tpcds_q17/duckdb:parquet	37873605 / 38111378 / -0.6%	45412908 / 45381460 / +0.1%	0.83 / 0.84 / -0.7%
tpcds_q18/duckdb:parquet	51486902 / 51456594 / +0.1%	60298763 / 59772617 / +0.9%	0.85 / 0.86 / -0.8%
tpcds_q19/duckdb:parquet	20547610 / 20376523 / +0.8%	29181792 / 29242768 / -0.2%	0.70 / 0.70 / +1.1%
tpcds_q20/duckdb:parquet	17096000 / 17302372 / -1.2%	22838448 / 22854888 / -0.1%	0.75 / 0.76 / -1.1%
tpcds_q21/duckdb:parquet	11951056 / 12063131 / -0.9%	19210869 / 19307994 / -0.5%	0.62 / 0.62 / -0.4%
tpcds_q22/duckdb:parquet	22478814 / 22501341 / -0.1%	29596746 / 29365882 / +0.8%	0.76 / 0.77 / -0.9%
tpcds_q23/duckdb:parquet	46333913 / 45772992 / +1.2%	52744074 / 52193452 / +1.1%	0.88 / 0.88 / +0.2%
tpcds_q24/duckdb:parquet	32916904 / 32811496 / +0.3%	41470165 / 41213196 / +0.6%	0.79 / 0.80 / -0.3%
tpcds_q25/duckdb:parquet	33702833 / 33671594 / +0.1%	42270925 / 41968323 / +0.7%	0.80 / 0.80 / -0.6%
tpcds_q26/duckdb:parquet	31015249 / 31172440 / -0.5%	39492668 / 39343781 / +0.4%	0.79 / 0.79 / -0.9%
tpcds_q27/duckdb:parquet	36059866 / 35747910 / +0.9%	46787630 / 44653730 / +4.8%	0.77 / 0.80 / -3.7%
tpcds_q28/duckdb:parquet	29915717 / 29321746 / +2.0%	35357173 / 34921868 / +1.2%	0.85 / 0.84 / +0.8%
tpcds_q29/duckdb:parquet	35542618 / 35413647 / +0.4%	44765947 / 44464694 / +0.7%	0.79 / 0.80 / -0.3%
tpcds_q30/duckdb:parquet	40637453 / 40181442 / +1.1%	50016219 / 50314137 / -0.6%	0.81 / 0.80 / +1.7%
tpcds_q31/duckdb:parquet	38787302 / 38627317 / +0.4%	46881893 / 47131796 / -0.5%	0.83 / 0.82 / +0.9%
tpcds_q32/duckdb:parquet	17582579 / 17357146 / +1.3%	24388055 / 24501030 / -0.5%	0.72 / 0.71 / +1.8%
tpcds_q33/duckdb:parquet	24842824 / 24601088 / +1.0%	32219199 / 31719428 / +1.6%	0.77 / 0.78 / -0.6%
tpcds_q34/duckdb:parquet	18593422 / 18280992 / +1.7%	26649939 / 26778336 / -0.5%	0.70 / 0.68 / +2.2%
tpcds_q35/duckdb:parquet	39374962 / 39546849 / -0.4%	49732322 / 49311428 / +0.9%	0.79 / 0.80 / -1.3%
tpcds_q36/duckdb:parquet	42768412 / 42860846 / -0.2%	52118294 / 52538453 / -0.8%	0.82 / 0.82 / +0.6%
tpcds_q37/duckdb:parquet	14578436 / 14766494 / -1.3%	22422702 / 22540356 / -0.5%	0.65 / 0.66 / -0.8%
tpcds_q38/duckdb:parquet	32195040 / 31967878 / +0.7%	37410692 / 38921066 / -3.9%	0.86 / 0.82 / +4.8%
tpcds_q39/duckdb:parquet	25267862 / 25084314 / +0.7%	32581702 / 32988817 / -1.2%	0.78 / 0.76 / +2.0%
tpcds_q40/duckdb:parquet	17982835 / 18070956 / -0.5%	24177542 / 24613730 / -1.8%	0.74 / 0.73 / +1.3%
tpcds_q41/duckdb:parquet	14135610 / 13965888 / +1.2%	21519195 / 21919007 / -1.8%	0.66 / 0.64 / +3.1%
tpcds_q42/duckdb:parquet	10568574 / 10450338 / +1.1%	18031819 / 17983569 / +0.3%	0.59 / 0.58 / +0.9%
tpcds_q43/duckdb:parquet	13619610 / 13620982 / -0.0%	21228790 / 21190619 / +0.2%	0.64 / 0.64 / -0.2%
tpcds_q44/duckdb:parquet	23221418 / 23654498 / -1.8%	28616607 / 31796630 / -10.0% 🟢	0.81 / 0.74 / +9.1%
tpcds_q45/duckdb:parquet	23690375 / 23428490 / +1.1%	31568917 / 31292443 / +0.9%	0.75 / 0.75 / +0.2%
tpcds_q46/duckdb:parquet	38365558 / 38068368 / +0.8%	48214523 / 47485177 / +1.5%	0.80 / 0.80 / -0.7%
tpcds_q47/duckdb:parquet	37761333 / 37168632 / +1.6%	45573307 / 45630400 / -0.1%	0.83 / 0.81 / +1.7%
tpcds_q48/duckdb:parquet	30596476 / 30794356 / -0.6%	41130326 / 40453509 / +1.7%	0.74 / 0.76 / -2.3%
tpcds_q49/duckdb:parquet	31990668 / 32350882 / -1.1%	40751889 / 40758561 / -0.0%	0.79 / 0.79 / -1.1%
tpcds_q50/duckdb:parquet	21433588 / 21430934 / +0.0%	29609119 / 28922648 / +2.4%	0.72 / 0.74 / -2.3%
tpcds_q51/duckdb:parquet	56702786 / 56744974 / -0.1%	64075769 / 64584816 / -0.8%	0.88 / 0.88 / +0.7%
tpcds_q52/duckdb:parquet	10759611 / 10692106 / +0.6%	18102347 / 18029275 / +0.4%	0.59 / 0.59 / +0.2%
tpcds_q53/duckdb:parquet	15469708 / 15348161 / +0.8%	23152854 / 23097695 / +0.2%	0.67 / 0.66 / +0.6%
tpcds_q54/duckdb:parquet	27221654 / 27321884 / -0.4%	36112363 / 35706636 / +1.1%	0.75 / 0.77 / -1.5%
tpcds_q55/duckdb:parquet	10390880 / 10420075 / -0.3%	17757832 / 17605648 / +0.9%	0.59 / 0.59 / -1.1%
tpcds_q56/duckdb:parquet	26764682 / 27164322 / -1.5%	34160961 / 34074681 / +0.3%	0.78 / 0.80 / -1.7%
tpcds_q57/duckdb:parquet	33709220 / 33369650 / +1.0%	40569469 / 39725359 / +2.1%	0.83 / 0.84 / -1.1%
tpcds_q58/duckdb:parquet	26600112 / 26149400 / +1.7%	33307547 / 33149447 / +0.5%	0.80 / 0.79 / +1.2%
tpcds_q59/duckdb:parquet	24907036 / 24663471 / +1.0%	32376659 / 32305242 / +0.2%	0.77 / 0.76 / +0.8%
tpcds_q60/duckdb:parquet	28742231 / 29514860 / -2.6%	35439553 / 35806117 / -1.0%	0.81 / 0.82 / -1.6%
tpcds_q61/duckdb:parquet	24910480 / 25588530 / -2.6%	32043581 / 31812552 / +0.7%	0.78 / 0.80 / -3.4%
tpcds_q62/duckdb:parquet	14478062 / 14264402 / +1.5%	20815190 / 20532096 / +1.4%	0.70 / 0.69 / +0.1%
tpcds_q63/duckdb:parquet	14708968 / 14530180 / +1.2%	22451022 / 23039280 / -2.6%	0.66 / 0.63 / +3.9%
tpcds_q64/duckdb:parquet	77590712 / 76909780 / +0.9%	89739814 / 88301909 / +1.6%	0.86 / 0.87 / -0.7%
tpcds_q65/duckdb:parquet	21033138 / 21043978 / -0.1%	27337259 / 27371941 / -0.1%	0.77 / 0.77 / +0.1%
tpcds_q66/duckdb:parquet	39753474 / 39927610 / -0.4%	47435075 / 47920509 / -1.0%	0.84 / 0.83 / +0.6%
tpcds_q67/duckdb:parquet	68007260 / 67596123 / +0.6%	75778036 / 75441341 / +0.4%	0.90 / 0.90 / +0.2%
tpcds_q68/duckdb:parquet	31394094 / 30764161 / +2.0%	39758682 / 40337666 / -1.4%	0.79 / 0.76 / +3.5%
tpcds_q69/duckdb:parquet	28427230 / 28571794 / -0.5%	38351686 / 38306856 / +0.1%	0.74 / 0.75 / -0.6%
tpcds_q70/duckdb:parquet	21219905 / 21228001 / -0.0%	30024352 / 29676423 / +1.2%	0.71 / 0.72 / -1.2%
tpcds_q71/duckdb:parquet	18294198 / 18397745 / -0.6%	25719555 / 26192244 / -1.8%	0.71 / 0.70 / +1.3%
tpcds_q72/duckdb:parquet	60550976 / 60272744 / +0.5%	69126141 / 68867489 / +0.4%	0.88 / 0.88 / +0.1%
tpcds_q73/duckdb:parquet	16052512 / 16036103 / +0.1%	24150482 / 23710452 / +1.9%	0.66 / 0.68 / -1.7%
tpcds_q74/duckdb:parquet	93064822 / 93142810 / -0.1%	102962259 / 101785242 / +1.2%	0.90 / 0.92 / -1.2%
tpcds_q75/duckdb:parquet	46798018 / 48594782 / -3.7%	56717918 / 55430388 / +2.3%	0.83 / 0.88 / -5.9%
tpcds_q76/duckdb:parquet	18491267 / 18586348 / -0.5%	25848036 / 25924289 / -0.3%	0.72 / 0.72 / -0.2%
tpcds_q77/duckdb:parquet	27893964 / 26872267 / +3.8%	34419957 / 34521297 / -0.3%	0.81 / 0.78 / +4.1%
tpcds_q78/duckdb:parquet	82335042 / 82598830 / -0.3%	90422202 / 91314327 / -1.0%	0.91 / 0.90 / +0.7%
tpcds_q79/duckdb:parquet	23333264 / 23199056 / +0.6%	32032511 / 33429268 / -4.2%	0.73 / 0.69 / +5.0%
tpcds_q80/duckdb:parquet	39496760 / 40304808 / -2.0%	48011368 / 47879405 / +0.3%	0.82 / 0.84 / -2.3%
tpcds_q81/duckdb:parquet	41130335 / 40928608 / +0.5%	50970513 / 49657216 / +2.6%	0.81 / 0.82 / -2.1%
tpcds_q82/duckdb:parquet	15646277 / 15562666 / +0.5%	23753757 / 23535976 / +0.9%	0.66 / 0.66 / -0.4%
tpcds_q83/duckdb:parquet	21738872 / 21926512 / -0.9%	28951167 / 28156123 / +2.8%	0.75 / 0.78 / -3.6%
tpcds_q84/duckdb:parquet	24418990 / 24487694 / -0.3%	31718959 / 31249540 / +1.5%	0.77 / 0.78 / -1.8%
tpcds_q85/duckdb:parquet	35530422 / 35153371 / +1.1%	43787794 / 44380971 / -1.3%	0.81 / 0.79 / +2.4%
tpcds_q86/duckdb:parquet	13408594 / 13319567 / +0.7%	19769889 / 20095728 / -1.6%	0.68 / 0.66 / +2.3%
tpcds_q87/duckdb:parquet	34077873 / 33921820 / +0.5%	39795174 / 39070850 / +1.9%	0.86 / 0.87 / -1.4%
tpcds_q88/duckdb:parquet	42006056 / 41809521 / +0.5%	48786026 / 50654187 / -3.7%	0.86 / 0.83 / +4.3%
tpcds_q89/duckdb:parquet	15626365 / 15482904 / +0.9%	23585490 / 23562482 / +0.1%	0.66 / 0.66 / +0.8%
tpcds_q90/duckdb:parquet	10749405 / 10810198 / -0.6%	18016876 / 17112204 / +5.3%	0.60 / 0.63 / -5.6%
tpcds_q91/duckdb:parquet	23015105 / 23009729 / +0.0%	32118284 / 31974160 / +0.5%	0.72 / 0.72 / -0.4%
tpcds_q92/duckdb:parquet	19060800 / 18695550 / +2.0%	26815131 / 27019054 / -0.8%	0.71 / 0.69 / +2.7%
tpcds_q93/duckdb:parquet	15457120 / 15203718 / +1.7%	22952582 / 22886900 / +0.3%	0.67 / 0.66 / +1.4%
tpcds_q94/duckdb:parquet	37508736 / 37460170 / +0.1%	45086080 / 45406333 / -0.7%	0.83 / 0.82 / +0.8%
tpcds_q95/duckdb:parquet	48178188 / 47795798 / +0.8%	53932032 / 54092054 / -0.3%	0.89 / 0.88 / +1.1%
tpcds_q96/duckdb:parquet	8924170 / 8950840 / -0.3%	15580830 / 15462815 / +0.8%	0.57 / 0.58 / -1.1%
tpcds_q97/duckdb:parquet	29212894 / 28903360 / +1.1%	36047186 / 36639803 / -1.6%	0.81 / 0.79 / +2.7%
tpcds_q98/duckdb:parquet	18689757 / 18607434 / +0.4%	26516518 / 26725809 / -0.8%	0.70 / 0.70 / +1.2%
tpcds_q99/duckdb:parquet	20464260 / 20241120 / +1.1%	26681490 / 26735551 / -0.2%	0.77 / 0.76 / +1.3%

No file size changes detected.

The DateTimeParts compare kernel asked the min and max statistics of each lazy part comparison whether it decides the result. That evaluated the comparison, ran the min-max and sum aggregates over it, and dropped the result, which the caller then evaluated again. Profiles of a TopK filter on ClickBench EventTime spent 43% of their CPU there. Each part comparison is now evaluated once, and a population count of its valid rows answers whether it decides the result. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Robert Kruszewski <robert@spiraldb.com>

`valid_rows_all` wrapped the comparison bits in a mask and intersected it with the validity mask. It now intersects the two bit buffers, and reads the comparison count directly when every row is valid. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Signed-off-by: Robert Kruszewski <robert@spiraldb.com>

github-actions · 2026-10-23T14:49:27Z

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

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

github-actions · 2026-10-23T14:49:30Z

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

Benchmark FineWeb NVMe (pr) failed! Check the workflow run for details.

github-actions · 2026-10-23T14:50:20Z

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

Benchmark TPC-H SF=1 on NVME (pr) failed! Check the workflow run for details.

robert3005 force-pushed the rk/datetime-parts-compare branch from cad4215 to 84d8584 Compare October 21, 2026 22:47

robert3005 added the changelog/performance A performance improvement label Oct 21, 2026

robert3005 mentioned this pull request Oct 21, 2026

Support datafusion dynamic filters #10665

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myrrc added the action/bench-sql Run SQL benchmarks without Vortex Compact on this PR label Oct 23, 2026

github-actions Bot removed the action/bench-sql Run SQL benchmarks without Vortex Compact on this PR label Oct 23, 2026

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robert3005 and others added 2 commits October 23, 2026 15:49

robert3005 force-pushed the rk/datetime-parts-compare branch from 84d8584 to d3bd237 Compare October 23, 2026 14:49

robert3005 enabled auto-merge (squash) October 23, 2026 14:50

robert3005 merged commit 824cee7 into develop Oct 23, 2026
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robert3005 deleted the rk/datetime-parts-compare branch October 23, 2026 14:55

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Compare timestamp parts without evaluating each comparison twice - #10684

Compare timestamp parts without evaluating each comparison twice#10684
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robert3005 commented Oct 21, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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codspeed Bot commented Oct 21, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Merging this PR will regress 5 benchmarks

Performance Changes

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github-actions Bot commented Oct 23, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Polar Signals Profiling Results

Latest Run

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github-actions Bot commented Oct 23, 2026

Benchmarks: TPC-H SF=10 on NVME 📖

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github-actions Bot commented Oct 23, 2026

Benchmarks: TPC-H SF=1 on S3 📖

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github-actions Bot commented Oct 23, 2026

Benchmarks: PolarSignals Profiling 📖

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github-actions Bot commented Oct 23, 2026

Benchmarks: TPC-DS SF=1 on NVME 📖

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github-actions Bot commented Oct 23, 2026

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

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github-actions Bot commented Oct 23, 2026

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

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github-actions Bot commented Oct 23, 2026

🚨🚨🚨❌❌❌ SQL BENCHMARK FAILED ❌❌❌🚨🚨🚨

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robert3005 commented Oct 21, 2026 •

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codspeed Bot commented Oct 21, 2026 •

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github-actions Bot commented Oct 23, 2026 •

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