Optimize arrays top down as execution reaches them, and retry a parent when its children change by robert3005 · Pull Request #11090 · vortex-data/vortex

robert3005 · 2026-11-02T12:05:55Z

With a session, the optimizer now works bottom up, and execution optimizes each node that it reaches. This prepares for lazy constructors in #11091.

Changes

optimize_ctx optimizes the children of a node that were never optimized before it tries the rules of the node. It does the same for the nodes that each rewrite builds. It does not visit marked subtrees, and it marks every array that it returns. Thus inverse rules, such as slice(get_item) and get_item(slice), cannot loop.
One optimize call rewrites a shared node only once, for example the struct below every field of a projection.
optimize_recursive is now the same as optimize_ctx.
The session-less optimize still rewrites only the root and does not mark the result. Thus a later optimize_ctx still tries the session kernels.
execute_until optimizes the root before it starts, each child that execution focuses, the result of each Done step, and the array that it returns. Single-step execution optimizes with the session, instead of trying only the static reduce and parent-reduce rules.
Chunked::reduce does not reduce an empty variant array, because Variant has no empty canonical form.

codspeed · 2026-11-02T15:23:02Z

Merging this PR will degrade performance by 17.68%

1 warning

⚠️ 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

⚡ 1 improved benchmark
❌ 203 regressed benchmarks
✅ 1561 untouched benchmarks
⏩ 130 skipped benchmarks¹
🗄️ 47 archived benchmarks run²

Warning

Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	`BASE`	`HEAD`	Efficiency
❌	CPU Simulation	`canonicalize_sparse_fixed_size_list[(1024, 17, 8)]`	424.1 µs	971.8 µs	-56.36%
❌	CPU Simulation	`canonicalize_sparse_fixed_size_list[(512, 7, 4)]`	457.4 µs	820.6 µs	-44.26%
❌	CPU Simulation	`canonicalize[256, 32]`	36.3 µs	60.8 µs	-40.35%
❌	Walltime	`decode_chunked_avx2[i64, 524288]`	13.5 µs	22.2 µs	-39.3%
❌	Walltime	`decode_chunked_avx512[i64, 524288]`	13.5 µs	21.8 µs	-38.17%
❌	CPU Simulation	`filter_random_by_random[10000]`	6.8 µs	10.9 µs	-37.48%
❌	CPU Simulation	`take_filter_primitive_slice_mask_sequential_indices[16384, 1000]`	47.9 µs	76.4 µs	-37.29%
❌	Walltime	`take_neon[value_shape/shuffled/fsl8/nonnull/chunks=16/indices=100]`	32.1 µs	50.5 µs	-36.48%
❌	CPU Simulation	`canonicalize[16, 8]`	25.6 µs	40.3 µs	-36.36%
❌	CPU Simulation	`canonicalize[256, 8]`	25.7 µs	40.3 µs	-36.31%
❌	CPU Simulation	`take_filter_primitive_slice_mask_sequential_indices[4096, 1000]`	50.2 µs	78.6 µs	-36.09%
❌	CPU Simulation	`canonicalize[256, 2]`	22.3 µs	34.6 µs	-35.46%
❌	CPU Simulation	`fsl_i32[16, 0.01]`	19.4 µs	29.6 µs	-34.38%
❌	CPU Simulation	`canonicalize_sparse_list[(512, 7, 4)]`	426.9 µs	649.6 µs	-34.28%
❌	CPU Simulation	`canonicalize_sparse_list[(1024, 17, 8)]`	368.4 µs	554.1 µs	-33.52%
❌	CPU Simulation	`canonicalize[16, 32]`	50.4 µs	74.9 µs	-32.7%
❌	CPU Simulation	`decode[msp_i32_p18_nullable]`	18.6 µs	27.4 µs	-32.02%
❌	CPU Simulation	`take_filter_primitive_nullable_slice_mask_random_indices[4096, 1000]`	94.5 µs	134.9 µs	-29.92%
❌	CPU Simulation	`take_filter_primitive_nullable_slice_mask_random_indices[16384, 1000]`	112.5 µs	155.2 µs	-27.54%
❌	CPU Simulation	`take_filter_primitive_small_uncached_random_mask_random_indices[4096, 10]`	21.1 µs	29 µs	-27.27%
...	...	...	...	...	...

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Tip

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

_{Comparing rk/optimize-execute-loop (9d6e6d6) with develop (d5271f9)}

130 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. ↩
47 benchmarks were run, but are now archived. If they were deleted in another branch, consider rebasing to remove them from the report. Instead if they were added back, click here to restore them. ↩

## Summary Follow-up to #11110. Keep the remaining noisy cases out of automatic CodSpeed runs while preserving them for local benchmarks. The Python scalar exclusions in #11110 never took effect because the runner exports simulation as `instrumentation`, while the fixture checked for `simulation`. Use the plugin's resolved mode so these cases are actually skipped. ## Changes - Allow a trailing comma in `#[divan::bench(...)]` when the CPU-feature macro appends its options. The multiline bitpacked take definition covers this case in CI builds. - Share the resolved simulation check between the scalar and filter fixtures. Also skip the 2 integer one-shot filtered scans that still report system calls under simulation. - Keep AVX2 bitpacked take with 80 selections local after batching still produced a regression alert. Retain the 64-selection case and both AVX-512 cases in CI. - Keep AVX-512 nullable integer comparison local because its minimum changes by more than 10% while its median stays stable. - Keep the small random power-law boolean filter and the large correlated power-law boolean filter local under simulation. The former has repeated unexplained changes, and the latter repeatedly makes system calls that simulation cannot measure. <details> <summary>Evidence from recent PR reports</summary> Reviewed 40 CodSpeed report comments updated between November 2 at 19:28 UTC and November 3 at 19:28 UTC, including their comparison revisions and the affected measurement modes. | Case | Evidence | | --- | --- | | Python integer scalar scans | [#11154](#11154 (comment)) still reports the repeated scan's 10 system calls. [A develop run after #11110](https://github.com/vortex-data/vortex/actions/runs/41677647530/job/126062463160) executes both integer scalar cases instead of skipping them. The [runner exports the legacy `instrumentation` value](https://github.com/CodSpeedHQ/codspeed/blob/main/crates/runner-shared/src/measurement_mode.rs), which pytest-codspeed 5.0.3 normalizes to simulation. | | Python integer filtered scans | [#11130](#11130 (comment)) reports 30 system calls totaling 14.3 ms in `test_scan_filter[int]`. [#11138](#11138 (comment)) reports 30 calls totaling 16.3 ms in `test_scan_filter_to_arrow_array[int]`. | | AVX2 `threshold[80]` | [#11004](#11004 (comment)) compares `f7b5b1d864` with `e59b236d7b`: 2.183 to 2.531 µs, reported as a 13.75% regression. Both use 1000 samples of 16 iterations. The head median is 2.556 µs, so this is not just a single outlying minimum. The PR does not change the fastlanes code or benchmark. | | AVX-512 `lt_i64_nullable` | [#11168](#11168 (comment)) reports 7.342 to 8.217 µs. Several unrelated CUDA PRs report the opposite direction, including [#10872](#10872 (comment)), at 8.208 to 7.348 µs. Their head medians remain around 8.3 to 8.5 µs. | | Boolean `filter_powerlaw_by_random[10000]` | [#11167](#11167 (comment)) reports a 16.2% regression, [#11168](#11168 (comment)) a 23.56% improvement, and [#11169](#11169 (comment)) a 13.06% regression. The cause is unknown. | | Boolean `filter_powerlaw_by_correlated_runs[100000]` | [#10871](#10871 (comment)) and [#11165](#11165 (comment)) each report 2 system calls totaling about 44 µs. | The NEON chunked-take alerts on #11090 are on a PR that changes execution substantially, so those cases remain enabled. Other dictionary simulation alerts need more attribution before excluding them. </details> CI passes formatting, Python lint and script tests, Rust lint, default-feature and all-feature Rust builds, all 3 CPU walltime benchmark jobs, and Python benchmarks (36 passed, 4 intentionally skipped). The previously failed simulation shard also passes. Some remaining CI jobs and CodSpeed performance analysis are still pending. No local checks were run. The pre-commit and pre-push hooks were bypassed as requested. --------- Signed-off-by: Connor Tsui <[email protected]>

With a session, the optimizer now optimizes the children of a node that were never optimized before it tries the rules of the node, and it does the same for the nodes that each rewrite builds. Children already marked are left without visiting their subtrees. The optimizer marks every array it returns, and it remembers for one call the array it rewrote each shared node into. optimize_recursive is now the same as optimize_ctx. The session-less optimize still rewrites only the root and does not mark the result, so a later optimize with a session still tries its kernels. execute_until now optimizes the root before it starts, each child that execution focuses, the result of each Done step, and the array it returns. Single-step execution optimizes with the session instead of trying only the static reduce and parent-reduce rules. Signed-off-by: Robert Kruszewski <[email protected]>

trace_op! dropped its arguments when the trace harness was not compiled in. Thus a value that only a trace event reads, such as any_optimizations in the optimizer, was reported as unused in plain and CodSpeed builds of vortex-array. The macro now borrows its arguments in a branch that never runs, so they are type-checked but not evaluated. Signed-off-by: Robert Kruszewski <[email protected]>

Execution now optimizes each array that it reaches unless the array is already marked. Arrays that a reader decodes are marked, but benchmarks build their inputs with constructors. Thus the timed region also timed the optimizer, and CodSpeed reported about 400 regressions that production does not see. test_harness::mark_optimized optimizes an input during setup and panics if the optimizer rewrites it, so a benchmark cannot time a different array than the one it built. test_harness::mark_decoded marks each node without trying any rule, as decoding does. The cosine similarity benchmark uses it for an extension array over constant storage, which a file can hold but the optimizer folds into a constant. Lazy arrays that a benchmark builds inside the timed closure stay unmarked, because their optimization is part of the cost it measures. Signed-off-by: Robert Kruszewski <[email protected]>

execute_until now keeps one optimizer for the whole execution. Thus a shared node that one step rewrote is reused when a later step reaches it through another parent, and is not rewritten again. The optimizer keys its cache of rewritten shared nodes by ArrayByPtr, a key that compares arrays by identity. The key holds the array, so its address cannot be reused while the optimizer exists. Signed-off-by: Robert Kruszewski <[email protected]>

split_extreme and the widen_decimal benchmarks came in with the rebase on develop. They built their inputs with constructors and did not mark them, so the timed region also timed the optimizer. They now mark their inputs during setup, as the other benchmarks do. Signed-off-by: Robert Kruszewski <[email protected]>

The optimizer now tries the rules of a node before it optimizes the children of the node. Thus a rule that drops or replaces a child does not optimize the subtree of that child first. After the children are optimized, the optimizer tries the rules of the node again if a child changed. Thus a parent rule or kernel that is keyed on the final encoding of a child still applies, such as LIKE over a slice of an FSST array. When a rule rewrites a node, the optimizer still optimizes the nodes that the rule built before the next pass on the node. This stops two rules that are inverses of each other from rewriting a node back and forth. The trace snapshot of the stack parent kernel test now shows the parent optimized before its child. Signed-off-by: Robert Kruszewski <[email protected]>

github-actions · 2026-11-04T14:24:54Z

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟢 Done	`9d6e6d6`	clickbench-nvme	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	tpcds-nvme-10	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	fineweb	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	tpch-nvme-10	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	polarsignals	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	tpch-nvme	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	tpcds-nvme	1	Explore Profiling Data
🟢 Done	`9d6e6d6`	tpch-s3	1	Explore Profiling Data

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github-actions · 2026-11-04T14:25:28Z

Benchmarks: PolarSignals Profiling 📖

Commits: PR 9d6e6d6c vs base a3238df7
Vortex (geomean): hot 1.052x ➖ · cold 0.942x ➖

datafusion / vortex-file-compressed / ns (1.052x ➖, 0↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
polarsignals_q00/datafusion:vortex-file-compressed	44541165 / 43970803 / +1.3%	82178774 / 84493586 / -2.7%	0.54 / 0.52 / +4.2%
polarsignals_q01/datafusion:vortex-file-compressed	52456896 / 52367714 / +0.2%	110748853 / 134115740 / -17.4% 🟢	0.47 / 0.39 / +21.3%
polarsignals_q02/datafusion:vortex-file-compressed	14487520 / 11803104 / +22.7% 🔴	39738202 / 46622806 / -14.8% 🟢	0.36 / 0.25 / +44.0%
polarsignals_q03/datafusion:vortex-file-compressed	69940899 / 54855286 / +27.5% 🔴	113580273 / 120217074 / -5.5%	0.62 / 0.46 / +35.0%
polarsignals_q04/datafusion:vortex-file-compressed	9272079 / 9177290 / +1.0%	36030191 / 35351221 / +1.9%	0.26 / 0.26 / -0.9%
polarsignals_q05/datafusion:vortex-file-compressed	11417677 / 11474670 / -0.5%	38662108 / 41791605 / -7.5%	0.30 / 0.27 / +7.6%
polarsignals_q06/datafusion:vortex-file-compressed	22944037 / 23170204 / -1.0%	50446942 / 52617589 / -4.1%	0.45 / 0.44 / +3.3%
polarsignals_q07/datafusion:vortex-file-compressed	10660998 / 10817276 / -1.4%	37124065 / 43603341 / -14.9% 🟢	0.29 / 0.25 / +15.8%
polarsignals_q08/datafusion:vortex-file-compressed	104525256 / 97744216 / +6.9%	167138594 / 166296503 / +0.5%	0.63 / 0.59 / +6.4%
polarsignals_q09/datafusion:vortex-file-compressed	9960503 / 9977924 / -0.2%	38953782 / 35510193 / +9.7%	0.26 / 0.28 / -9.0%

github-actions · 2026-11-04T14:26:06Z

Benchmarks: FineWeb NVMe 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.4%
Engines: DataFusion No clear signal (-3.7%, low confidence) · DuckDB No clear signal (+1.0%, low confidence)
Vortex (geomean): hot 0.988x ➖ · cold 0.956x ➖
Parquet (geomean): hot 1.001x ➖ · cold 0.966x ➖
Shifts: Parquet (control) +0.1% · Median polish -0.6%

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 (0.972x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:vortex-file-compressed	6005174 / 6133890 / -2.1%	20235302 / 20116907 / +0.6%	0.30 / 0.30 / -2.7%
fineweb_q01/datafusion:vortex-file-compressed	9731242 / 10102928 / -3.7%	37873935 / 39843095 / -4.9%	0.26 / 0.25 / +1.3%
fineweb_q02/datafusion:vortex-file-compressed	12234160 / 12780359 / -4.3%	40381744 / 40727650 / -0.8%	0.30 / 0.31 / -3.5%
fineweb_q03/datafusion:vortex-file-compressed	17013726 / 17965112 / -5.3%	100963019 / 107788902 / -6.3%	0.17 / 0.17 / +1.1%
fineweb_q04/datafusion:vortex-file-compressed	63526604 / 66715726 / -4.8%	139196951 / 142661609 / -2.4%	0.46 / 0.47 / -2.4%
fineweb_q05/datafusion:vortex-file-compressed	62284788 / 63675546 / -2.2%	132822588 / 138941159 / -4.4%	0.47 / 0.46 / +2.3%
fineweb_q06/datafusion:vortex-file-compressed	15938195 / 17242350 / -7.6%	96944602 / 107730792 / -10.0% 🟢	0.16 / 0.16 / +2.7%
fineweb_q07/datafusion:vortex-file-compressed	19159668 / 18155780 / +5.5%	102778130 / 108171193 / -5.0%	0.19 / 0.17 / +11.1%
fineweb_q08/datafusion:vortex-file-compressed	9041240 / 9058676 / -0.2%	30828976 / 26646865 / +15.7% 🔴	0.29 / 0.34 / -13.7%

datafusion / parquet / ns (1.010x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/datafusion:parquet	9490980 / 9560944 / -0.7%	31936199 / 35943695 / -11.1% 🟢	0.30 / 0.27 / +11.7%
fineweb_q01/datafusion:parquet	75758291 / 74098225 / +2.2%	146069537 / 153808599 / -5.0%	0.52 / 0.48 / +7.7%
fineweb_q02/datafusion:parquet	74057784 / 74286291 / -0.3%	142653100 / 150362087 / -5.1%	0.52 / 0.49 / +5.1%
fineweb_q03/datafusion:parquet	73283418 / 72624304 / +0.9%	139150456 / 153338421 / -9.3%	0.53 / 0.47 / +11.2%
fineweb_q04/datafusion:parquet	82205266 / 82223602 / -0.0%	141506885 / 160908256 / -12.1% 🟢	0.58 / 0.51 / +13.7%
fineweb_q05/datafusion:parquet	80092708 / 81212668 / -1.4%	143288819 / 151164147 / -5.2%	0.56 / 0.54 / +4.0%
fineweb_q06/datafusion:parquet	77266774 / 74469176 / +3.8%	149661411 / 150974119 / -0.9%	0.52 / 0.49 / +4.7%
fineweb_q07/datafusion:parquet	74892708 / 72863112 / +2.8%	147133371 / 148787776 / -1.1%	0.51 / 0.49 / +3.9%
fineweb_q08/datafusion:parquet	73864176 / 72678656 / +1.6%	144322191 / 146939336 / -1.8%	0.51 / 0.49 / +3.5%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:vortex-file-compressed	2104819 / 2055910 / +2.4%	7266580 / 8256482 / -12.0% 🟢	0.29 / 0.25 / +16.3%
fineweb_q01/duckdb:vortex-file-compressed	7870302 / 7928008 / -0.7%	25336500 / 27633181 / -8.3%	0.31 / 0.29 / +8.3%
fineweb_q02/duckdb:vortex-file-compressed	9408982 / 9570696 / -1.7%	27084757 / 30871073 / -12.3% 🟢	0.35 / 0.31 / +12.1%
fineweb_q03/duckdb:vortex-file-compressed	19091327 / 19160175 / -0.4%	89121819 / 97027169 / -8.1%	0.21 / 0.20 / +8.5%
fineweb_q04/duckdb:vortex-file-compressed	65539126 / 65636894 / -0.1%	102112966 / 109724765 / -6.9%	0.64 / 0.60 / +7.3%
fineweb_q05/duckdb:vortex-file-compressed	65684342 / 65477184 / +0.3%	101780808 / 101697908 / +0.1%	0.65 / 0.64 / +0.2%
fineweb_q06/duckdb:vortex-file-compressed	18512966 / 18685792 / -0.9%	88148247 / 88399686 / -0.3%	0.21 / 0.21 / -0.6%
fineweb_q07/duckdb:vortex-file-compressed	17835496 / 17868574 / -0.2%	86472015 / 87897313 / -1.6%	0.21 / 0.20 / +1.5%
fineweb_q08/duckdb:vortex-file-compressed	5269302 / 5035361 / +4.6%	12610408 / 13706282 / -8.0%	0.42 / 0.37 / +13.7%

duckdb / parquet / ns (0.993x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
fineweb_q00/duckdb:parquet	23927536 / 23921460 / +0.0%	27848634 / 28391458 / -1.9%	0.86 / 0.84 / +2.0%
fineweb_q01/duckdb:parquet	53523552 / 55370600 / -3.3%	73883648 / 73251977 / +0.9%	0.72 / 0.76 / -4.2%
fineweb_q02/duckdb:parquet	58290618 / 58128336 / +0.3%	74146031 / 77683100 / -4.6%	0.79 / 0.75 / +5.1%
fineweb_q03/duckdb:parquet	118502546 / 118458787 / +0.0%	178917550 / 175152437 / +2.1%	0.66 / 0.68 / -2.1%
fineweb_q04/duckdb:parquet	163070474 / 163881541 / -0.5%	197079128 / 205499910 / -4.1%	0.83 / 0.80 / +3.8%
fineweb_q05/duckdb:parquet	156605494 / 158214252 / -1.0%	197942695 / 204271053 / -3.1%	0.79 / 0.77 / +2.1%
fineweb_q06/duckdb:parquet	88011008 / 90658764 / -2.9%	142148799 / 146469236 / -2.9%	0.62 / 0.62 / +0.0%
fineweb_q07/duckdb:parquet	92734084 / 91775316 / +1.0%	145856681 / 145788080 / +0.0%	0.64 / 0.63 / +1.0%
fineweb_q08/duckdb:parquet	29341594 / 29225064 / +0.4%	32400469 / 30423741 / +6.5%	0.91 / 0.96 / -5.7%

github-actions · 2026-11-04T14:26:45Z

Benchmarks: TPC-H SF=1 on NVME 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.1%
Engines: DataFusion No clear signal (+1.6%, low confidence) · DuckDB No clear signal (+0.5%, low confidence)
Vortex (geomean): hot 1.011x ➖ · cold 0.996x ➖
Parquet (geomean): hot 1.001x ➖ · cold 1.000x ➖
Shifts: Parquet (control) +0.1% · 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.

datafusion / vortex-file-compressed / ns (1.016x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	16333310 / 16021824 / +1.9%	42139742 / 41886268 / +0.6%	0.39 / 0.38 / +1.3%
tpch_q02/datafusion:vortex-file-compressed	17089135 / 16578468 / +3.1%	35029791 / 35128357 / -0.3%	0.49 / 0.47 / +3.4%
tpch_q03/datafusion:vortex-file-compressed	19674693 / 19705586 / -0.2%	50018177 / 45618582 / +9.6%	0.39 / 0.43 / -8.9%
tpch_q04/datafusion:vortex-file-compressed	11241655 / 11323087 / -0.7%	35117876 / 33642013 / +4.4%	0.32 / 0.34 / -4.9%
tpch_q05/datafusion:vortex-file-compressed	37026124 / 36805042 / +0.6%	67926299 / 70478991 / -3.6%	0.55 / 0.52 / +4.4%
tpch_q06/datafusion:vortex-file-compressed	7775939 / 5273283 / +47.5% 🔴	27147049 / 28166425 / -3.6%	0.29 / 0.19 / +53.0%
tpch_q07/datafusion:vortex-file-compressed	50933315 / 51731786 / -1.5%	76069593 / 80775059 / -5.8%	0.67 / 0.64 / +4.5%
tpch_q08/datafusion:vortex-file-compressed	51985830 / 51458529 / +1.0%	73713055 / 77732729 / -5.2%	0.71 / 0.66 / +6.5%
tpch_q09/datafusion:vortex-file-compressed	47560507 / 48475691 / -1.9%	76910610 / 80847772 / -4.9%	0.62 / 0.60 / +3.1%
tpch_q10/datafusion:vortex-file-compressed	16998999 / 17507116 / -2.9%	51787662 / 50783385 / +2.0%	0.33 / 0.34 / -4.8%
tpch_q11/datafusion:vortex-file-compressed	14403839 / 14168417 / +1.7%	33497269 / 33854822 / -1.1%	0.43 / 0.42 / +2.7%
tpch_q12/datafusion:vortex-file-compressed	18503097 / 18347073 / +0.9%	45398553 / 46102309 / -1.5%	0.41 / 0.40 / +2.4%
tpch_q13/datafusion:vortex-file-compressed	19276616 / 19516878 / -1.2%	40030661 / 40004316 / +0.1%	0.48 / 0.49 / -1.3%
tpch_q14/datafusion:vortex-file-compressed	14222223 / 14326226 / -0.7%	39347830 / 37721246 / +4.3%	0.36 / 0.38 / -4.8%
tpch_q15/datafusion:vortex-file-compressed	18559094 / 19114943 / -2.9%	45148710 / 46091413 / -2.0%	0.41 / 0.41 / -0.9%
tpch_q16/datafusion:vortex-file-compressed	18015469 / 18516753 / -2.7%	37783655 / 38394316 / -1.6%	0.48 / 0.48 / -1.1%
tpch_q17/datafusion:vortex-file-compressed	28900318 / 28230244 / +2.4%	60392733 / 60681915 / -0.5%	0.48 / 0.47 / +2.9%
tpch_q18/datafusion:vortex-file-compressed	35743112 / 35438499 / +0.9%	59736208 / 61291338 / -2.5%	0.60 / 0.58 / +3.5%
tpch_q19/datafusion:vortex-file-compressed	12376321 / 12685965 / -2.4%	36993276 / 40532714 / -8.7%	0.33 / 0.31 / +6.9%
tpch_q20/datafusion:vortex-file-compressed	20576898 / 20330026 / +1.2%	44023932 / 44303636 / -0.6%	0.47 / 0.46 / +1.9%
tpch_q21/datafusion:vortex-file-compressed	39594185 / 40029118 / -1.1%	70433714 / 71040127 / -0.9%	0.56 / 0.56 / -0.2%
tpch_q22/datafusion:vortex-file-compressed	11128073 / 10967768 / +1.5%	31583667 / 30686619 / +2.9%	0.35 / 0.36 / -1.4%

datafusion / parquet / ns (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	72127768 / 71934175 / +0.3%	88624632 / 89924981 / -1.4%	0.81 / 0.80 / +1.7%
tpch_q02/datafusion:parquet	75985767 / 76124787 / -0.2%	91970025 / 95571037 / -3.8%	0.83 / 0.80 / +3.7%
tpch_q03/datafusion:parquet	82201138 / 82292110 / -0.1%	105456748 / 103981277 / +1.4%	0.78 / 0.79 / -1.5%
tpch_q04/datafusion:parquet	39700646 / 39532439 / +0.4%	59352624 / 58544422 / +1.4%	0.67 / 0.68 / -0.9%
tpch_q05/datafusion:parquet	110646238 / 110534370 / +0.1%	139953663 / 136889014 / +2.2%	0.79 / 0.81 / -2.1%
tpch_q06/datafusion:parquet	31776742 / 31318520 / +1.5%	48590698 / 48279538 / +0.6%	0.65 / 0.65 / +0.8%
tpch_q07/datafusion:parquet	113268162 / 113556303 / -0.3%	139898308 / 142170279 / -1.6%	0.81 / 0.80 / +1.4%
tpch_q08/datafusion:parquet	116984016 / 117487108 / -0.4%	144491960 / 144946032 / -0.3%	0.81 / 0.81 / -0.1%
tpch_q09/datafusion:parquet	137339752 / 136740403 / +0.4%	167651545 / 168917720 / -0.7%	0.82 / 0.81 / +1.2%
tpch_q10/datafusion:parquet	103548785 / 103599321 / -0.0%	128746224 / 129047291 / -0.2%	0.80 / 0.80 / +0.2%
tpch_q11/datafusion:parquet	62216514 / 62433958 / -0.3%	82233945 / 83229377 / -1.2%	0.76 / 0.75 / +0.9%
tpch_q12/datafusion:parquet	63821883 / 64108400 / -0.4%	85673794 / 86376815 / -0.8%	0.74 / 0.74 / +0.4%
tpch_q13/datafusion:parquet	143443151 / 143219341 / +0.2%	162366295 / 161641428 / +0.4%	0.88 / 0.89 / -0.3%
tpch_q14/datafusion:parquet	47456174 / 47541377 / -0.2%	70367129 / 71885609 / -2.1%	0.67 / 0.66 / +2.0%
tpch_q15/datafusion:parquet	74181367 / 74325948 / -0.2%	95819841 / 92735075 / +3.3%	0.77 / 0.80 / -3.4%
tpch_q16/datafusion:parquet	43513133 / 43676335 / -0.4%	62981585 / 62545141 / +0.7%	0.69 / 0.70 / -1.1%
tpch_q17/datafusion:parquet	123952375 / 124104932 / -0.1%	147552897 / 148805476 / -0.8%	0.84 / 0.83 / +0.7%
tpch_q18/datafusion:parquet	120502597 / 121236162 / -0.6%	141797059 / 142207631 / -0.3%	0.85 / 0.85 / -0.3%
tpch_q19/datafusion:parquet	57113430 / 57627713 / -0.9%	83642734 / 84271898 / -0.7%	0.68 / 0.68 / -0.1%
tpch_q20/datafusion:parquet	78283443 / 78133035 / +0.2%	102450618 / 102252040 / +0.2%	0.76 / 0.76 / -0.0%
tpch_q21/datafusion:parquet	113684979 / 113352651 / +0.3%	137976591 / 139564155 / -1.1%	0.82 / 0.81 / +1.4%
tpch_q22/datafusion:parquet	51612114 / 51453465 / +0.3%	66984337 / 69020629 / -3.0%	0.77 / 0.75 / +3.4%

duckdb / vortex-file-compressed / ns (1.006x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	9390288 / 9593585 / -2.1%	20586295 / 20390849 / +1.0%	0.46 / 0.47 / -3.0%
tpch_q02/duckdb:vortex-file-compressed	15544076 / 15061978 / +3.2%	24687092 / 25536004 / -3.3%	0.63 / 0.59 / +6.7%
tpch_q03/duckdb:vortex-file-compressed	19161730 / 18596125 / +3.0%	36576529 / 33991828 / +7.6%	0.52 / 0.55 / -4.2%
tpch_q04/duckdb:vortex-file-compressed	12433937 / 12354888 / +0.6%	26535485 / 26687945 / -0.6%	0.47 / 0.46 / +1.2%
tpch_q05/duckdb:vortex-file-compressed	20338921 / 20441288 / -0.5%	35879784 / 36134401 / -0.7%	0.57 / 0.57 / +0.2%
tpch_q06/duckdb:vortex-file-compressed	5050305 / 4953419 / +2.0%	14263500 / 15396034 / -7.4%	0.35 / 0.32 / +10.1%
tpch_q07/duckdb:vortex-file-compressed	24494727 / 24089515 / +1.7%	42247612 / 40242395 / +5.0%	0.58 / 0.60 / -3.1%
tpch_q08/duckdb:vortex-file-compressed	21212922 / 20932611 / +1.3%	36835104 / 37884273 / -2.8%	0.58 / 0.55 / +4.2%
tpch_q09/duckdb:vortex-file-compressed	23256401 / 23195246 / +0.3%	39808820 / 38970005 / +2.2%	0.58 / 0.60 / -1.8%
tpch_q10/duckdb:vortex-file-compressed	27125236 / 26981438 / +0.5%	43672091 / 43325681 / +0.8%	0.62 / 0.62 / -0.3%
tpch_q11/duckdb:vortex-file-compressed	8207797 / 8115804 / +1.1%	17374017 / 17299638 / +0.4%	0.47 / 0.47 / +0.7%
tpch_q12/duckdb:vortex-file-compressed	14753182 / 14679930 / +0.5%	27001111 / 27237386 / -0.9%	0.55 / 0.54 / +1.4%
tpch_q13/duckdb:vortex-file-compressed	19692517 / 19741234 / -0.2%	32503903 / 32015776 / +1.5%	0.61 / 0.62 / -1.7%
tpch_q14/duckdb:vortex-file-compressed	11418973 / 11359214 / +0.5%	24882949 / 24238083 / +2.7%	0.46 / 0.47 / -2.1%
tpch_q15/duckdb:vortex-file-compressed	8592282 / 8762706 / -1.9%	20091601 / 21561164 / -6.8%	0.43 / 0.41 / +5.2%
tpch_q16/duckdb:vortex-file-compressed	16610810 / 16634948 / -0.1%	23382461 / 23497538 / -0.5%	0.71 / 0.71 / +0.3%
tpch_q17/duckdb:vortex-file-compressed	12640464 / 12734427 / -0.7%	28679636 / 26987164 / +6.3%	0.44 / 0.47 / -6.6%
tpch_q18/duckdb:vortex-file-compressed	24870962 / 25255003 / -1.5%	32980983 / 34251740 / -3.7%	0.75 / 0.74 / +2.3%
tpch_q19/duckdb:vortex-file-compressed	12116795 / 11707465 / +3.5%	29862510 / 27398721 / +9.0%	0.41 / 0.43 / -5.0%
tpch_q20/duckdb:vortex-file-compressed	14667216 / 14413846 / +1.8%	29417878 / 30675437 / -4.1%	0.50 / 0.47 / +6.1%
tpch_q21/duckdb:vortex-file-compressed	48947827 / 48597310 / +0.7%	65262042 / 64767533 / +0.8%	0.75 / 0.75 / -0.0%
tpch_q22/duckdb:vortex-file-compressed	16873057 / 16718381 / +0.9%	26645703 / 26759177 / -0.4%	0.63 / 0.62 / +1.4%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	47648370 / 47653501 / -0.0%	53921112 / 53944560 / -0.0%	0.88 / 0.88 / +0.0%
tpch_q02/duckdb:parquet	48177623 / 48160198 / +0.0%	55172060 / 55025419 / +0.3%	0.87 / 0.88 / -0.2%
tpch_q03/duckdb:parquet	60096929 / 60298336 / -0.3%	68460993 / 68492961 / -0.0%	0.88 / 0.88 / -0.3%
tpch_q04/duckdb:parquet	34746635 / 34709765 / +0.1%	42894525 / 43360557 / -1.1%	0.81 / 0.80 / +1.2%
tpch_q05/duckdb:parquet	67071654 / 67144658 / -0.1%	78042280 / 78008218 / +0.0%	0.86 / 0.86 / -0.2%
tpch_q06/duckdb:parquet	21547143 / 21699915 / -0.7%	27479049 / 27386710 / +0.3%	0.78 / 0.79 / -1.0%
tpch_q07/duckdb:parquet	63910846 / 63975859 / -0.1%	73835402 / 73855786 / -0.0%	0.87 / 0.87 / -0.1%
tpch_q08/duckdb:parquet	75812913 / 75705337 / +0.1%	86095135 / 87112453 / -1.2%	0.88 / 0.87 / +1.3%
tpch_q09/duckdb:parquet	107862082 / 107671655 / +0.2%	118536335 / 119218150 / -0.6%	0.91 / 0.90 / +0.8%
tpch_q10/duckdb:parquet	105961938 / 105618077 / +0.3%	118383611 / 117480524 / +0.8%	0.90 / 0.90 / -0.4%
tpch_q11/duckdb:parquet	29452785 / 29284219 / +0.6%	34608109 / 34749334 / -0.4%	0.85 / 0.84 / +1.0%
tpch_q12/duckdb:parquet	37316811 / 37065741 / +0.7%	44030848 / 44190269 / -0.4%	0.85 / 0.84 / +1.0%
tpch_q13/duckdb:parquet	175468452 / 174641052 / +0.5%	181571895 / 184094180 / -1.4%	0.97 / 0.95 / +1.9%
tpch_q14/duckdb:parquet	42389645 / 42313099 / +0.2%	51937379 / 51473117 / +0.9%	0.82 / 0.82 / -0.7%
tpch_q15/duckdb:parquet	32570784 / 32582628 / -0.0%	41423781 / 41072500 / +0.9%	0.79 / 0.79 / -0.9%
tpch_q16/duckdb:parquet	47371003 / 47375271 / -0.0%	53159479 / 52157669 / +1.9%	0.89 / 0.91 / -1.9%
tpch_q17/duckdb:parquet	47905647 / 47744900 / +0.3%	56637483 / 57716847 / -1.9%	0.85 / 0.83 / +2.2%
tpch_q18/duckdb:parquet	74513793 / 74045804 / +0.6%	81703889 / 81242359 / +0.6%	0.91 / 0.91 / +0.1%
tpch_q19/duckdb:parquet	49186282 / 48894903 / +0.6%	61694714 / 56632683 / +8.9%	0.80 / 0.86 / -7.7%
tpch_q20/duckdb:parquet	63508893 / 63580748 / -0.1%	74172694 / 74120148 / +0.1%	0.86 / 0.86 / -0.2%
tpch_q21/duckdb:parquet	106985392 / 106470094 / +0.5%	116781952 / 116286810 / +0.4%	0.92 / 0.92 / +0.1%
tpch_q22/duckdb:parquet	50388743 / 50374190 / +0.0%	58731151 / 59091665 / -0.6%	0.86 / 0.85 / +0.6%

github-actions · 2026-11-04T14:28:01Z

Benchmarks: TPC-H SF=10 on NVME 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.3%
Engines: DataFusion No clear signal (+0.0%, low confidence) · DuckDB No clear signal (+0.5%, low confidence)
Vortex (geomean): hot 1.001x ➖ · cold 0.987x ➖
Parquet (geomean): hot 0.998x ➖ · cold 1.022x ➖
Shifts: Parquet (control) -0.2% · 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 (0.998x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	93165627 / 92668331 / +0.5%	164052950 / 155997173 / +5.2%	0.57 / 0.59 / -4.4%
tpch_q02/datafusion:vortex-file-compressed	64816327 / 64165470 / +1.0%	95322162 / 94984472 / +0.4%	0.68 / 0.68 / +0.7%
tpch_q03/datafusion:vortex-file-compressed	63070894 / 63668955 / -0.9%	118503374 / 121515184 / -2.5%	0.53 / 0.52 / +1.6%
tpch_q04/datafusion:vortex-file-compressed	34273564 / 34598499 / -0.9%	70925095 / 71521192 / -0.8%	0.48 / 0.48 / -0.1%
tpch_q05/datafusion:vortex-file-compressed	117312417 / 118371203 / -0.9%	184981957 / 181750819 / +1.8%	0.63 / 0.65 / -2.6%
tpch_q06/datafusion:vortex-file-compressed	10612148 / 10564347 / +0.5%	60888348 / 56983554 / +6.9%	0.17 / 0.19 / -6.0%
tpch_q07/datafusion:vortex-file-compressed	135301713 / 134009255 / +1.0%	205700783 / 202961643 / +1.3%	0.66 / 0.66 / -0.4%
tpch_q08/datafusion:vortex-file-compressed	143503321 / 139489102 / +2.9%	218415453 / 311699566 / -29.9% 🟢	0.66 / 0.45 / +46.8%
tpch_q09/datafusion:vortex-file-compressed	184596999 / 185861078 / -0.7%	261070874 / 263913580 / -1.1%	0.71 / 0.70 / +0.4%
tpch_q10/datafusion:vortex-file-compressed	70555438 / 69771843 / +1.1%	135454843 / 135702381 / -0.2%	0.52 / 0.51 / +1.3%
tpch_q11/datafusion:vortex-file-compressed	43308625 / 43188425 / +0.3%	69339282 / 70702371 / -1.9%	0.62 / 0.61 / +2.2%
tpch_q12/datafusion:vortex-file-compressed	34692881 / 35056685 / -1.0%	79396548 / 84115904 / -5.6%	0.44 / 0.42 / +4.8%
tpch_q13/datafusion:vortex-file-compressed	48975220 / 49277847 / -0.6%	80793057 / 80995914 / -0.3%	0.61 / 0.61 / -0.4%
tpch_q14/datafusion:vortex-file-compressed	20403543 / 21792891 / -6.4%	82648544 / 87856486 / -5.9%	0.25 / 0.25 / -0.5%
tpch_q15/datafusion:vortex-file-compressed	33739454 / 34692762 / -2.7%	90916837 / 90130104 / +0.9%	0.37 / 0.38 / -3.6%
tpch_q16/datafusion:vortex-file-compressed	37065782 / 37178633 / -0.3%	66665251 / 65041956 / +2.5%	0.56 / 0.57 / -2.7%
tpch_q17/datafusion:vortex-file-compressed	180204255 / 177912428 / +1.3%	222462663 / 233328280 / -4.7%	0.81 / 0.76 / +6.2%
tpch_q18/datafusion:vortex-file-compressed	205182978 / 205192955 / -0.0%	268275091 / 266182782 / +0.8%	0.76 / 0.77 / -0.8%
tpch_q19/datafusion:vortex-file-compressed	30390145 / 30178307 / +0.7%	89313729 / 88103171 / +1.4%	0.34 / 0.34 / -0.7%
tpch_q20/datafusion:vortex-file-compressed	61264682 / 60461594 / +1.3%	116070464 / 118500454 / -2.1%	0.53 / 0.51 / +3.4%
tpch_q21/datafusion:vortex-file-compressed	180330944 / 180019682 / +0.2%	238866431 / 254407046 / -6.1%	0.75 / 0.71 / +6.7%
tpch_q22/datafusion:vortex-file-compressed	25218327 / 25392797 / -0.7%	53788505 / 51115354 / +5.2%	0.47 / 0.50 / -5.6%

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	87660485 / 88035159 / -0.4%	133092610 / 127737521 / +4.2%	0.66 / 0.69 / -4.4%
tpch_q02/datafusion:parquet	175150155 / 173004539 / +1.2%	199512291 / 196351501 / +1.6%	0.88 / 0.88 / -0.4%
tpch_q03/datafusion:parquet	135782512 / 135792280 / -0.0%	193612102 / 179130621 / +8.1%	0.70 / 0.76 / -7.5%
tpch_q04/datafusion:parquet	57249082 / 57157037 / +0.2%	98336799 / 89628605 / +9.7%	0.58 / 0.64 / -8.7%
tpch_q05/datafusion:parquet	167422382 / 167279143 / +0.1%	234967246 / 221370662 / +6.1%	0.71 / 0.76 / -5.7%
tpch_q06/datafusion:parquet	36264569 / 36574853 / -0.8%	80081718 / 73827911 / +8.5%	0.45 / 0.50 / -8.6%
tpch_q07/datafusion:parquet	214802760 / 216199249 / -0.6%	272997582 / 273257858 / -0.1%	0.79 / 0.79 / -0.6%
tpch_q08/datafusion:parquet	216933631 / 217230112 / -0.1%	290665575 / 280190298 / +3.7%	0.75 / 0.78 / -3.7%
tpch_q09/datafusion:parquet	308788877 / 308817951 / -0.0%	382357006 / 374413268 / +2.1%	0.81 / 0.82 / -2.1%
tpch_q10/datafusion:parquet	312688986 / 311607709 / +0.3%	374379240 / 377889943 / -0.9%	0.84 / 0.82 / +1.3%
tpch_q11/datafusion:parquet	126720963 / 127725726 / -0.8%	151902829 / 150514662 / +0.9%	0.83 / 0.85 / -1.7%
tpch_q12/datafusion:parquet	82243499 / 83285841 / -1.3%	124843383 / 121840750 / +2.5%	0.66 / 0.68 / -3.6%
tpch_q13/datafusion:parquet	210225511 / 210149285 / +0.0%	242854415 / 239029132 / +1.6%	0.87 / 0.88 / -1.5%
tpch_q14/datafusion:parquet	86461652 / 87862731 / -1.6%	206055305 / 189951412 / +8.5%	0.42 / 0.46 / -9.3%
tpch_q15/datafusion:parquet	105959065 / 105399787 / +0.5%	165886727 / 152889800 / +8.5%	0.64 / 0.69 / -7.3%
tpch_q16/datafusion:parquet	96788632 / 96909806 / -0.1%	124926735 / 122782302 / +1.7%	0.77 / 0.79 / -1.8%
tpch_q17/datafusion:parquet	215804169 / 217666351 / -0.9%	265848980 / 260435547 / +2.1%	0.81 / 0.84 / -2.9%
tpch_q18/datafusion:parquet	266703036 / 268412809 / -0.6%	318748040 / 311204674 / +2.4%	0.84 / 0.86 / -3.0%
tpch_q19/datafusion:parquet	108806166 / 108818440 / -0.0%	171553806 / 165983817 / +3.4%	0.63 / 0.66 / -3.3%
tpch_q20/datafusion:parquet	185735904 / 185416567 / +0.2%	244722069 / 247541685 / -1.1%	0.76 / 0.75 / +1.3%
tpch_q21/datafusion:parquet	243715142 / 244554799 / -0.3%	311011973 / 303001074 / +2.6%	0.78 / 0.81 / -2.9%
tpch_q22/datafusion:parquet	150242077 / 150827682 / -0.4%	174282034 / 172964603 / +0.8%	0.86 / 0.87 / -1.1%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	34138031 / 33944082 / +0.6%	65379505 / 69042676 / -5.3%	0.52 / 0.49 / +6.2%
tpch_q02/duckdb:vortex-file-compressed	28905439 / 28292619 / +2.2%	42049715 / 47656392 / -11.8% 🟢	0.69 / 0.59 / +15.8%
tpch_q03/duckdb:vortex-file-compressed	52882475 / 53422607 / -1.0%	107077225 / 105898356 / +1.1%	0.49 / 0.50 / -2.1%
tpch_q04/duckdb:vortex-file-compressed	52003240 / 51878698 / +0.2%	89124531 / 90324262 / -1.3%	0.58 / 0.57 / +1.6%
tpch_q05/duckdb:vortex-file-compressed	68869726 / 69186109 / -0.5%	110750017 / 110302038 / +0.4%	0.62 / 0.63 / -0.9%
tpch_q06/duckdb:vortex-file-compressed	16168468 / 15725802 / +2.8%	50198109 / 52015253 / -3.5%	0.32 / 0.30 / +6.5%
tpch_q07/duckdb:vortex-file-compressed	56249404 / 56317187 / -0.1%	108307607 / 111467321 / -2.8%	0.52 / 0.51 / +2.8%
tpch_q08/duckdb:vortex-file-compressed	85925941 / 85178454 / +0.9%	135069560 / 130250166 / +3.7%	0.64 / 0.65 / -2.7%
tpch_q09/duckdb:vortex-file-compressed	103289429 / 103115440 / +0.2%	161652054 / 162693295 / -0.6%	0.64 / 0.63 / +0.8%
tpch_q10/duckdb:vortex-file-compressed	95973578 / 95024323 / +1.0%	151334718 / 148838348 / +1.7%	0.63 / 0.64 / -0.7%
tpch_q11/duckdb:vortex-file-compressed	12979534 / 13338179 / -2.7%	28364917 / 28271737 / +0.3%	0.46 / 0.47 / -3.0%
tpch_q12/duckdb:vortex-file-compressed	45614717 / 44705694 / +2.0%	84124500 / 81673021 / +3.0%	0.54 / 0.55 / -0.9%
tpch_q13/duckdb:vortex-file-compressed	71435477 / 71565749 / -0.2%	100507953 / 103596119 / -3.0%	0.71 / 0.69 / +2.9%
tpch_q14/duckdb:vortex-file-compressed	28378959 / 28721519 / -1.2%	76128655 / 74298305 / +2.5%	0.37 / 0.39 / -3.6%
tpch_q15/duckdb:vortex-file-compressed	24984549 / 25238731 / -1.0%	63865117 / 61681331 / +3.5%	0.39 / 0.41 / -4.4%
tpch_q16/duckdb:vortex-file-compressed	49546132 / 48775343 / +1.6%	58046769 / 60592847 / -4.2%	0.85 / 0.80 / +6.0%
tpch_q17/duckdb:vortex-file-compressed	34768592 / 35580147 / -2.3%	65766497 / 66446081 / -1.0%	0.53 / 0.54 / -1.3%
tpch_q18/duckdb:vortex-file-compressed	108005759 / 108164026 / -0.1%	121772371 / 125184058 / -2.7%	0.89 / 0.86 / +2.7%
tpch_q19/duckdb:vortex-file-compressed	28215129 / 27573125 / +2.3%	75561976 / 76064235 / -0.7%	0.37 / 0.36 / +3.0%
tpch_q20/duckdb:vortex-file-compressed	42645040 / 42471226 / +0.4%	96228183 / 94948938 / +1.3%	0.44 / 0.45 / -0.9%
tpch_q21/duckdb:vortex-file-compressed	96863565 / 93195805 / +3.9%	147177713 / 149864001 / -1.8%	0.66 / 0.62 / +5.8%
tpch_q22/duckdb:vortex-file-compressed	33276460 / 33300768 / -0.1%	50960753 / 48688868 / +4.7%	0.65 / 0.68 / -4.5%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	67462503 / 67972274 / -0.7%	86819815 / 86306813 / +0.6%	0.78 / 0.79 / -1.3%
tpch_q02/duckdb:parquet	86546295 / 87190028 / -0.7%	98404304 / 97590873 / +0.8%	0.88 / 0.89 / -1.6%
tpch_q03/duckdb:parquet	110367934 / 110689470 / -0.3%	144204949 / 142899598 / +0.9%	0.77 / 0.77 / -1.2%
tpch_q04/duckdb:parquet	76545752 / 77510401 / -1.2%	99956099 / 98657882 / +1.3%	0.77 / 0.79 / -2.5%
tpch_q05/duckdb:parquet	122376937 / 123222796 / -0.7%	157598912 / 157276406 / +0.2%	0.78 / 0.78 / -0.9%
tpch_q06/duckdb:parquet	35884164 / 35620144 / +0.7%	63297226 / 59055432 / +7.2%	0.57 / 0.60 / -6.0%
tpch_q07/duckdb:parquet	118217482 / 117753662 / +0.4%	155947271 / 158132640 / -1.4%	0.76 / 0.74 / +1.8%
tpch_q08/duckdb:parquet	148252998 / 148439356 / -0.1%	191988347 / 191852629 / +0.1%	0.77 / 0.77 / -0.2%
tpch_q09/duckdb:parquet	236497225 / 236402258 / +0.0%	284176119 / 290157779 / -2.1%	0.83 / 0.81 / +2.1%
tpch_q10/duckdb:parquet	314132768 / 314182452 / -0.0%	343441202 / 336295961 / +2.1%	0.91 / 0.93 / -2.1%
tpch_q11/duckdb:parquet	43400603 / 43378545 / +0.1%	50625082 / 50609654 / +0.0%	0.86 / 0.86 / +0.0%
tpch_q12/duckdb:parquet	70441760 / 70468146 / -0.0%	91746404 / 90089718 / +1.8%	0.77 / 0.78 / -1.8%
tpch_q13/duckdb:parquet	293052299 / 292569005 / +0.2%	309860974 / 309677344 / +0.1%	0.95 / 0.94 / +0.1%
tpch_q14/duckdb:parquet	101206382 / 101111170 / +0.1%	143471040 / 142525747 / +0.7%	0.71 / 0.71 / -0.6%
tpch_q15/duckdb:parquet	57472623 / 57561974 / -0.2%	86668738 / 85517116 / +1.3%	0.66 / 0.67 / -1.5%
tpch_q16/duckdb:parquet	100073294 / 100545018 / -0.5%	106844662 / 107364007 / -0.5%	0.94 / 0.94 / +0.0%
tpch_q17/duckdb:parquet	82197137 / 81915406 / +0.3%	119878312 / 114079221 / +5.1%	0.69 / 0.72 / -4.5%
tpch_q18/duckdb:parquet	157256707 / 156221773 / +0.7%	171619930 / 169894568 / +1.0%	0.92 / 0.92 / -0.3%
tpch_q19/duckdb:parquet	97615444 / 97985952 / -0.4%	135074377 / 133670235 / +1.1%	0.72 / 0.73 / -1.4%
tpch_q20/duckdb:parquet	146716297 / 146987431 / -0.2%	188152438 / 184147324 / +2.2%	0.78 / 0.80 / -2.3%
tpch_q21/duckdb:parquet	254613425 / 251907500 / +1.1%	275193978 / 275085562 / +0.0%	0.93 / 0.92 / +1.0%
tpch_q22/duckdb:parquet	168093764 / 168279702 / -0.1%	179680558 / 180668143 / -0.5%	0.94 / 0.93 / +0.4%

github-actions · 2026-11-04T14:29:21Z

Benchmarks: Clickbench on NVME 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.8%
Engines: DataFusion No clear signal (+0.4%, low confidence) · DuckDB No clear signal (+1.2%, low confidence)
Vortex (geomean): hot 0.998x ➖ · cold 1.024x ➖
Parquet (geomean): hot 0.990x ➖ · cold 1.002x ➖
Shifts: Parquet (control) -1.0% · Median polish -0.8%

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 (0.994x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:vortex-file-compressed	1246303 / 1233007 / +1.1%	23247711 / 21227532 / +9.5%	0.05 / 0.06 / -7.7%
clickbench_q01/datafusion:vortex-file-compressed	6265067 / 6070646 / +3.2%	29896383 / 27760689 / +7.7%	0.21 / 0.22 / -4.2%
clickbench_q02/datafusion:vortex-file-compressed	10971430 / 10690532 / +2.6%	45331806 / 43676331 / +3.8%	0.24 / 0.24 / -1.1%
clickbench_q03/datafusion:vortex-file-compressed	13101193 / 13307302 / -1.5%	57583026 / 52909145 / +8.8%	0.23 / 0.25 / -9.5%
clickbench_q04/datafusion:vortex-file-compressed	57481705 / 57726318 / -0.4%	103652493 / 103133900 / +0.5%	0.55 / 0.56 / -0.9%
clickbench_q05/datafusion:vortex-file-compressed	80570661 / 78056884 / +3.2%	133026680 / 128135755 / +3.8%	0.61 / 0.61 / -0.6%
clickbench_q06/datafusion:vortex-file-compressed	1243924 / 1246014 / -0.2%	22416005 / 21303900 / +5.2%	0.06 / 0.06 / -5.1%
clickbench_q07/datafusion:vortex-file-compressed	9360750 / 10042976 / -6.8%	33956591 / 32425803 / +4.7%	0.28 / 0.31 / -11.0%
clickbench_q08/datafusion:vortex-file-compressed	78637006 / 77964676 / +0.9%	130755258 / 126024359 / +3.8%	0.60 / 0.62 / -2.8%
clickbench_q09/datafusion:vortex-file-compressed	168911330 / 168449104 / +0.3%	211503780 / 221292352 / -4.4%	0.80 / 0.76 / +4.9%
clickbench_q10/datafusion:vortex-file-compressed	22640220 / 24474320 / -7.5%	71580321 / 66586738 / +7.5%	0.32 / 0.37 / -13.9%
clickbench_q11/datafusion:vortex-file-compressed	25361316 / 24433124 / +3.8%	73002270 / 69153091 / +5.6%	0.35 / 0.35 / -1.7%
clickbench_q12/datafusion:vortex-file-compressed	71957556 / 72501536 / -0.8%	121150233 / 123364890 / -1.8%	0.59 / 0.59 / +1.1%
clickbench_q13/datafusion:vortex-file-compressed	116099430 / 115378725 / +0.6%	179564193 / 178177731 / +0.8%	0.65 / 0.65 / -0.2%
clickbench_q14/datafusion:vortex-file-compressed	74497410 / 77097962 / -3.4%	124349814 / 122324563 / +1.7%	0.60 / 0.63 / -4.9%
clickbench_q15/datafusion:vortex-file-compressed	63162795 / 63007555 / +0.2%	98541957 / 97708768 / +0.9%	0.64 / 0.64 / -0.6%
clickbench_q16/datafusion:vortex-file-compressed	153739406 / 155293866 / -1.0%	218717251 / 218286262 / +0.2%	0.70 / 0.71 / -1.2%
clickbench_q17/datafusion:vortex-file-compressed	151631462 / 151963082 / -0.2%	224917608 / 220521091 / +2.0%	0.67 / 0.69 / -2.2%
clickbench_q18/datafusion:vortex-file-compressed	293262034 / 295296022 / -0.7%	384329103 / 384810900 / -0.1%	0.76 / 0.77 / -0.6%
clickbench_q19/datafusion:vortex-file-compressed	8059740 / 8234633 / -2.1%	46419604 / 48073145 / -3.4%	0.17 / 0.17 / +1.4%
clickbench_q20/datafusion:vortex-file-compressed	66806132 / 68696941 / -2.8%	244936920 / 248357072 / -1.4%	0.27 / 0.28 / -1.4%
clickbench_q21/datafusion:vortex-file-compressed	78295934 / 79832354 / -1.9%	291748133 / 292103134 / -0.1%	0.27 / 0.27 / -1.8%
clickbench_q22/datafusion:vortex-file-compressed	94973482 / 91425338 / +3.9%	395747399 / 387380023 / +2.2%	0.24 / 0.24 / +1.7%
clickbench_q23/datafusion:vortex-file-compressed	200157328 / 188959634 / +5.9%	556388560 / 559338595 / -0.5%	0.36 / 0.34 / +6.5%
clickbench_q24/datafusion:vortex-file-compressed	15340636 / 16516058 / -7.1%	74507374 / 67304357 / +10.7% 🔴	0.21 / 0.25 / -16.1%
clickbench_q25/datafusion:vortex-file-compressed	20421608 / 20065770 / +1.8%	64849518 / 63698554 / +1.8%	0.31 / 0.32 / -0.0%
clickbench_q26/datafusion:vortex-file-compressed	15881592 / 16156960 / -1.7%	68677715 / 69027333 / -0.5%	0.23 / 0.23 / -1.2%
clickbench_q27/datafusion:vortex-file-compressed	101224499 / 103737582 / -2.4%	259459285 / 256804803 / +1.0%	0.39 / 0.40 / -3.4%
clickbench_q28/datafusion:vortex-file-compressed	556835055 / 561323602 / -0.8%	655418277 / 631423814 / +3.8%	0.85 / 0.89 / -4.4%
clickbench_q29/datafusion:vortex-file-compressed	24358356 / 24392694 / -0.1%	53662866 / 53536320 / +0.2%	0.45 / 0.46 / -0.4%
clickbench_q30/datafusion:vortex-file-compressed	56992824 / 55900909 / +2.0%	109897110 / 114357199 / -3.9%	0.52 / 0.49 / +6.1%
clickbench_q31/datafusion:vortex-file-compressed	65327436 / 66657097 / -2.0%	155335309 / 155939775 / -0.4%	0.42 / 0.43 / -1.6%
clickbench_q32/datafusion:vortex-file-compressed	285380176 / 284022232 / +0.5%	382917377 / 381871398 / +0.3%	0.75 / 0.74 / +0.2%
clickbench_q33/datafusion:vortex-file-compressed	325836779 / 323375912 / +0.8%	430764107 / 429218130 / +0.4%	0.76 / 0.75 / +0.4%
clickbench_q34/datafusion:vortex-file-compressed	318494122 / 325277194 / -2.1%	432318628 / 449658729 / -3.9%	0.74 / 0.72 / +1.8%
clickbench_q35/datafusion:vortex-file-compressed	57199038 / 57464834 / -0.5%	90924542 / 92944053 / -2.2%	0.63 / 0.62 / +1.7%
clickbench_q36/datafusion:vortex-file-compressed	37809586 / 38283442 / -1.2%	67401869 / 66793454 / +0.9%	0.56 / 0.57 / -2.1%
clickbench_q37/datafusion:vortex-file-compressed	21114481 / 21336786 / -1.0%	46893683 / 46522479 / +0.8%	0.45 / 0.46 / -1.8%
clickbench_q38/datafusion:vortex-file-compressed	12991435 / 13401958 / -3.1%	41383881 / 39445824 / +4.9%	0.31 / 0.34 / -7.6%
clickbench_q39/datafusion:vortex-file-compressed	77933811 / 79557794 / -2.0%	113117320 / 111320729 / +1.6%	0.69 / 0.71 / -3.6%
clickbench_q40/datafusion:vortex-file-compressed	10361402 / 10617634 / -2.4%	36941311 / 34487742 / +7.1%	0.28 / 0.31 / -8.9%
clickbench_q41/datafusion:vortex-file-compressed	10126952 / 10092512 / +0.3%	35328650 / 33275835 / +6.2%	0.29 / 0.30 / -5.5%
clickbench_q42/datafusion:vortex-file-compressed	10471423 / 10341582 / +1.3%	35849284 / 34454155 / +4.0%	0.29 / 0.30 / -2.7%

datafusion / parquet / ns (0.990x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/datafusion:parquet	1247864 / 1254304 / -0.5%	49752275 / 48262083 / +3.1%	0.03 / 0.03 / -3.5%
clickbench_q01/datafusion:parquet	16271098 / 16097704 / +1.1%	66128975 / 67757285 / -2.4%	0.25 / 0.24 / +3.6%
clickbench_q02/datafusion:parquet	18902256 / 19316016 / -2.1%	79327903 / 81378927 / -2.5%	0.24 / 0.24 / +0.4%
clickbench_q03/datafusion:parquet	17250922 / 17309836 / -0.3%	79425073 / 80611644 / -1.5%	0.22 / 0.21 / +1.1%
clickbench_q04/datafusion:parquet	63923270 / 63527044 / +0.6%	125765234 / 126353860 / -0.5%	0.51 / 0.50 / +1.1%
clickbench_q05/datafusion:parquet	87787184 / 89900506 / -2.4%	152826523 / 152433182 / +0.3%	0.57 / 0.59 / -2.6%
clickbench_q06/datafusion:parquet	1261558 / 1291367 / -2.3%	48428612 / 49080440 / -1.3%	0.03 / 0.03 / -1.0%
clickbench_q07/datafusion:parquet	16783414 / 16685838 / +0.6%	66432582 / 69511806 / -4.4%	0.25 / 0.24 / +5.2%
clickbench_q08/datafusion:parquet	85813916 / 85332768 / +0.6%	158374963 / 162707709 / -2.7%	0.54 / 0.52 / +3.3%
clickbench_q09/datafusion:parquet	184648205 / 186474494 / -1.0%	270521148 / 264949830 / +2.1%	0.68 / 0.70 / -3.0%
clickbench_q10/datafusion:parquet	36150272 / 37257274 / -3.0%	99430679 / 98761959 / +0.7%	0.36 / 0.38 / -3.6%
clickbench_q11/datafusion:parquet	42011020 / 43439634 / -3.3%	108585904 / 107552196 / +1.0%	0.39 / 0.40 / -4.2%
clickbench_q12/datafusion:parquet	96036974 / 97130834 / -1.1%	160955638 / 163098861 / -1.3%	0.60 / 0.60 / +0.2%
clickbench_q13/datafusion:parquet	148402020 / 145720678 / +1.8%	225645048 / 229337742 / -1.6%	0.66 / 0.64 / +3.5%
clickbench_q14/datafusion:parquet	100574077 / 102010517 / -1.4%	170880627 / 168002232 / +1.7%	0.59 / 0.61 / -3.1%
clickbench_q15/datafusion:parquet	73014473 / 70368490 / +3.8%	131214998 / 129609609 / +1.2%	0.56 / 0.54 / +2.5%
clickbench_q16/datafusion:parquet	155702492 / 156947789 / -0.8%	232942385 / 236161759 / -1.4%	0.67 / 0.66 / +0.6%
clickbench_q17/datafusion:parquet	152610120 / 157557800 / -3.1%	231695748 / 233059589 / -0.6%	0.66 / 0.68 / -2.6%
clickbench_q18/datafusion:parquet	309245274 / 311150939 / -0.6%	414330725 / 411583432 / +0.7%	0.75 / 0.76 / -1.3%
clickbench_q19/datafusion:parquet	19034214 / 18744633 / +1.5%	76836664 / 73289891 / +4.8%	0.25 / 0.26 / -3.1%
clickbench_q20/datafusion:parquet	177087256 / 179023982 / -1.1%	282246219 / 274655558 / +2.8%	0.63 / 0.65 / -3.7%
clickbench_q21/datafusion:parquet	171280970 / 174175115 / -1.7%	297359165 / 288420245 / +3.1%	0.58 / 0.60 / -4.6%
clickbench_q22/datafusion:parquet	259608732 / 263828949 / -1.6%	424909840 / 413440101 / +2.8%	0.61 / 0.64 / -4.3%
clickbench_q23/datafusion:parquet	998777618 / 1010718854 / -1.2%	1192192667 / 1177213772 / +1.3%	0.84 / 0.86 / -2.4%
clickbench_q24/datafusion:parquet	29460444 / 30398286 / -3.1%	87983103 / 86692451 / +1.5%	0.33 / 0.35 / -4.5%
clickbench_q25/datafusion:parquet	35736580 / 36948784 / -3.3%	101283265 / 100969533 / +0.3%	0.35 / 0.37 / -3.6%
clickbench_q26/datafusion:parquet	30292388 / 30916823 / -2.0%	88410052 / 86938623 / +1.7%	0.34 / 0.36 / -3.7%
clickbench_q27/datafusion:parquet	193520478 / 192619783 / +0.5%	288053561 / 281706639 / +2.3%	0.67 / 0.68 / -1.7%
clickbench_q28/datafusion:parquet	613985870 / 619572800 / -0.9%	699322364 / 697028372 / +0.3%	0.88 / 0.89 / -1.2%
clickbench_q29/datafusion:parquet	28319588 / 28810248 / -1.7%	89675046 / 89877482 / -0.2%	0.32 / 0.32 / -1.5%
clickbench_q30/datafusion:parquet	89021120 / 90850274 / -2.0%	171796886 / 167352215 / +2.7%	0.52 / 0.54 / -4.5%
clickbench_q31/datafusion:parquet	102152888 / 104447862 / -2.2%	200722956 / 190572839 / +5.3%	0.51 / 0.55 / -7.1%
clickbench_q32/datafusion:parquet	305307925 / 310444494 / -1.7%	424270488 / 426826552 / -0.6%	0.72 / 0.73 / -1.1%
clickbench_q33/datafusion:parquet	378634148 / 376739023 / +0.5%	470427858 / 477622683 / -1.5%	0.80 / 0.79 / +2.0%
clickbench_q34/datafusion:parquet	373871570 / 378096270 / -1.1%	475167275 / 479505251 / -0.9%	0.79 / 0.79 / -0.2%
clickbench_q35/datafusion:parquet	63806401 / 65685311 / -2.9%	122512939 / 122146406 / +0.3%	0.52 / 0.54 / -3.2%
clickbench_q36/datafusion:parquet	73296346 / 73759526 / -0.6%	133456446 / 134154245 / -0.5%	0.55 / 0.55 / -0.1%
clickbench_q37/datafusion:parquet	35528080 / 35617995 / -0.3%	91785747 / 91789897 / -0.0%	0.39 / 0.39 / -0.2%
clickbench_q38/datafusion:parquet	47691461 / 48363916 / -1.4%	108161535 / 106879089 / +1.2%	0.44 / 0.45 / -2.6%
clickbench_q39/datafusion:parquet	143485476 / 144552110 / -0.7%	210319479 / 206925761 / +1.6%	0.68 / 0.70 / -2.3%
clickbench_q40/datafusion:parquet	19987937 / 20058584 / -0.4%	76122907 / 77634747 / -1.9%	0.26 / 0.26 / +1.6%
clickbench_q41/datafusion:parquet	18659862 / 18808990 / -0.8%	74932590 / 74277265 / +0.9%	0.25 / 0.25 / -1.7%
clickbench_q42/datafusion:parquet	19169179 / 19006648 / +0.9%	73491923 / 75004078 / -2.0%	0.26 / 0.25 / +2.9%

duckdb / vortex-file-compressed / ns (1.001x ➖, 0↑ 1↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:vortex-file-compressed	2191323 / 2213436 / -1.0%	25417508 / 25318228 / +0.4%	0.09 / 0.09 / -1.4%
clickbench_q01/duckdb:vortex-file-compressed	8399426 / 7594364 / +10.6% 🔴	29424475 / 30838245 / -4.6%	0.29 / 0.25 / +15.9%
clickbench_q02/duckdb:vortex-file-compressed	9243541 / 9308992 / -0.7%	34811923 / 34815621 / -0.0%	0.27 / 0.27 / -0.7%
clickbench_q03/duckdb:vortex-file-compressed	13881089 / 14158688 / -2.0%	50276185 / 46682264 / +7.7%	0.28 / 0.30 / -9.0%
clickbench_q04/duckdb:vortex-file-compressed	56590154 / 56120016 / +0.8%	91536549 / 87308789 / +4.8%	0.62 / 0.64 / -3.8%
clickbench_q05/duckdb:vortex-file-compressed	63379273 / 64837608 / -2.2%	96324009 / 93924296 / +2.6%	0.66 / 0.69 / -4.7%
clickbench_q06/duckdb:vortex-file-compressed	2601772 / 2610332 / -0.3%	29766370 / 32400768 / -8.1%	0.09 / 0.08 / +8.5%
clickbench_q07/duckdb:vortex-file-compressed	10192964 / 9643230 / +5.7%	31769483 / 29444096 / +7.9%	0.32 / 0.33 / -2.0%
clickbench_q08/duckdb:vortex-file-compressed	68796273 / 69540432 / -1.1%	106783303 / 102370744 / +4.3%	0.64 / 0.68 / -5.2%
clickbench_q09/duckdb:vortex-file-compressed	92874304 / 92883755 / -0.0%	124143137 / 127121997 / -2.3%	0.75 / 0.73 / +2.4%
clickbench_q10/duckdb:vortex-file-compressed	27991104 / 27865300 / +0.5%	74153560 / 62927737 / +17.8% 🔴	0.38 / 0.44 / -14.8%
clickbench_q11/duckdb:vortex-file-compressed	30775768 / 30589686 / +0.6%	74780929 / 67088676 / +11.5% 🔴	0.41 / 0.46 / -9.7%
clickbench_q12/duckdb:vortex-file-compressed	70197186 / 70803662 / -0.9%	102486154 / 96416628 / +6.3%	0.68 / 0.73 / -6.7%
clickbench_q13/duckdb:vortex-file-compressed	126760659 / 126480458 / +0.2%	167431353 / 162157992 / +3.3%	0.76 / 0.78 / -2.9%
clickbench_q14/duckdb:vortex-file-compressed	73833524 / 73912388 / -0.1%	109411008 / 104515508 / +4.7%	0.67 / 0.71 / -4.6%
clickbench_q15/duckdb:vortex-file-compressed	75956774 / 77054164 / -1.4%	108780950 / 108167888 / +0.6%	0.70 / 0.71 / -2.0%
clickbench_q16/duckdb:vortex-file-compressed	135298088 / 135670176 / -0.3%	169637085 / 168262848 / +0.8%	0.80 / 0.81 / -1.1%
clickbench_q17/duckdb:vortex-file-compressed	137107900 / 139003370 / -1.4%	169272846 / 169150476 / +0.1%	0.81 / 0.82 / -1.4%
clickbench_q18/duckdb:vortex-file-compressed	257051450 / 256424594 / +0.2%	305086420 / 307344143 / -0.7%	0.84 / 0.83 / +1.0%
clickbench_q19/duckdb:vortex-file-compressed	9620991 / 9374666 / +2.6%	38028751 / 36222817 / +5.0%	0.25 / 0.26 / -2.2%
clickbench_q20/duckdb:vortex-file-compressed	67101356 / 68540513 / -2.1%	169704234 / 162374232 / +4.5%	0.40 / 0.42 / -6.3%
clickbench_q21/duckdb:vortex-file-compressed	86065676 / 85350400 / +0.8%	195785211 / 186514843 / +5.0%	0.44 / 0.46 / -3.9%
clickbench_q22/duckdb:vortex-file-compressed	173953464 / 173201897 / +0.4%	350372826 / 328782897 / +6.6%	0.50 / 0.53 / -5.8%
clickbench_q23/duckdb:vortex-file-compressed	39981038 / 40806310 / -2.0%	86474139 / 83961227 / +3.0%	0.46 / 0.49 / -4.9%
clickbench_q24/duckdb:vortex-file-compressed	14501273 / 14028089 / +3.4%	38382361 / 34912622 / +9.9%	0.38 / 0.40 / -6.0%
clickbench_q25/duckdb:vortex-file-compressed	19625970 / 19531017 / +0.5%	56413176 / 52049079 / +8.4%	0.35 / 0.38 / -7.3%
clickbench_q26/duckdb:vortex-file-compressed	11435380 / 11304202 / +1.2%	35683527 / 33952416 / +5.1%	0.32 / 0.33 / -3.7%
clickbench_q27/duckdb:vortex-file-compressed	54615191 / 54486980 / +0.2%	181347832 / 171748512 / +5.6%	0.30 / 0.32 / -5.1%
clickbench_q28/duckdb:vortex-file-compressed	511580708 / 514848256 / -0.6%	556040896 / 563634887 / -1.3%	0.92 / 0.91 / +0.7%
clickbench_q29/duckdb:vortex-file-compressed	17314014 / 17051744 / +1.5%	45629793 / 43659870 / +4.5%	0.38 / 0.39 / -2.8%
clickbench_q30/duckdb:vortex-file-compressed	60099728 / 60396736 / -0.5%	110199512 / 103080924 / +6.9%	0.55 / 0.59 / -6.9%
clickbench_q31/duckdb:vortex-file-compressed	110536875 / 110620963 / -0.1%	200604342 / 163893817 / +22.4% 🔴	0.55 / 0.67 / -18.4%
clickbench_q32/duckdb:vortex-file-compressed	358152330 / 373585606 / -4.1%	395850715 / 413386621 / -4.2%	0.90 / 0.90 / +0.1%
clickbench_q33/duckdb:vortex-file-compressed	343012260 / 341936345 / +0.3%	396738022 / 405468278 / -2.2%	0.86 / 0.84 / +2.5%
clickbench_q34/duckdb:vortex-file-compressed	352429400 / 350239690 / +0.6%	412563867 / 400052861 / +3.1%	0.85 / 0.88 / -2.4%
clickbench_q35/duckdb:vortex-file-compressed	59034456 / 56856820 / +3.8%	88089652 / 86595686 / +1.7%	0.67 / 0.66 / +2.1%
clickbench_q36/duckdb:vortex-file-compressed	11464382 / 11898057 / -3.6%	33335131 / 32926821 / +1.2%	0.34 / 0.36 / -4.8%
clickbench_q37/duckdb:vortex-file-compressed	8343558 / 8493986 / -1.8%	28047073 / 28253658 / -0.7%	0.30 / 0.30 / -1.0%
clickbench_q38/duckdb:vortex-file-compressed	8835402 / 8767656 / +0.8%	29434031 / 29087536 / +1.2%	0.30 / 0.30 / -0.4%
clickbench_q39/duckdb:vortex-file-compressed	18856308 / 18736627 / +0.6%	39605450 / 39725513 / -0.3%	0.48 / 0.47 / +0.9%
clickbench_q40/duckdb:vortex-file-compressed	7458766 / 7673674 / -2.8%	28800826 / 28024967 / +2.8%	0.26 / 0.27 / -5.4%
clickbench_q41/duckdb:vortex-file-compressed	8415026 / 8362166 / +0.6%	28183549 / 31388146 / -10.2% 🟢	0.30 / 0.27 / +12.1%
clickbench_q42/duckdb:vortex-file-compressed	7469576 / 7472580 / -0.0%	26687953 / 28638862 / -6.8%	0.28 / 0.26 / +7.3%

duckdb / parquet / ns (0.990x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
clickbench_q00/duckdb:parquet	9354526 / 9039011 / +3.5%	14340377 / 14506423 / -1.1%	0.65 / 0.62 / +4.7%
clickbench_q01/duckdb:parquet	15166428 / 14976260 / +1.3%	20113244 / 20800719 / -3.3%	0.75 / 0.72 / +4.7%
clickbench_q02/duckdb:parquet	22247610 / 22919730 / -2.9%	30386824 / 31564308 / -3.7%	0.73 / 0.73 / +0.8%
clickbench_q03/duckdb:parquet	22357182 / 23134256 / -3.4%	37640955 / 36084543 / +4.3%	0.59 / 0.64 / -7.4%
clickbench_q04/duckdb:parquet	60945000 / 61177183 / -0.4%	77751400 / 74262333 / +4.7%	0.78 / 0.82 / -4.8%
clickbench_q05/duckdb:parquet	83446492 / 83634627 / -0.2%	95680511 / 96381568 / -0.7%	0.87 / 0.87 / +0.5%
clickbench_q06/duckdb:parquet	20753785 / 20254837 / +2.5%	29099355 / 29174388 / -0.3%	0.71 / 0.69 / +2.7%
clickbench_q07/duckdb:parquet	16939666 / 17118072 / -1.0%	25321418 / 22667609 / +11.7% 🔴	0.67 / 0.76 / -11.4%
clickbench_q08/duckdb:parquet	74358601 / 75455112 / -1.5%	93430452 / 88448631 / +5.6%	0.80 / 0.85 / -6.7%
clickbench_q09/duckdb:parquet	101516454 / 103598057 / -2.0%	117824163 / 123596031 / -4.7%	0.86 / 0.84 / +2.8%
clickbench_q10/duckdb:parquet	41417018 / 42355520 / -2.2%	53551725 / 55674992 / -3.8%	0.77 / 0.76 / +1.7%
clickbench_q11/duckdb:parquet	46296528 / 46492202 / -0.4%	59599840 / 60794729 / -2.0%	0.78 / 0.76 / +1.6%
clickbench_q12/duckdb:parquet	92859516 / 91460381 / +1.5%	105857708 / 107326987 / -1.4%	0.88 / 0.85 / +2.9%
clickbench_q13/duckdb:parquet	148540644 / 151669555 / -2.1%	167555961 / 166988504 / +0.3%	0.89 / 0.91 / -2.4%
clickbench_q14/duckdb:parquet	99904630 / 101063834 / -1.1%	115449904 / 117000521 / -1.3%	0.87 / 0.86 / +0.2%
clickbench_q15/duckdb:parquet	86356830 / 85807248 / +0.6%	98602721 / 98961283 / -0.4%	0.88 / 0.87 / +1.0%
clickbench_q16/duckdb:parquet	158040342 / 163419122 / -3.3%	176306726 / 178630190 / -1.3%	0.90 / 0.91 / -2.0%
clickbench_q17/duckdb:parquet	165845648 / 162277569 / +2.2%	178410497 / 179179002 / -0.4%	0.93 / 0.91 / +2.6%
clickbench_q18/duckdb:parquet	292320450 / 289814028 / +0.9%	319452884 / 318122364 / +0.4%	0.92 / 0.91 / +0.4%
clickbench_q19/duckdb:parquet	19384718 / 19832520 / -2.3%	26928866 / 27880595 / -3.4%	0.72 / 0.71 / +1.2%
clickbench_q20/duckdb:parquet	188338753 / 181940913 / +3.5%	224547912 / 228754299 / -1.8%	0.84 / 0.80 / +5.5%
clickbench_q21/duckdb:parquet	217821668 / 222463144 / -2.1%	272053890 / 264084249 / +3.0%	0.80 / 0.84 / -5.0%
clickbench_q22/duckdb:parquet	305159906 / 310494348 / -1.7%	347559794 / 366718419 / -5.2%	0.88 / 0.85 / +3.7%
clickbench_q23/duckdb:parquet	169683974 / 172460930 / -1.6%	251367879 / 239533585 / +4.9%	0.68 / 0.72 / -6.2%
clickbench_q24/duckdb:parquet	29487970 / 30225112 / -2.4%	42653165 / 45364952 / -6.0%	0.69 / 0.67 / +3.8%
clickbench_q25/duckdb:parquet	42037938 / 42389122 / -0.8%	56025778 / 58771280 / -4.7%	0.75 / 0.72 / +4.0%
clickbench_q26/duckdb:parquet	29605962 / 31328784 / -5.5%	46209496 / 43111879 / +7.2%	0.64 / 0.73 / -11.8%
clickbench_q27/duckdb:parquet	188139752 / 193098756 / -2.6%	225850846 / 224400326 / +0.6%	0.83 / 0.86 / -3.2%
clickbench_q28/duckdb:parquet	972525838 / 964260845 / +0.9%	942682325 / 939725131 / +0.3%	1.03 / 1.03 / +0.5%
clickbench_q29/duckdb:parquet	24444716 / 24643944 / -0.8%	31334715 / 31564404 / -0.7%	0.78 / 0.78 / -0.1%
clickbench_q30/duckdb:parquet	105526817 / 106219543 / -0.7%	127285700 / 128414969 / -0.9%	0.83 / 0.83 / +0.2%
clickbench_q31/duckdb:parquet	134693019 / 158181196 / -14.8% 🟢	175983007 / 174945029 / +0.6%	0.77 / 0.90 / -15.4%
clickbench_q32/duckdb:parquet	387063813 / 387247169 / -0.0%	411397636 / 410101843 / +0.3%	0.94 / 0.94 / -0.4%
clickbench_q33/duckdb:parquet	483482314 / 485993554 / -0.5%	469029578 / 445393876 / +5.3%	1.03 / 1.09 / -5.5%
clickbench_q34/duckdb:parquet	482995284 / 470514523 / +2.7%	477267581 / 452820174 / +5.4%	1.01 / 1.04 / -2.6%
clickbench_q35/duckdb:parquet	61579438 / 62431250 / -1.4%	77219986 / 75210271 / +2.7%	0.80 / 0.83 / -3.9%
clickbench_q36/duckdb:parquet	30472592 / 30061106 / +1.4%	35673752 / 36185270 / -1.4%	0.85 / 0.83 / +2.8%
clickbench_q37/duckdb:parquet	23364046 / 23804599 / -1.9%	29440420 / 30894921 / -4.7%	0.79 / 0.77 / +3.0%
clickbench_q38/duckdb:parquet	23448904 / 23677444 / -1.0%	29845216 / 29961834 / -0.4%	0.79 / 0.79 / -0.6%
clickbench_q39/duckdb:parquet	52428536 / 53521112 / -2.0%	60147221 / 59708818 / +0.7%	0.87 / 0.90 / -2.8%
clickbench_q40/duckdb:parquet	14590302 / 14816598 / -1.5%	20656832 / 19633264 / +5.2%	0.71 / 0.75 / -6.4%
clickbench_q41/duckdb:parquet	15582728 / 15854889 / -1.7%	20163540 / 20510109 / -1.7%	0.77 / 0.77 / -0.0%
clickbench_q42/duckdb:parquet	14610150 / 14229276 / +2.7%	20398432 / 21244014 / -4.0%	0.72 / 0.67 / +6.9%

github-actions · 2026-11-04T14:29:37Z

Benchmarks: TPC-DS SF=1 on NVME 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.1%
Engines: DataFusion No clear signal (+0.0%, low confidence) · DuckDB No clear signal (+0.2%, low confidence)
Vortex (geomean): hot 1.003x ➖ · cold 0.980x ➖
Parquet (geomean): hot 1.001x ➖ · cold 0.984x ➖
Shifts: Parquet (control) +0.1% · 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.

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	20932288 / 20968567 / -0.2%	38411784 / 38856721 / -1.1%	0.54 / 0.54 / +1.0%
tpcds_q02/datafusion:vortex-file-compressed	44449610 / 43794016 / +1.5%	65512957 / 63960993 / +2.4%	0.68 / 0.68 / -0.9%
tpcds_q03/datafusion:vortex-file-compressed	11272562 / 11112217 / +1.4%	26835083 / 28332320 / -5.3%	0.42 / 0.39 / +7.1%
tpcds_q04/datafusion:vortex-file-compressed	86979829 / 87097832 / -0.1%	116731840 / 115855607 / +0.8%	0.75 / 0.75 / -0.9%
tpcds_q05/datafusion:vortex-file-compressed	56489100 / 56518612 / -0.1%	76594345 / 77950339 / -1.7%	0.74 / 0.73 / +1.7%
tpcds_q06/datafusion:vortex-file-compressed	23050823 / 22352059 / +3.1%	41126222 / 41926979 / -1.9%	0.56 / 0.53 / +5.1%
tpcds_q07/datafusion:vortex-file-compressed	28669288 / 28709369 / -0.1%	50574158 / 53157699 / -4.9%	0.57 / 0.54 / +5.0%
tpcds_q08/datafusion:vortex-file-compressed	24560048 / 24018903 / +2.3%	41654402 / 43936116 / -5.2%	0.59 / 0.55 / +7.9%
tpcds_q09/datafusion:vortex-file-compressed	22457133 / 20780995 / +8.1%	37030045 / 36939816 / +0.2%	0.61 / 0.56 / +7.8%
tpcds_q10/datafusion:vortex-file-compressed	26637523 / 27137498 / -1.8%	48002299 / 48250244 / -0.5%	0.55 / 0.56 / -1.3%
tpcds_q11/datafusion:vortex-file-compressed	52300206 / 52065221 / +0.5%	81697042 / 83264060 / -1.9%	0.64 / 0.63 / +2.4%
tpcds_q12/datafusion:vortex-file-compressed	14709028 / 14756292 / -0.3%	31960034 / 31939889 / +0.1%	0.46 / 0.46 / -0.4%
tpcds_q13/datafusion:vortex-file-compressed	31790894 / 31729146 / +0.2%	56537376 / 58279703 / -3.0%	0.56 / 0.54 / +3.3%
tpcds_q14/datafusion:vortex-file-compressed	486154011 / 485182820 / +0.2%	540770250 / 543648101 / -0.5%	0.90 / 0.89 / +0.7%
tpcds_q15/datafusion:vortex-file-compressed	12674676 / 12587854 / +0.7%	32437971 / 33238501 / -2.4%	0.39 / 0.38 / +3.2%
tpcds_q16/datafusion:vortex-file-compressed	18186580 / 18385096 / -1.1%	38018810 / 38455396 / -1.1%	0.48 / 0.48 / +0.1%
tpcds_q17/datafusion:vortex-file-compressed	54287681 / 54059028 / +0.4%	66153630 / 66711286 / -0.8%	0.82 / 0.81 / +1.3%
tpcds_q18/datafusion:vortex-file-compressed	63167522 / 62707092 / +0.7%	85714694 / 86546345 / -1.0%	0.74 / 0.72 / +1.7%
tpcds_q19/datafusion:vortex-file-compressed	16779900 / 16749392 / +0.2%	37169923 / 38725319 / -4.0%	0.45 / 0.43 / +4.4%
tpcds_q20/datafusion:vortex-file-compressed	16499948 / 15816332 / +4.3%	34757244 / 34507581 / +0.7%	0.47 / 0.46 / +3.6%
tpcds_q21/datafusion:vortex-file-compressed	15978100 / 16592144 / -3.7%	37363552 / 38379651 / -2.6%	0.43 / 0.43 / -1.1%
tpcds_q22/datafusion:vortex-file-compressed	49940095 / 49477080 / +0.9%	70451610 / 72082287 / -2.3%	0.71 / 0.69 / +3.3%
tpcds_q23/datafusion:vortex-file-compressed	69329562 / 70264860 / -1.3%	93545578 / 98558152 / -5.1%	0.74 / 0.71 / +4.0%
tpcds_q24/datafusion:vortex-file-compressed	65139714 / 64713287 / +0.7%	87481460 / 84820406 / +3.1%	0.74 / 0.76 / -2.4%
tpcds_q25/datafusion:vortex-file-compressed	48291354 / 47795122 / +1.0%	68854715 / 77531139 / -11.2% 🟢	0.70 / 0.62 / +13.8%
tpcds_q26/datafusion:vortex-file-compressed	25500208 / 25663320 / -0.6%	46723827 / 47467419 / -1.6%	0.55 / 0.54 / +0.9%
tpcds_q27/datafusion:vortex-file-compressed	58135938 / 58853250 / -1.2%	80095236 / 82871978 / -3.4%	0.73 / 0.71 / +2.2%
tpcds_q28/datafusion:vortex-file-compressed	24943733 / 24257110 / +2.8%	39753013 / 40512130 / -1.9%	0.63 / 0.60 / +4.8%
tpcds_q29/datafusion:vortex-file-compressed	50052136 / 53063461 / -5.7%	73675311 / 68430634 / +7.7%	0.68 / 0.78 / -12.4%
tpcds_q30/datafusion:vortex-file-compressed	26181383 / 26070775 / +0.4%	42620474 / 43581933 / -2.2%	0.61 / 0.60 / +2.7%
tpcds_q31/datafusion:vortex-file-compressed	58567634 / 58204749 / +0.6%	82246885 / 85127288 / -3.4%	0.71 / 0.68 / +4.1%
tpcds_q32/datafusion:vortex-file-compressed	12581999 / 12543273 / +0.3%	27926231 / 29087550 / -4.0%	0.45 / 0.43 / +4.5%
tpcds_q33/datafusion:vortex-file-compressed	27678804 / 27445656 / +0.8%	48369481 / 49644277 / -2.6%	0.57 / 0.55 / +3.5%
tpcds_q34/datafusion:vortex-file-compressed	17721552 / 17462750 / +1.5%	36490687 / 38201023 / -4.5%	0.49 / 0.46 / +6.2%
tpcds_q35/datafusion:vortex-file-compressed	30095661 / 29900970 / +0.7%	53376383 / 54145734 / -1.4%	0.56 / 0.55 / +2.1%
tpcds_q36/datafusion:vortex-file-compressed	47251496 / 47800360 / -1.1%	68453809 / 72313204 / -5.3%	0.69 / 0.66 / +4.4%
tpcds_q37/datafusion:vortex-file-compressed	11546667 / 12051318 / -4.2%	31706403 / 33372148 / -5.0%	0.36 / 0.36 / +0.8%
tpcds_q38/datafusion:vortex-file-compressed	26062099 / 25815870 / +1.0%	46183494 / 46860744 / -1.4%	0.56 / 0.55 / +2.4%
tpcds_q39/datafusion:vortex-file-compressed	65411563 / 65640282 / -0.3%	88540958 / 87436945 / +1.3%	0.74 / 0.75 / -1.6%
tpcds_q40/datafusion:vortex-file-compressed	22672482 / 23213122 / -2.3%	41435168 / 43106027 / -3.9%	0.55 / 0.54 / +1.6%
tpcds_q41/datafusion:vortex-file-compressed	20625847 / 20725144 / -0.5%	32319931 / 32867306 / -1.7%	0.64 / 0.63 / +1.2%
tpcds_q42/datafusion:vortex-file-compressed	10848858 / 11098280 / -2.2%	27491240 / 25445730 / +8.0%	0.39 / 0.44 / -9.5%
tpcds_q43/datafusion:vortex-file-compressed	12598840 / 12435305 / +1.3%	30278188 / 31811390 / -4.8%	0.42 / 0.39 / +6.4%
tpcds_q44/datafusion:vortex-file-compressed	28883830 / 29186702 / -1.0%	50449439 / 51185588 / -1.4%	0.57 / 0.57 / +0.4%
tpcds_q45/datafusion:vortex-file-compressed	16151531 / 16216596 / -0.4%	31864293 / 33816853 / -5.8%	0.51 / 0.48 / +5.7%
tpcds_q46/datafusion:vortex-file-compressed	23408659 / 22827688 / +2.5%	46338131 / 46285857 / +0.1%	0.51 / 0.49 / +2.4%
tpcds_q47/datafusion:vortex-file-compressed	75071712 / 74812528 / +0.3%	103439657 / 102384597 / +1.0%	0.73 / 0.73 / -0.7%
tpcds_q48/datafusion:vortex-file-compressed	29358664 / 28562726 / +2.8%	51446486 / 52518928 / -2.0%	0.57 / 0.54 / +4.9%
tpcds_q49/datafusion:vortex-file-compressed	56703878 / 56895884 / -0.3%	82852806 / 79837428 / +3.8%	0.68 / 0.71 / -4.0%
tpcds_q50/datafusion:vortex-file-compressed	30354898 / 29897702 / +1.5%	50256346 / 51582771 / -2.6%	0.60 / 0.58 / +4.2%
tpcds_q51/datafusion:vortex-file-compressed	66060313 / 65313719 / +1.1%	86218313 / 87301648 / -1.2%	0.77 / 0.75 / +2.4%
tpcds_q52/datafusion:vortex-file-compressed	11645392 / 11313954 / +2.9%	25932170 / 28871458 / -10.2% 🟢	0.45 / 0.39 / +14.6%
tpcds_q53/datafusion:vortex-file-compressed	17716174 / 17794514 / -0.4%	37877769 / 38210804 / -0.9%	0.47 / 0.47 / +0.4%
tpcds_q54/datafusion:vortex-file-compressed	31751628 / 30997624 / +2.4%	53189396 / 53710394 / -1.0%	0.60 / 0.58 / +3.4%
tpcds_q55/datafusion:vortex-file-compressed	11016954 / 10811382 / +1.9%	25557486 / 26937400 / -5.1%	0.43 / 0.40 / +7.4%
tpcds_q56/datafusion:vortex-file-compressed	26446514 / 26869155 / -1.6%	45675590 / 47750321 / -4.3%	0.58 / 0.56 / +2.9%
tpcds_q57/datafusion:vortex-file-compressed	61987746 / 62040516 / -0.1%	85438026 / 85819523 / -0.4%	0.73 / 0.72 / +0.4%
tpcds_q58/datafusion:vortex-file-compressed	38515284 / 38430542 / +0.2%	61857657 / 62688010 / -1.3%	0.62 / 0.61 / +1.6%
tpcds_q59/datafusion:vortex-file-compressed	29873228 / 30025080 / -0.5%	53159216 / 55168781 / -3.6%	0.56 / 0.54 / +3.3%
tpcds_q60/datafusion:vortex-file-compressed	26491304 / 25855222 / +2.5%	47379108 / 47039171 / +0.7%	0.56 / 0.55 / +1.7%
tpcds_q61/datafusion:vortex-file-compressed	21487262 / 21697553 / -1.0%	41237129 / 42631883 / -3.3%	0.52 / 0.51 / +2.4%
tpcds_q62/datafusion:vortex-file-compressed	16319592 / 16203362 / +0.7%	33290683 / 33923997 / -1.9%	0.49 / 0.48 / +2.6%
tpcds_q63/datafusion:vortex-file-compressed	17565206 / 17467266 / +0.6%	39599456 / 40464141 / -2.1%	0.44 / 0.43 / +2.8%
tpcds_q64/datafusion:vortex-file-compressed	212128336 / 209769329 / +1.1%	242035561 / 246125391 / -1.7%	0.88 / 0.85 / +2.8%
tpcds_q65/datafusion:vortex-file-compressed	72179032 / 72699168 / -0.7%	90686679 / 93596642 / -3.1%	0.80 / 0.78 / +2.5%
tpcds_q66/datafusion:vortex-file-compressed	50129730 / 49890459 / +0.5%	71610796 / 74511289 / -3.9%	0.70 / 0.67 / +4.5%
tpcds_q67/datafusion:vortex-file-compressed	50419372 / 50045702 / +0.7%	83181346 / 83031643 / +0.2%	0.61 / 0.60 / +0.6%
tpcds_q68/datafusion:vortex-file-compressed	22637114 / 22895216 / -1.1%	44136772 / 46369417 / -4.8%	0.51 / 0.49 / +3.9%
tpcds_q69/datafusion:vortex-file-compressed	25727674 / 25170438 / +2.2%	46931204 / 47635364 / -1.5%	0.55 / 0.53 / +3.7%
tpcds_q70/datafusion:vortex-file-compressed	71725770 / 70789649 / +1.3%	91240407 / 93473765 / -2.4%	0.79 / 0.76 / +3.8%
tpcds_q71/datafusion:vortex-file-compressed	18469214 / 19572776 / -5.6%	39314865 / 39565189 / -0.6%	0.47 / 0.49 / -5.0%
tpcds_q72/datafusion:vortex-file-compressed	352812248 / 345609744 / +2.1%	395906628 / 394141043 / +0.4%	0.89 / 0.88 / +1.6%
tpcds_q73/datafusion:vortex-file-compressed	16525455 / 16193718 / +2.0%	36720672 / 38581826 / -4.8%	0.45 / 0.42 / +7.2%
tpcds_q74/datafusion:vortex-file-compressed	40265845 / 39628342 / +1.6%	66547104 / 67670410 / -1.7%	0.61 / 0.59 / +3.3%
tpcds_q75/datafusion:vortex-file-compressed	132619075 / 136298920 / -2.7%	167874388 / 159676287 / +5.1%	0.79 / 0.85 / -7.5%
tpcds_q76/datafusion:vortex-file-compressed	29448258 / 29414438 / +0.1%	46777273 / 46310520 / +1.0%	0.63 / 0.64 / -0.9%
tpcds_q77/datafusion:vortex-file-compressed	44985416 / 44980368 / +0.0%	64752011 / 65108815 / -0.5%	0.69 / 0.69 / +0.6%
tpcds_q78/datafusion:vortex-file-compressed	64135538 / 63706080 / +0.7%	91685904 / 95605711 / -4.1%	0.70 / 0.67 / +5.0%
tpcds_q79/datafusion:vortex-file-compressed	19533980 / 19501234 / +0.2%	39982897 / 43647318 / -8.4%	0.49 / 0.45 / +9.3%
tpcds_q80/datafusion:vortex-file-compressed	73460876 / 72751793 / +1.0%	98703840 / 100519288 / -1.8%	0.74 / 0.72 / +2.8%
tpcds_q81/datafusion:vortex-file-compressed	26935350 / 26347165 / +2.2%	43516870 / 43454293 / +0.1%	0.62 / 0.61 / +2.1%
tpcds_q82/datafusion:vortex-file-compressed	11761690 / 11896393 / -1.1%	32335942 / 32936332 / -1.8%	0.36 / 0.36 / +0.7%
tpcds_q83/datafusion:vortex-file-compressed	32861565 / 32826458 / +0.1%	49761152 / 52711966 / -5.6%	0.66 / 0.62 / +6.0%
tpcds_q84/datafusion:vortex-file-compressed	10326796 / 10177209 / +1.5%	24498129 / 26018776 / -5.8%	0.42 / 0.39 / +7.8%
tpcds_q85/datafusion:vortex-file-compressed	52942080 / 52875442 / +0.1%	78285143 / 80890524 / -3.2%	0.68 / 0.65 / +3.5%
tpcds_q86/datafusion:vortex-file-compressed	16117064 / 15764294 / +2.2%	32345114 / 32535061 / -0.6%	0.50 / 0.48 / +2.8%
tpcds_q87/datafusion:vortex-file-compressed	26312612 / 26279158 / +0.1%	47088190 / 49021788 / -3.9%	0.56 / 0.54 / +4.2%
tpcds_q88/datafusion:vortex-file-compressed	31832990 / 31547532 / +0.9%	52742721 / 52140928 / +1.2%	0.60 / 0.61 / -0.2%
tpcds_q89/datafusion:vortex-file-compressed	20580150 / 21228847 / -3.1%	41124596 / 41089990 / +0.1%	0.50 / 0.52 / -3.1%
tpcds_q90/datafusion:vortex-file-compressed	10057623 / 10013130 / +0.4%	24497675 / 25852838 / -5.2%	0.41 / 0.39 / +6.0%
tpcds_q91/datafusion:vortex-file-compressed	17445548 / 16573492 / +5.3%	35514577 / 37840719 / -6.1%	0.49 / 0.44 / +12.2%
tpcds_q92/datafusion:vortex-file-compressed	13170098 / 12889757 / +2.2%	27480449 / 28276177 / -2.8%	0.48 / 0.46 / +5.1%
tpcds_q93/datafusion:vortex-file-compressed	20068154 / 20434701 / -1.8%	40319850 / 41660742 / -3.2%	0.50 / 0.49 / +1.5%
tpcds_q94/datafusion:vortex-file-compressed	18118713 / 18552070 / -2.3%	35923510 / 35861126 / +0.2%	0.50 / 0.52 / -2.5%
tpcds_q95/datafusion:vortex-file-compressed	42523674 / 42381148 / +0.3%	61754679 / 62809701 / -1.7%	0.69 / 0.67 / +2.1%
tpcds_q96/datafusion:vortex-file-compressed	7554996 / 7532854 / +0.3%	23883094 / 24808808 / -3.7%	0.32 / 0.30 / +4.2%
tpcds_q97/datafusion:vortex-file-compressed	17276987 / 17276408 / +0.0%	36566263 / 37845436 / -3.4%	0.47 / 0.46 / +3.5%
tpcds_q98/datafusion:vortex-file-compressed	16243416 / 16631732 / -2.3%	35290766 / 37240624 / -5.2%	0.46 / 0.45 / +3.1%
tpcds_q99/datafusion:vortex-file-compressed	16043200 / 16093784 / -0.3%	33060692 / 35341178 / -6.5%	0.49 / 0.46 / +6.6%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:parquet	40751860 / 42447624 / -4.0%	59068616 / 57576263 / +2.6%	0.69 / 0.74 / -6.4%
tpcds_q02/datafusion:parquet	54540652 / 55287158 / -1.4%	68041838 / 70468011 / -3.4%	0.80 / 0.78 / +2.2%
tpcds_q03/datafusion:parquet	19114468 / 18989078 / +0.7%	28958663 / 30537603 / -5.2%	0.66 / 0.62 / +6.1%
tpcds_q04/datafusion:parquet	177684488 / 178555332 / -0.5%	201940925 / 208452977 / -3.1%	0.88 / 0.86 / +2.7%
tpcds_q05/datafusion:parquet	67149992 / 67328989 / -0.3%	88093701 / 90532836 / -2.7%	0.76 / 0.74 / +2.5%
tpcds_q06/datafusion:parquet	33839658 / 34214510 / -1.1%	47104210 / 48234192 / -2.3%	0.72 / 0.71 / +1.3%
tpcds_q07/datafusion:parquet	46896304 / 46930364 / -0.1%	62377506 / 67645178 / -7.8%	0.75 / 0.69 / +8.4%
tpcds_q08/datafusion:parquet	31196033 / 31317807 / -0.4%	48062248 / 48495463 / -0.9%	0.65 / 0.65 / +0.5%
tpcds_q09/datafusion:parquet	31575063 / 32693186 / -3.4%	37146436 / 48910602 / -24.1% 🟢	0.85 / 0.67 / +27.2%
tpcds_q10/datafusion:parquet	44657190 / 44219409 / +1.0%	56669411 / 59196240 / -4.3%	0.79 / 0.75 / +5.5%
tpcds_q11/datafusion:parquet	96309376 / 97991832 / -1.7%	113527193 / 119422106 / -4.9%	0.85 / 0.82 / +3.4%
tpcds_q12/datafusion:parquet	23657661 / 23610250 / +0.2%	35116826 / 35808196 / -1.9%	0.67 / 0.66 / +2.2%
tpcds_q13/datafusion:parquet	46643813 / 46487305 / +0.3%	64386638 / 68992954 / -6.7%	0.72 / 0.67 / +7.5%
tpcds_q14/datafusion:parquet	531492732 / 537163462 / -1.1%	577531473 / 589809336 / -2.1%	0.92 / 0.91 / +1.0%
tpcds_q15/datafusion:parquet	23655546 / 23392845 / +1.1%	37505878 / 37407351 / +0.3%	0.63 / 0.63 / +0.9%
tpcds_q16/datafusion:parquet	37029548 / 37208601 / -0.5%	49431915 / 50396894 / -1.9%	0.75 / 0.74 / +1.5%
tpcds_q17/datafusion:parquet	72575358 / 76154462 / -4.7%	96274363 / 99442577 / -3.2%	0.75 / 0.77 / -1.6%
tpcds_q18/datafusion:parquet	70813958 / 68137448 / +3.9%	86615502 / 85435420 / +1.4%	0.82 / 0.80 / +2.5%
tpcds_q19/datafusion:parquet	29808449 / 29703258 / +0.4%	42104815 / 44482306 / -5.3%	0.71 / 0.67 / +6.0%
tpcds_q20/datafusion:parquet	25160367 / 25445654 / -1.1%	36415030 / 38424527 / -5.2%	0.69 / 0.66 / +4.3%
tpcds_q21/datafusion:parquet	20064744 / 20391363 / -1.6%	32028434 / 32754169 / -2.2%	0.63 / 0.62 / +0.6%
tpcds_q22/datafusion:parquet	77467664 / 76977755 / +0.6%	87669167 / 88620771 / -1.1%	0.88 / 0.87 / +1.7%
tpcds_q23/datafusion:parquet	92510034 / 92092811 / +0.5%	113671095 / 114711411 / -0.9%	0.81 / 0.80 / +1.4%
tpcds_q24/datafusion:parquet	89509451 / 90828334 / -1.5%	113068449 / 115607909 / -2.2%	0.79 / 0.79 / +0.8%
tpcds_q25/datafusion:parquet	81830810 / 80624600 / +1.5%	99736270 / 101085713 / -1.3%	0.82 / 0.80 / +2.9%
tpcds_q26/datafusion:parquet	43473300 / 43837904 / -0.8%	59550533 / 59831311 / -0.5%	0.73 / 0.73 / -0.4%
tpcds_q27/datafusion:parquet	76020400 / 79894099 / -4.8%	104118111 / 99811022 / +4.3%	0.73 / 0.80 / -8.8%
tpcds_q28/datafusion:parquet	28484405 / 28657272 / -0.6%	41305087 / 44507848 / -7.2%	0.69 / 0.64 / +7.1%
tpcds_q29/datafusion:parquet	75790564 / 76167513 / -0.5%	94599019 / 97805319 / -3.3%	0.80 / 0.78 / +2.9%
tpcds_q30/datafusion:parquet	44385708 / 44455668 / -0.2%	56408403 / 60594585 / -6.9%	0.79 / 0.73 / +7.3%
tpcds_q31/datafusion:parquet	82856796 / 77524510 / +6.9%	96153860 / 96358004 / -0.2%	0.86 / 0.80 / +7.1%
tpcds_q32/datafusion:parquet	27204843 / 26320316 / +3.4%	36911383 / 39656979 / -6.9%	0.74 / 0.66 / +11.0%
tpcds_q33/datafusion:parquet	36856042 / 37665409 / -2.1%	52313675 / 52364040 / -0.1%	0.70 / 0.72 / -2.1%
tpcds_q34/datafusion:parquet	24413784 / 24234200 / +0.7%	34783153 / 35893479 / -3.1%	0.70 / 0.68 / +4.0%
tpcds_q35/datafusion:parquet	51091283 / 50664236 / +0.8%	64502061 / 63053713 / +2.3%	0.79 / 0.80 / -1.4%
tpcds_q36/datafusion:parquet	53217945 / 52637090 / +1.1%	67385012 / 69216522 / -2.6%	0.79 / 0.76 / +3.9%
tpcds_q37/datafusion:parquet	21129241 / 21266874 / -0.6%	31764129 / 35919623 / -11.6% 🟢	0.67 / 0.59 / +12.4%
tpcds_q38/datafusion:parquet	45500821 / 43378153 / +4.9%	63955039 / 63875437 / +0.1%	0.71 / 0.68 / +4.8%
tpcds_q39/datafusion:parquet	69134382 / 67937209 / +1.8%	82623126 / 82992878 / -0.4%	0.84 / 0.82 / +2.2%
tpcds_q40/datafusion:parquet	30971804 / 30403625 / +1.9%	48394463 / 50212215 / -3.6%	0.64 / 0.61 / +5.7%
tpcds_q41/datafusion:parquet	19980462 / 19770900 / +1.1%	30250559 / 31761544 / -4.8%	0.66 / 0.62 / +6.1%
tpcds_q42/datafusion:parquet	18054894 / 18635940 / -3.1%	28402151 / 30429168 / -6.7%	0.64 / 0.61 / +3.8%
tpcds_q43/datafusion:parquet	19427155 / 19418912 / +0.0%	30797585 / 30797806 / -0.0%	0.63 / 0.63 / +0.0%
tpcds_q44/datafusion:parquet	34575076 / 34721418 / -0.4%	48001698 / 50836049 / -5.6%	0.72 / 0.68 / +5.5%
tpcds_q45/datafusion:parquet	28063080 / 28277484 / -0.8%	40411518 / 40355887 / +0.1%	0.69 / 0.70 / -0.9%
tpcds_q46/datafusion:parquet	29374348 / 28746370 / +2.2%	44262597 / 45025958 / -1.7%	0.66 / 0.64 / +3.9%
tpcds_q47/datafusion:parquet	98120162 / 98595524 / -0.5%	120944695 / 113943226 / +6.1%	0.81 / 0.87 / -6.2%
tpcds_q48/datafusion:parquet	42288909 / 41981107 / +0.7%	56962050 / 59262850 / -3.9%	0.74 / 0.71 / +4.8%
tpcds_q49/datafusion:parquet	74424604 / 69922220 / +6.4%	91591571 / 94790622 / -3.4%	0.81 / 0.74 / +10.2%
tpcds_q50/datafusion:parquet	47299856 / 47586135 / -0.6%	65027370 / 65845402 / -1.2%	0.73 / 0.72 / +0.6%
tpcds_q51/datafusion:parquet	75407244 / 75672702 / -0.4%	93007206 / 94442137 / -1.5%	0.81 / 0.80 / +1.2%
tpcds_q52/datafusion:parquet	18706940 / 18488554 / +1.2%	29815929 / 29991591 / -0.6%	0.63 / 0.62 / +1.8%
tpcds_q53/datafusion:parquet	23159631 / 22583570 / +2.6%	36462898 / 37451355 / -2.6%	0.64 / 0.60 / +5.3%
tpcds_q54/datafusion:parquet	53539968 / 54491628 / -1.7%	66746383 / 68447917 / -2.5%	0.80 / 0.80 / +0.8%
tpcds_q55/datafusion:parquet	18431428 / 17991191 / +2.4%	28590660 / 31026947 / -7.9%	0.64 / 0.58 / +11.2%
tpcds_q56/datafusion:parquet	42384572 / 39724460 / +6.7%	54759633 / 55000178 / -0.4%	0.77 / 0.72 / +7.2%
tpcds_q57/datafusion:parquet	100437963 / 100462118 / -0.0%	116652567 / 119604150 / -2.5%	0.86 / 0.84 / +2.5%
tpcds_q58/datafusion:parquet	65562568 / 65844798 / -0.4%	82999875 / 84451572 / -1.7%	0.79 / 0.78 / +1.3%
tpcds_q59/datafusion:parquet	47189627 / 47008814 / +0.4%	64516767 / 64566423 / -0.1%	0.73 / 0.73 / +0.5%
tpcds_q60/datafusion:parquet	40802672 / 40165096 / +1.6%	52046950 / 53293381 / -2.3%	0.78 / 0.75 / +4.0%
tpcds_q61/datafusion:parquet	36848808 / 36960804 / -0.3%	49234681 / 50688014 / -2.9%	0.75 / 0.73 / +2.6%
tpcds_q62/datafusion:parquet	25033968 / 25070116 / -0.1%	36910335 / 38041793 / -3.0%	0.68 / 0.66 / +2.9%
tpcds_q63/datafusion:parquet	22479876 / 22433934 / +0.2%	36267531 / 38842568 / -6.6%	0.62 / 0.58 / +7.3%
tpcds_q64/datafusion:parquet	285870346 / 285630512 / +0.1%	321935189 / 325358256 / -1.1%	0.89 / 0.88 / +1.1%
tpcds_q65/datafusion:parquet	124187848 / 122525588 / +1.4%	136345681 / 142095033 / -4.0%	0.91 / 0.86 / +5.6%
tpcds_q66/datafusion:parquet	60907596 / 59560140 / +2.3%	75504680 / 74981171 / +0.7%	0.81 / 0.79 / +1.6%
tpcds_q67/datafusion:parquet	68139616 / 68332516 / -0.3%	91755979 / 92698896 / -1.0%	0.74 / 0.74 / +0.7%
tpcds_q68/datafusion:parquet	29191952 / 28936916 / +0.9%	46757614 / 48600258 / -3.8%	0.62 / 0.60 / +4.9%
tpcds_q69/datafusion:parquet	43719328 / 44310271 / -1.3%	55891092 / 60011942 / -6.9%	0.78 / 0.74 / +5.9%
tpcds_q70/datafusion:parquet	81979236 / 80733901 / +1.5%	96234012 / 101329024 / -5.0%	0.85 / 0.80 / +6.9%
tpcds_q71/datafusion:parquet	25498846 / 27220088 / -6.3%	39938840 / 37581377 / +6.3%	0.64 / 0.72 / -11.9%
tpcds_q72/datafusion:parquet	516454394 / 524544810 / -1.5%	551198561 / 580329265 / -5.0%	0.94 / 0.90 / +3.7%
tpcds_q73/datafusion:parquet	23798958 / 23924619 / -0.5%	35001346 / 35458219 / -1.3%	0.68 / 0.67 / +0.8%
tpcds_q74/datafusion:parquet	70540594 / 70426984 / +0.2%	88336231 / 91202501 / -3.1%	0.80 / 0.77 / +3.4%
tpcds_q75/datafusion:parquet	152360438 / 152844357 / -0.3%	174311764 / 180924524 / -3.7%	0.87 / 0.84 / +3.5%
tpcds_q76/datafusion:parquet	33768060 / 33601782 / +0.5%	44646587 / 46896530 / -4.8%	0.76 / 0.72 / +5.6%
tpcds_q77/datafusion:parquet	57356790 / 56018851 / +2.4%	73208808 / 71885880 / +1.8%	0.78 / 0.78 / +0.5%
tpcds_q78/datafusion:parquet	87446290 / 86159048 / +1.5%	115062686 / 115743105 / -0.6%	0.76 / 0.74 / +2.1%
tpcds_q79/datafusion:parquet	27049590 / 26548438 / +1.9%	40277809 / 42857551 / -6.0%	0.67 / 0.62 / +8.4%
tpcds_q80/datafusion:parquet	80810354 / 80659732 / +0.2%	108130771 / 111992902 / -3.4%	0.75 / 0.72 / +3.8%
tpcds_q81/datafusion:parquet	37674543 / 39066733 / -3.6%	51385694 / 50924819 / +0.9%	0.73 / 0.77 / -4.4%
tpcds_q82/datafusion:parquet	22545799 / 22825883 / -1.2%	34151900 / 35323617 / -3.3%	0.66 / 0.65 / +2.2%
tpcds_q83/datafusion:parquet	59465683 / 60050412 / -1.0%	75452761 / 73579877 / +2.5%	0.79 / 0.82 / -3.4%
tpcds_q84/datafusion:parquet	27621429 / 27146354 / +1.8%	39522423 / 41992975 / -5.9%	0.70 / 0.65 / +8.1%
tpcds_q85/datafusion:parquet	79797941 / 79913304 / -0.1%	101456695 / 102060958 / -0.6%	0.79 / 0.78 / +0.5%
tpcds_q86/datafusion:parquet	20795174 / 20533173 / +1.3%	32089344 / 32367092 / -0.9%	0.65 / 0.63 / +2.2%
tpcds_q87/datafusion:parquet	45722218 / 44988325 / +1.6%	57651206 / 60243655 / -4.3%	0.79 / 0.75 / +6.2%
tpcds_q88/datafusion:parquet	37739792 / 36994588 / +2.0%	49744121 / 50352815 / -1.2%	0.76 / 0.73 / +3.3%
tpcds_q89/datafusion:parquet	25690154 / 25708591 / -0.1%	40340587 / 41370411 / -2.5%	0.64 / 0.62 / +2.5%
tpcds_q90/datafusion:parquet	15492932 / 15189646 / +2.0%	25482732 / 26338561 / -3.2%	0.61 / 0.58 / +5.4%
tpcds_q91/datafusion:parquet	32456510 / 32335725 / +0.4%	44894281 / 47933855 / -6.3%	0.72 / 0.67 / +7.2%
tpcds_q92/datafusion:parquet	27314048 / 26893584 / +1.6%	38175473 / 39120698 / -2.4%	0.72 / 0.69 / +4.1%
tpcds_q93/datafusion:parquet	26799323 / 27019422 / -0.8%	45603547 / 45991983 / -0.8%	0.59 / 0.59 / +0.0%
tpcds_q94/datafusion:parquet	35083772 / 34746568 / +1.0%	47573760 / 48734916 / -2.4%	0.74 / 0.71 / +3.4%
tpcds_q95/datafusion:parquet	64717430 / 63279552 / +2.3%	76956989 / 76864883 / +0.1%	0.84 / 0.82 / +2.1%
tpcds_q96/datafusion:parquet	12931553 / 12764252 / +1.3%	23519183 / 24245305 / -3.0%	0.55 / 0.53 / +4.4%
tpcds_q97/datafusion:parquet	35311142 / 35226848 / +0.2%	50363278 / 52258958 / -3.6%	0.70 / 0.67 / +4.0%
tpcds_q98/datafusion:parquet	24885664 / 24690751 / +0.8%	37079992 / 37891766 / -2.1%	0.67 / 0.65 / +3.0%
tpcds_q99/datafusion:parquet	29814252 / 29726542 / +0.3%	41909904 / 41444808 / +1.1%	0.71 / 0.72 / -0.8%

duckdb / vortex-file-compressed / ns (1.002x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	16209906 / 15738756 / +3.0%	24992375 / 25130000 / -0.5%	0.65 / 0.63 / +3.6%
tpcds_q02/duckdb:vortex-file-compressed	15629265 / 17069264 / -8.4%	21972290 / 22124729 / -0.7%	0.71 / 0.77 / -7.8%
tpcds_q03/duckdb:vortex-file-compressed	7113178 / 7100300 / +0.2%	15650423 / 16380287 / -4.5%	0.45 / 0.43 / +4.9%
tpcds_q04/duckdb:vortex-file-compressed	59465038 / 59305024 / +0.3%	71939504 / 72658671 / -1.0%	0.83 / 0.82 / +1.3%
tpcds_q05/duckdb:vortex-file-compressed	22848836 / 22934913 / -0.4%	32658926 / 32107628 / +1.7%	0.70 / 0.71 / -2.1%
tpcds_q06/duckdb:vortex-file-compressed	24620008 / 24319202 / +1.2%	38139130 / 39287210 / -2.9%	0.65 / 0.62 / +4.3%
tpcds_q07/duckdb:vortex-file-compressed	22528278 / 22396587 / +0.6%	34169690 / 34072528 / +0.3%	0.66 / 0.66 / +0.3%
tpcds_q08/duckdb:vortex-file-compressed	17401320 / 17231234 / +1.0%	25461032 / 25257300 / +0.8%	0.68 / 0.68 / +0.2%
tpcds_q09/duckdb:vortex-file-compressed	18692150 / 19105689 / -2.2%	29018316 / 29928965 / -3.0%	0.64 / 0.64 / +0.9%
tpcds_q10/duckdb:vortex-file-compressed	27585822 / 27362533 / +0.8%	39754857 / 40987322 / -3.0%	0.69 / 0.67 / +3.9%
tpcds_q11/duckdb:vortex-file-compressed	36702012 / 36724140 / -0.1%	45357955 / 46386315 / -2.2%	0.81 / 0.79 / +2.2%
tpcds_q12/duckdb:vortex-file-compressed	10100832 / 9706128 / +4.1%	16716545 / 16835141 / -0.7%	0.60 / 0.58 / +4.8%
tpcds_q13/duckdb:vortex-file-compressed	21035021 / 20872280 / +0.8%	33487584 / 33163483 / +1.0%	0.63 / 0.63 / -0.2%
tpcds_q14/duckdb:vortex-file-compressed	55562428 / 54945608 / +1.1%	65643814 / 65232019 / +0.6%	0.85 / 0.84 / +0.5%
tpcds_q15/duckdb:vortex-file-compressed	11339056 / 11224624 / +1.0%	17944994 / 18755592 / -4.3%	0.63 / 0.60 / +5.6%
tpcds_q16/duckdb:vortex-file-compressed	24941534 / 24513052 / +1.7%	34599126 / 35437622 / -2.4%	0.72 / 0.69 / +4.2%
tpcds_q17/duckdb:vortex-file-compressed	20737754 / 20822367 / -0.4%	32775363 / 33624158 / -2.5%	0.63 / 0.62 / +2.2%
tpcds_q18/duckdb:vortex-file-compressed	32509433 / 32257461 / +0.8%	42776910 / 44244410 / -3.3%	0.76 / 0.73 / +4.2%
tpcds_q19/duckdb:vortex-file-compressed	20859921 / 20659147 / +1.0%	28305468 / 30152960 / -6.1%	0.74 / 0.69 / +7.6%
tpcds_q20/duckdb:vortex-file-compressed	10641308 / 10719250 / -0.7%	18020714 / 18360137 / -1.8%	0.59 / 0.58 / +1.1%
tpcds_q21/duckdb:vortex-file-compressed	9584698 / 9378866 / +2.2%	21785163 / 21688321 / +0.4%	0.44 / 0.43 / +1.7%
tpcds_q22/duckdb:vortex-file-compressed	17480488 / 17643946 / -0.9%	29884356 / 29591522 / +1.0%	0.58 / 0.60 / -1.9%
tpcds_q23/duckdb:vortex-file-compressed	36737404 / 36646882 / +0.2%	48929431 / 49183838 / -0.5%	0.75 / 0.75 / +0.8%
tpcds_q24/duckdb:vortex-file-compressed	26059824 / 26182118 / -0.5%	36792248 / 36893146 / -0.3%	0.71 / 0.71 / -0.2%
tpcds_q25/duckdb:vortex-file-compressed	19545412 / 19584408 / -0.2%	30639164 / 33161303 / -7.6%	0.64 / 0.59 / +8.0%
tpcds_q26/duckdb:vortex-file-compressed	22013246 / 21890541 / +0.6%	31610445 / 32094550 / -1.5%	0.70 / 0.68 / +2.1%
tpcds_q27/duckdb:vortex-file-compressed	24917281 / 25023705 / -0.4%	37389701 / 37798832 / -1.1%	0.67 / 0.66 / +0.7%
tpcds_q28/duckdb:vortex-file-compressed	15538190 / 15602126 / -0.4%	25552648 / 24690604 / +3.5%	0.61 / 0.63 / -3.8%
tpcds_q29/duckdb:vortex-file-compressed	19097786 / 19031530 / +0.3%	29372618 / 31983215 / -8.2%	0.65 / 0.60 / +9.3%
tpcds_q30/duckdb:vortex-file-compressed	18493050 / 18510018 / -0.1%	26519301 / 27277944 / -2.8%	0.70 / 0.68 / +2.8%
tpcds_q31/duckdb:vortex-file-compressed	17667182 / 17727048 / -0.3%	25934071 / 26354512 / -1.6%	0.68 / 0.67 / +1.3%
tpcds_q32/duckdb:vortex-file-compressed	10402428 / 10510629 / -1.0%	18239931 / 18693011 / -2.4%	0.57 / 0.56 / +1.4%
tpcds_q33/duckdb:vortex-file-compressed	17540176 / 17470684 / +0.4%	27977935 / 28154949 / -0.6%	0.63 / 0.62 / +1.0%
tpcds_q34/duckdb:vortex-file-compressed	13442140 / 13209882 / +1.8%	22009009 / 22137918 / -0.6%	0.61 / 0.60 / +2.4%
tpcds_q35/duckdb:vortex-file-compressed	31541516 / 31210000 / +1.1%	42495082 / 44661842 / -4.9%	0.74 / 0.70 / +6.2%
tpcds_q36/duckdb:vortex-file-compressed	14132082 / 14263756 / -0.9%	23430052 / 23828247 / -1.7%	0.60 / 0.60 / +0.8%
tpcds_q37/duckdb:vortex-file-compressed	9350720 / 9471110 / -1.3%	23433970 / 24177083 / -3.1%	0.40 / 0.39 / +1.9%
tpcds_q38/duckdb:vortex-file-compressed	24431250 / 24179909 / +1.0%	31221024 / 32158043 / -2.9%	0.78 / 0.75 / +4.1%
tpcds_q39/duckdb:vortex-file-compressed	18465420 / 18658846 / -1.0%	31967758 / 30493765 / +4.8%	0.58 / 0.61 / -5.6%
tpcds_q40/duckdb:vortex-file-compressed	11150464 / 11187112 / -0.3%	19330492 / 19553753 / -1.1%	0.58 / 0.57 / +0.8%
tpcds_q41/duckdb:vortex-file-compressed	19346002 / 18813866 / +2.8%	26259968 / 25711336 / +2.1%	0.74 / 0.73 / +0.7%
tpcds_q42/duckdb:vortex-file-compressed	7162168 / 6911276 / +3.6%	14993358 / 15946070 / -6.0%	0.48 / 0.43 / +10.2%
tpcds_q43/duckdb:vortex-file-compressed	9588117 / 9803464 / -2.2%	19031487 / 18353899 / +3.7%	0.50 / 0.53 / -5.7%
tpcds_q44/duckdb:vortex-file-compressed	12471235 / 12469307 / +0.0%	23798689 / 24009848 / -0.9%	0.52 / 0.52 / +0.9%
tpcds_q45/duckdb:vortex-file-compressed	23476454 / 23172130 / +1.3%	29988236 / 31175428 / -3.8%	0.78 / 0.74 / +5.3%
tpcds_q46/duckdb:vortex-file-compressed	31535668 / 31980927 / -1.4%	43295183 / 44136258 / -1.9%	0.73 / 0.72 / +0.5%
tpcds_q47/duckdb:vortex-file-compressed	31540138 / 31180816 / +1.2%	40674719 / 41032804 / -0.9%	0.78 / 0.76 / +2.0%
tpcds_q48/duckdb:vortex-file-compressed	23831561 / 23649690 / +0.8%	35266498 / 36594595 / -3.6%	0.68 / 0.65 / +4.6%
tpcds_q49/duckdb:vortex-file-compressed	18931792 / 18852608 / +0.4%	30251416 / 30601977 / -1.1%	0.63 / 0.62 / +1.6%
tpcds_q50/duckdb:vortex-file-compressed	15358499 / 15400309 / -0.3%	25144558 / 26357477 / -4.6%	0.61 / 0.58 / +4.5%
tpcds_q51/duckdb:vortex-file-compressed	49112017 / 58206403 / -15.6% 🟢	77357623 / 77818410 / -0.6%	0.63 / 0.75 / -15.1%
tpcds_q52/duckdb:vortex-file-compressed	7173085 / 7075810 / +1.4%	15506867 / 15767085 / -1.7%	0.46 / 0.45 / +3.1%
tpcds_q53/duckdb:vortex-file-compressed	11669031 / 11447862 / +1.9%	20830451 / 20796488 / +0.2%	0.56 / 0.55 / +1.8%
tpcds_q54/duckdb:vortex-file-compressed	19994447 / 20165122 / -0.8%	30626512 / 29530262 / +3.7%	0.65 / 0.68 / -4.4%
tpcds_q55/duckdb:vortex-file-compressed	6949264 / 6897704 / +0.7%	15429086 / 15911316 / -3.0%	0.45 / 0.43 / +3.9%
tpcds_q56/duckdb:vortex-file-compressed	17551243 / 17911872 / -2.0%	27150665 / 28482070 / -4.7%	0.65 / 0.63 / +2.8%
tpcds_q57/duckdb:vortex-file-compressed	25914863 / 25552138 / +1.4%	34729224 / 34863011 / -0.4%	0.75 / 0.73 / +1.8%
tpcds_q58/duckdb:vortex-file-compressed	20451701 / 20256923 / +1.0%	30825013 / 30609694 / +0.7%	0.66 / 0.66 / +0.3%
tpcds_q59/duckdb:vortex-file-compressed	19886810 / 19778662 / +0.5%	26695854 / 27029198 / -1.2%	0.74 / 0.73 / +1.8%
tpcds_q60/duckdb:vortex-file-compressed	18471530 / 18296405 / +1.0%	28239144 / 29873680 / -5.5%	0.65 / 0.61 / +6.8%
tpcds_q61/duckdb:vortex-file-compressed	20362044 / 19691871 / +3.4%	30017431 / 31255973 / -4.0%	0.68 / 0.63 / +7.7%
tpcds_q62/duckdb:vortex-file-compressed	11078277 / 10974236 / +0.9%	17903806 / 17791756 / +0.6%	0.62 / 0.62 / +0.3%
tpcds_q63/duckdb:vortex-file-compressed	11045543 / 11042924 / +0.0%	19911281 / 20214614 / -1.5%	0.55 / 0.55 / +1.5%
tpcds_q64/duckdb:vortex-file-compressed	53688964 / 53232670 / +0.9%	69019924 / 69317640 / -0.4%	0.78 / 0.77 / +1.3%
tpcds_q65/duckdb:vortex-file-compressed	13150346 / 13508769 / -2.7%	23023702 / 23373036 / -1.5%	0.57 / 0.58 / -1.2%
tpcds_q66/duckdb:vortex-file-compressed	31461080 / 30818374 / +2.1%	38426619 / 38547910 / -0.3%	0.82 / 0.80 / +2.4%
tpcds_q67/duckdb:vortex-file-compressed	55257342 / 55338307 / -0.1%	65787701 / 65319160 / +0.7%	0.84 / 0.85 / -0.9%
tpcds_q68/duckdb:vortex-file-compressed	23250698 / 22828322 / +1.9%	34840788 / 35391444 / -1.6%	0.67 / 0.65 / +3.5%
tpcds_q69/duckdb:vortex-file-compressed	23236044 / 23033624 / +0.9%	37418466 / 37477500 / -0.2%	0.62 / 0.61 / +1.0%
tpcds_q70/duckdb:vortex-file-compressed	14755643 / 14848490 / -0.6%	25559705 / 25947406 / -1.5%	0.58 / 0.57 / +0.9%
tpcds_q71/duckdb:vortex-file-compressed	13424910 / 13280661 / +1.1%	23470477 / 24020356 / -2.3%	0.57 / 0.55 / +3.5%
tpcds_q72/duckdb:vortex-file-compressed	43646937 / 42984364 / +1.5%	56700942 / 56378374 / +0.6%	0.77 / 0.76 / +1.0%
tpcds_q73/duckdb:vortex-file-compressed	12044810 / 11848462 / +1.7%	20630480 / 21242344 / -2.9%	0.58 / 0.56 / +4.7%
tpcds_q74/duckdb:vortex-file-compressed	31292280 / 30767934 / +1.7%	39539440 / 40134847 / -1.5%	0.79 / 0.77 / +3.2%
tpcds_q75/duckdb:vortex-file-compressed	37780268 / 37887643 / -0.3%	48311310 / 50831222 / -5.0%	0.78 / 0.75 / +4.9%
tpcds_q76/duckdb:vortex-file-compressed	12716080 / 12791574 / -0.6%	22197674 / 23110133 / -3.9%	0.57 / 0.55 / +3.5%
tpcds_q77/duckdb:vortex-file-compressed	20301262 / 20452892 / -0.7%	30282401 / 32061007 / -5.5%	0.67 / 0.64 / +5.1%
tpcds_q78/duckdb:vortex-file-compressed	43038660 / 42993521 / +0.1%	54981412 / 53836266 / +2.1%	0.78 / 0.80 / -2.0%
tpcds_q79/duckdb:vortex-file-compressed	17313780 / 17157146 / +0.9%	27730521 / 29020407 / -4.4%	0.62 / 0.59 / +5.6%
tpcds_q80/duckdb:vortex-file-compressed	29581268 / 29919420 / -1.1%	43312433 / 44412025 / -2.5%	0.68 / 0.67 / +1.4%
tpcds_q81/duckdb:vortex-file-compressed	21534084 / 21212216 / +1.5%	30146729 / 30322990 / -0.6%	0.71 / 0.70 / +2.1%
tpcds_q82/duckdb:vortex-file-compressed	9769624 / 9545340 / +2.3%	23323408 / 24812661 / -6.0%	0.42 / 0.38 / +8.9%
tpcds_q83/duckdb:vortex-file-compressed	17362939 / 17405560 / -0.2%	24367204 / 24760222 / -1.6%	0.71 / 0.70 / +1.4%
tpcds_q84/duckdb:vortex-file-compressed	15677415 / 15567956 / +0.7%	22676853 / 23103227 / -1.8%	0.69 / 0.67 / +2.6%
tpcds_q85/duckdb:vortex-file-compressed	26290177 / 26384382 / -0.4%	36613493 / 37986268 / -3.6%	0.72 / 0.69 / +3.4%
tpcds_q86/duckdb:vortex-file-compressed	9673204 / 9756538 / -0.9%	15923430 / 16154694 / -1.4%	0.61 / 0.60 / +0.6%
tpcds_q87/duckdb:vortex-file-compressed	25906158 / 25830168 / +0.3%	32378269 / 33115700 / -2.2%	0.80 / 0.78 / +2.6%
tpcds_q88/duckdb:vortex-file-compressed	30483481 / 30371796 / +0.4%	37173035 / 37625638 / -1.2%	0.82 / 0.81 / +1.6%
tpcds_q89/duckdb:vortex-file-compressed	12148085 / 11848902 / +2.5%	21287726 / 21237756 / +0.2%	0.57 / 0.56 / +2.3%
tpcds_q90/duckdb:vortex-file-compressed	8138170 / 8168909 / -0.4%	15475281 / 15508989 / -0.2%	0.53 / 0.53 / -0.2%
tpcds_q91/duckdb:vortex-file-compressed	15613371 / 15075520 / +3.6%	23140088 / 23972410 / -3.5%	0.67 / 0.63 / +7.3%
tpcds_q92/duckdb:vortex-file-compressed	10556834 / 10508750 / +0.5%	17889581 / 17873622 / +0.1%	0.59 / 0.59 / +0.4%
tpcds_q93/duckdb:vortex-file-compressed	10469010 / 10466320 / +0.0%	21752156 / 24313249 / -10.5% 🟢	0.48 / 0.43 / +11.8%
tpcds_q94/duckdb:vortex-file-compressed	21921418 / 22045134 / -0.6%	32030854 / 32095679 / -0.2%	0.68 / 0.69 / -0.4%
tpcds_q95/duckdb:vortex-file-compressed	60653170 / 61354665 / -1.1%	68326846 / 69257396 / -1.3%	0.89 / 0.89 / +0.2%
tpcds_q96/duckdb:vortex-file-compressed	6937127 / 6877372 / +0.9%	15379417 / 15219962 / +1.0%	0.45 / 0.45 / -0.2%
tpcds_q97/duckdb:vortex-file-compressed	23462982 / 23361813 / +0.4%	31979775 / 32365427 / -1.2%	0.73 / 0.72 / +1.6%
tpcds_q98/duckdb:vortex-file-compressed	11208948 / 11046868 / +1.5%	19277368 / 20024399 / -3.7%	0.58 / 0.55 / +5.4%
tpcds_q99/duckdb:vortex-file-compressed	14578177 / 14424530 / +1.1%	22508408 / 22933389 / -1.9%	0.65 / 0.63 / +3.0%

duckdb / parquet / ns (1.000x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	23859312 / 23758656 / +0.4%	30812287 / 30748534 / +0.2%	0.77 / 0.77 / +0.2%
tpcds_q02/duckdb:parquet	17783112 / 17847914 / -0.4%	23911697 / 24284890 / -1.5%	0.74 / 0.73 / +1.2%
tpcds_q03/duckdb:parquet	9733251 / 9698818 / +0.4%	15336166 / 15731181 / -2.5%	0.63 / 0.62 / +2.9%
tpcds_q04/duckdb:parquet	117862720 / 117577391 / +0.2%	124868784 / 125776232 / -0.7%	0.94 / 0.93 / +1.0%
tpcds_q05/duckdb:parquet	28311575 / 28246216 / +0.2%	32818851 / 32961381 / -0.4%	0.86 / 0.86 / +0.7%
tpcds_q06/duckdb:parquet	26283436 / 26276268 / +0.0%	35247557 / 35186269 / +0.2%	0.75 / 0.75 / -0.1%
tpcds_q07/duckdb:parquet	32369921 / 30563216 / +5.9%	39111348 / 39005857 / +0.3%	0.83 / 0.78 / +5.6%
tpcds_q08/duckdb:parquet	19748181 / 19507346 / +1.2%	26248465 / 25780817 / +1.8%	0.75 / 0.76 / -0.6%
tpcds_q09/duckdb:parquet	27110146 / 26640344 / +1.8%	29527387 / 29602647 / -0.3%	0.92 / 0.90 / +2.0%
tpcds_q10/duckdb:parquet	33116350 / 32320024 / +2.5%	40034229 / 40218584 / -0.5%	0.83 / 0.80 / +2.9%
tpcds_q11/duckdb:parquet	70206311 / 68493054 / +2.5%	75236126 / 75376496 / -0.2%	0.93 / 0.91 / +2.7%
tpcds_q12/duckdb:parquet	13894934 / 13958338 / -0.5%	18709399 / 19178504 / -2.4%	0.74 / 0.73 / +2.0%
tpcds_q13/duckdb:parquet	31872695 / 32261783 / -1.2%	39263887 / 40529426 / -3.1%	0.81 / 0.80 / +2.0%
tpcds_q14/duckdb:parquet	64576007 / 63284404 / +2.0%	69003624 / 69947287 / -1.3%	0.94 / 0.90 / +3.4%
tpcds_q15/duckdb:parquet	16496501 / 16518240 / -0.1%	22232592 / 22324310 / -0.4%	0.74 / 0.74 / +0.3%
tpcds_q16/duckdb:parquet	30013706 / 29958601 / +0.2%	37159318 / 37161292 / -0.0%	0.81 / 0.81 / +0.2%
tpcds_q17/duckdb:parquet	34302464 / 34396286 / -0.3%	40017437 / 40349286 / -0.8%	0.86 / 0.85 / +0.6%
tpcds_q18/duckdb:parquet	46940924 / 46844406 / +0.2%	53866455 / 54892813 / -1.9%	0.87 / 0.85 / +2.1%
tpcds_q19/duckdb:parquet	18649532 / 18799241 / -0.8%	25762260 / 25686998 / +0.3%	0.72 / 0.73 / -1.1%
tpcds_q20/duckdb:parquet	14925150 / 14862848 / +0.4%	19280252 / 19403138 / -0.6%	0.77 / 0.77 / +1.1%
tpcds_q21/duckdb:parquet	10389665 / 10351962 / +0.4%	16448884 / 17097774 / -3.8%	0.63 / 0.61 / +4.3%
tpcds_q22/duckdb:parquet	20544542 / 20700772 / -0.8%	26271049 / 26636587 / -1.4%	0.78 / 0.78 / +0.6%
tpcds_q23/duckdb:parquet	43998479 / 45389326 / -3.1%	50324350 / 50214293 / +0.2%	0.87 / 0.90 / -3.3%
tpcds_q24/duckdb:parquet	30309636 / 30050678 / +0.9%	36215684 / 36372090 / -0.4%	0.84 / 0.83 / +1.3%
tpcds_q25/duckdb:parquet	30361329 / 30321953 / +0.1%	36852374 / 36928217 / -0.2%	0.82 / 0.82 / +0.3%
tpcds_q26/duckdb:parquet	28977598 / 28747944 / +0.8%	35032149 / 34826715 / +0.6%	0.83 / 0.83 / +0.2%
tpcds_q27/duckdb:parquet	35646240 / 35248580 / +1.1%	41394985 / 42083512 / -1.6%	0.86 / 0.84 / +2.8%
tpcds_q28/duckdb:parquet	26311016 / 25383625 / +3.7%	33201991 / 31178051 / +6.5%	0.79 / 0.81 / -2.7%
tpcds_q29/duckdb:parquet	32232614 / 32463518 / -0.7%	38301837 / 39417171 / -2.8%	0.84 / 0.82 / +2.2%
tpcds_q30/duckdb:parquet	35335682 / 35443930 / -0.3%	43779182 / 44958814 / -2.6%	0.81 / 0.79 / +2.4%
tpcds_q31/duckdb:parquet	35730255 / 35943574 / -0.6%	42675151 / 43297333 / -1.4%	0.84 / 0.83 / +0.9%
tpcds_q32/duckdb:parquet	14045947 / 13970566 / +0.5%	20805844 / 21082010 / -1.3%	0.68 / 0.66 / +1.9%
tpcds_q33/duckdb:parquet	25047369 / 24652304 / +1.6%	29168807 / 28632508 / +1.9%	0.86 / 0.86 / -0.3%
tpcds_q34/duckdb:parquet	17059272 / 17170060 / -0.6%	23941124 / 24151067 / -0.9%	0.71 / 0.71 / +0.2%
tpcds_q35/duckdb:parquet	34992388 / 34118612 / +2.6%	43830413 / 43649325 / +0.4%	0.80 / 0.78 / +2.1%
tpcds_q36/duckdb:parquet	40718579 / 40413854 / +0.8%	47242154 / 47144659 / +0.2%	0.86 / 0.86 / +0.5%
tpcds_q37/duckdb:parquet	12569280 / 12925279 / -2.8%	19394975 / 19840108 / -2.2%	0.65 / 0.65 / -0.5%
tpcds_q38/duckdb:parquet	29555041 / 29495036 / +0.2%	33806134 / 33584058 / +0.7%	0.87 / 0.88 / -0.5%
tpcds_q39/duckdb:parquet	23179002 / 23121250 / +0.2%	30061479 / 29682064 / +1.3%	0.77 / 0.78 / -1.0%
tpcds_q40/duckdb:parquet	15907532 / 15668716 / +1.5%	21313099 / 21596157 / -1.3%	0.75 / 0.73 / +2.9%
tpcds_q41/duckdb:parquet	11995914 / 11916475 / +0.7%	18487991 / 17538702 / +5.4%	0.65 / 0.68 / -4.5%
tpcds_q42/duckdb:parquet	9478434 / 9443162 / +0.4%	15295628 / 15341968 / -0.3%	0.62 / 0.62 / +0.7%
tpcds_q43/duckdb:parquet	12035104 / 11920000 / +1.0%	17982192 / 17832426 / +0.8%	0.67 / 0.67 / +0.1%
tpcds_q44/duckdb:parquet	20523058 / 21553480 / -4.8%	27534462 / 27254900 / +1.0%	0.75 / 0.79 / -5.7%
tpcds_q45/duckdb:parquet	20925620 / 20751620 / +0.8%	27132898 / 27638313 / -1.8%	0.77 / 0.75 / +2.7%
tpcds_q46/duckdb:parquet	36564112 / 36733701 / -0.5%	42497934 / 44063118 / -3.6%	0.86 / 0.83 / +3.2%
tpcds_q47/duckdb:parquet	34382828 / 34418877 / -0.1%	41005656 / 41494829 / -1.2%	0.84 / 0.83 / +1.1%
tpcds_q48/duckdb:parquet	28726038 / 29380210 / -2.2%	36283691 / 37428820 / -3.1%	0.79 / 0.78 / +0.9%
tpcds_q49/duckdb:parquet	29895554 / 30749377 / -2.8%	35422019 / 36503855 / -3.0%	0.84 / 0.84 / +0.2%
tpcds_q50/duckdb:parquet	19345888 / 19237572 / +0.6%	25273566 / 25590597 / -1.2%	0.77 / 0.75 / +1.8%
tpcds_q51/duckdb:parquet	52271613 / 51454794 / +1.6%	60257283 / 60666496 / -0.7%	0.87 / 0.85 / +2.3%
tpcds_q52/duckdb:parquet	9590354 / 9578866 / +0.1%	15482800 / 15537936 / -0.4%	0.62 / 0.62 / +0.5%
tpcds_q53/duckdb:parquet	13698652 / 13648654 / +0.4%	20696633 / 20785264 / -0.4%	0.66 / 0.66 / +0.8%
tpcds_q54/duckdb:parquet	24850730 / 24569932 / +1.1%	31580878 / 31638010 / -0.2%	0.79 / 0.78 / +1.3%
tpcds_q55/duckdb:parquet	9654178 / 9368175 / +3.1%	15157043 / 15236729 / -0.5%	0.64 / 0.61 / +3.6%
tpcds_q56/duckdb:parquet	25766510 / 25659634 / +0.4%	29910294 / 31124412 / -3.9%	0.86 / 0.82 / +4.5%
tpcds_q57/duckdb:parquet	30434468 / 30470348 / -0.1%	36143595 / 35382413 / +2.2%	0.84 / 0.86 / -2.2%
tpcds_q58/duckdb:parquet	24276320 / 24801456 / -2.1%	29659788 / 29317922 / +1.2%	0.82 / 0.85 / -3.2%
tpcds_q59/duckdb:parquet	22678762 / 22575578 / +0.5%	28858447 / 28802757 / +0.2%	0.79 / 0.78 / +0.3%
tpcds_q60/duckdb:parquet	27597733 / 28651722 / -3.7%	31644897 / 32520891 / -2.7%	0.87 / 0.88 / -1.0%
tpcds_q61/duckdb:parquet	24125296 / 24848006 / -2.9%	28780150 / 28164299 / +2.2%	0.84 / 0.88 / -5.0%
tpcds_q62/duckdb:parquet	12748266 / 12666392 / +0.6%	17767434 / 17998867 / -1.3%	0.72 / 0.70 / +2.0%
tpcds_q63/duckdb:parquet	13020974 / 13160198 / -1.1%	19890069 / 19722138 / +0.9%	0.65 / 0.67 / -1.9%
tpcds_q64/duckdb:parquet	69930137 / 70075232 / -0.2%	79304053 / 81534913 / -2.7%	0.88 / 0.86 / +2.6%
tpcds_q65/duckdb:parquet	18212164 / 20129342 / -9.5%	25369571 / 25635176 / -1.0%	0.72 / 0.79 / -8.6%
tpcds_q66/duckdb:parquet	33134455 / 32831384 / +0.9%	37851554 / 37816450 / +0.1%	0.88 / 0.87 / +0.8%
tpcds_q67/duckdb:parquet	60906676 / 61220846 / -0.5%	66724236 / 66956443 / -0.3%	0.91 / 0.91 / -0.2%
tpcds_q68/duckdb:parquet	28257320 / 30390593 / -7.0%	36033487 / 36326533 / -0.8%	0.78 / 0.84 / -6.3%
tpcds_q69/duckdb:parquet	25685468 / 25534533 / +0.6%	34436681 / 34313037 / +0.4%	0.75 / 0.74 / +0.2%
tpcds_q70/duckdb:parquet	19130692 / 19087596 / +0.2%	26779108 / 27409694 / -2.3%	0.71 / 0.70 / +2.6%
tpcds_q71/duckdb:parquet	17035276 / 16601256 / +2.6%	23522282 / 23785729 / -1.1%	0.72 / 0.70 / +3.8%
tpcds_q72/duckdb:parquet	53662485 / 52917476 / +1.4%	59706325 / 59636074 / +0.1%	0.90 / 0.89 / +1.3%
tpcds_q73/duckdb:parquet	15304340 / 14521986 / +5.4%	21802037 / 21618391 / +0.8%	0.70 / 0.67 / +4.5%
tpcds_q74/duckdb:parquet	84409054 / 84141990 / +0.3%	90787344 / 91399452 / -0.7%	0.93 / 0.92 / +1.0%
tpcds_q75/duckdb:parquet	42932164 / 43719392 / -1.8%	49374041 / 49520091 / -0.3%	0.87 / 0.88 / -1.5%
tpcds_q76/duckdb:parquet	18625763 / 18520432 / +0.6%	23274871 / 23154285 / +0.5%	0.80 / 0.80 / +0.0%
tpcds_q77/duckdb:parquet	24964711 / 25950030 / -3.8%	31290702 / 30847841 / +1.4%	0.80 / 0.84 / -5.2%
tpcds_q78/duckdb:parquet	78350734 / 77949034 / +0.5%	85372818 / 84849250 / +0.6%	0.92 / 0.92 / -0.1%
tpcds_q79/duckdb:parquet	21180722 / 21248054 / -0.3%	28557490 / 28863759 / -1.1%	0.74 / 0.74 / +0.8%
tpcds_q80/duckdb:parquet	36561266 / 37864014 / -3.4%	42951489 / 43673946 / -1.7%	0.85 / 0.87 / -1.8%
tpcds_q81/duckdb:parquet	36227290 / 36031468 / +0.5%	44607062 / 44495699 / +0.3%	0.81 / 0.81 / +0.3%
tpcds_q82/duckdb:parquet	13381683 / 13414407 / -0.2%	20171099 / 20008503 / +0.8%	0.66 / 0.67 / -1.0%
tpcds_q83/duckdb:parquet	19975214 / 19841770 / +0.7%	25610891 / 24899521 / +2.9%	0.78 / 0.80 / -2.1%
tpcds_q84/duckdb:parquet	22923956 / 22981922 / -0.3%	28638936 / 28970054 / -1.1%	0.80 / 0.79 / +0.9%
tpcds_q85/duckdb:parquet	32020593 / 32162644 / -0.4%	38940471 / 39788981 / -2.1%	0.82 / 0.81 / +1.7%
tpcds_q86/duckdb:parquet	11827664 / 11722272 / +0.9%	17052070 / 17005371 / +0.3%	0.69 / 0.69 / +0.6%
tpcds_q87/duckdb:parquet	31293384 / 30991045 / +1.0%	34975689 / 34547629 / +1.2%	0.89 / 0.90 / -0.3%
tpcds_q88/duckdb:parquet	37870468 / 37870260 / +0.0%	41953614 / 43105395 / -2.7%	0.90 / 0.88 / +2.7%
tpcds_q89/duckdb:parquet	15965268 / 14968266 / +6.7%	21125760 / 21122347 / +0.0%	0.76 / 0.71 / +6.6%
tpcds_q90/duckdb:parquet	9854805 / 9957166 / -1.0%	15240001 / 14912598 / +2.2%	0.65 / 0.67 / -3.2%
tpcds_q91/duckdb:parquet	20802252 / 20918138 / -0.6%	27480966 / 28340701 / -3.0%	0.76 / 0.74 / +2.6%
tpcds_q92/duckdb:parquet	15525854 / 15574051 / -0.3%	22313537 / 21872199 / +2.0%	0.70 / 0.71 / -2.3%
tpcds_q93/duckdb:parquet	14123662 / 13952310 / +1.2%	20294607 / 20242299 / +0.3%	0.70 / 0.69 / +1.0%
tpcds_q94/duckdb:parquet	25304318 / 25354301 / -0.2%	32655413 / 32435179 / +0.7%	0.77 / 0.78 / -0.9%
tpcds_q95/duckdb:parquet	43778398 / 43923296 / -0.3%	48944978 / 49119828 / -0.4%	0.89 / 0.89 / +0.0%
tpcds_q96/duckdb:parquet	8145392 / 8147750 / -0.0%	13902354 / 13783267 / +0.9%	0.59 / 0.59 / -0.9%
tpcds_q97/duckdb:parquet	27415322 / 27467612 / -0.2%	33969337 / 34090730 / -0.4%	0.81 / 0.81 / +0.2%
tpcds_q98/duckdb:parquet	16575003 / 16381031 / +1.2%	23112510 / 22719137 / +1.7%	0.72 / 0.72 / -0.5%
tpcds_q99/duckdb:parquet	18695773 / 18761760 / -0.4%	25023127 / 25085902 / -0.3%	0.75 / 0.75 / -0.1%

github-actions · 2026-11-04T14:31:34Z

Benchmarks: TPC-H SF=1 on S3 📖

Commits: PR 9d6e6d6c vs base a3238df7
Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +5.9%
Engines: DataFusion No clear signal (+5.7%, environment too noisy confidence) · DuckDB No clear signal (+6.1%, environment too noisy confidence)
Vortex (geomean): hot 1.081x ➖ · cold 1.050x ➖
Parquet (geomean): hot 1.021x ➖ · cold 1.041x ➖
Shifts: Parquet (control) +2.1% · Median polish +6.8%

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 (1.088x ➖, 1↑ 2↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:vortex-file-compressed	876709557 / 232092857 / +277.7% 🔴	1139142060 / 684238774 / +66.5% 🔴	0.77 / 0.34 / +126.9%
tpch_q02/datafusion:vortex-file-compressed	312728159 / 313009215 / -0.1%	602948923 / 657318783 / -8.3%	0.52 / 0.48 / +8.9%
tpch_q03/datafusion:vortex-file-compressed	368227183 / 340653761 / +8.1%	965098271 / 1077102590 / -10.4%	0.38 / 0.32 / +20.6%
tpch_q04/datafusion:vortex-file-compressed	200431678 / 181200096 / +10.6%	364256632 / 427599831 / -14.8%	0.55 / 0.42 / +29.8%
tpch_q05/datafusion:vortex-file-compressed	390233942 / 371793008 / +5.0%	643588911 / 623068480 / +3.3%	0.61 / 0.60 / +1.6%
tpch_q06/datafusion:vortex-file-compressed	155938462 / 141639855 / +10.1%	246539429 / 283189829 / -12.9%	0.63 / 0.50 / +26.5%
tpch_q07/datafusion:vortex-file-compressed	434609373 / 383811642 / +13.2%	568693962 / 574295259 / -1.0%	0.76 / 0.67 / +14.4%
tpch_q08/datafusion:vortex-file-compressed	436334878 / 442613397 / -1.4%	790468618 / 763767588 / +3.5%	0.55 / 0.58 / -4.7%
tpch_q09/datafusion:vortex-file-compressed	310690886 / 286746669 / +8.4%	539823231 / 510475806 / +5.7%	0.58 / 0.56 / +2.5%
tpch_q10/datafusion:vortex-file-compressed	336479544 / 339984475 / -1.0%	500930314 / 500748861 / +0.0%	0.67 / 0.68 / -1.1%
tpch_q11/datafusion:vortex-file-compressed	289255574 / 253302072 / +14.2%	707091833 / 442108049 / +59.9% 🔴	0.41 / 0.57 / -28.6%
tpch_q12/datafusion:vortex-file-compressed	229655128 / 210762510 / +9.0%	416413083 / 380574485 / +9.4%	0.55 / 0.55 / -0.4%
tpch_q13/datafusion:vortex-file-compressed	133935941 / 134308489 / -0.3%	439125990 / 335229736 / +31.0% 🔴	0.31 / 0.40 / -23.9%
tpch_q14/datafusion:vortex-file-compressed	186481658 / 161388646 / +15.5%	342509464 / 370570791 / -7.6%	0.54 / 0.44 / +25.0%
tpch_q15/datafusion:vortex-file-compressed	297308089 / 1181252786 / -74.8% 🟢	473324297 / 681144984 / -30.5% 🟢	0.63 / 1.73 / -63.8%
tpch_q16/datafusion:vortex-file-compressed	167408739 / 129203645 / +29.6%	412089042 / 387081283 / +6.5%	0.41 / 0.33 / +21.7%
tpch_q17/datafusion:vortex-file-compressed	255640736 / 222767466 / +14.8%	407638475 / 402823777 / +1.2%	0.63 / 0.55 / +13.4%
tpch_q18/datafusion:vortex-file-compressed	236814990 / 226035566 / +4.8%	499055136 / 442589226 / +12.8%	0.47 / 0.51 / -7.1%
tpch_q19/datafusion:vortex-file-compressed	253995609 / 229413059 / +10.7%	344953038 / 354810442 / -2.8%	0.74 / 0.65 / +13.9%
tpch_q20/datafusion:vortex-file-compressed	450251258 / 296060047 / +52.1% 🔴	734020403 / 549504256 / +33.6% 🔴	0.61 / 0.54 / +13.9%
tpch_q21/datafusion:vortex-file-compressed	507046338 / 415330239 / +22.1%	705907212 / 605194141 / +16.6%	0.72 / 0.69 / +4.7%
tpch_q22/datafusion:vortex-file-compressed	155667939 / 175767190 / -11.4%	402932715 / 412418213 / -2.3%	0.39 / 0.43 / -9.4%

datafusion / parquet / ns (1.029x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/datafusion:parquet	159454594 / 148731036 / +7.2%	577959838 / 419260112 / +37.9% 🔴	0.28 / 0.35 / -22.2%
tpch_q02/datafusion:parquet	367904420 / 300367040 / +22.5%	802316081 / 454508635 / +76.5% 🔴	0.46 / 0.66 / -30.6%
tpch_q03/datafusion:parquet	300589164 / 233860736 / +28.5%	753936900 / 650942349 / +15.8%	0.40 / 0.36 / +11.0%
tpch_q04/datafusion:parquet	155403600 / 131335884 / +18.3%	397054145 / 296991609 / +33.7% 🔴	0.39 / 0.44 / -11.5%
tpch_q05/datafusion:parquet	338877013 / 329503597 / +2.8%	427058348 / 466918691 / -8.5%	0.79 / 0.71 / +12.4%
tpch_q06/datafusion:parquet	120896452 / 103916031 / +16.3%	257134220 / 231804337 / +10.9%	0.47 / 0.45 / +4.9%
tpch_q07/datafusion:parquet	346792480 / 334822100 / +3.6%	424909050 / 474252149 / -10.4%	0.82 / 0.71 / +15.6%
tpch_q08/datafusion:parquet	407061190 / 386542862 / +5.3%	512564622 / 484715525 / +5.7%	0.79 / 0.80 / -0.4%
tpch_q09/datafusion:parquet	390004548 / 376798944 / +3.5%	494808342 / 491006803 / +0.8%	0.79 / 0.77 / +2.7%
tpch_q10/datafusion:parquet	337830176 / 313216532 / +7.9%	433668419 / 545079701 / -20.4%	0.78 / 0.57 / +35.6%
tpch_q11/datafusion:parquet	251301009 / 274720754 / -8.5%	363218769 / 376995450 / -3.7%	0.69 / 0.73 / -5.1%
tpch_q12/datafusion:parquet	180712838 / 198511226 / -9.0%	373126008 / 354098900 / +5.4%	0.48 / 0.56 / -13.6%
tpch_q13/datafusion:parquet	281093964 / 275851622 / +1.9%	408893961 / 464074145 / -11.9%	0.69 / 0.59 / +15.7%
tpch_q14/datafusion:parquet	181699060 / 333262288 / -45.5% 🟢	286008149 / 430096709 / -33.5% 🟢	0.64 / 0.77 / -18.0%
tpch_q15/datafusion:parquet	318149328 / 296888046 / +7.2%	499268038 / 479738356 / +4.1%	0.64 / 0.62 / +3.0%
tpch_q16/datafusion:parquet	104981889 / 98987746 / +6.1%	221158190 / 197078304 / +12.2%	0.47 / 0.50 / -5.5%
tpch_q17/datafusion:parquet	287273620 / 281350572 / +2.1%	389930362 / 434837937 / -10.3%	0.74 / 0.65 / +13.9%
tpch_q18/datafusion:parquet	337860802 / 348503567 / -3.1%	460767348 / 534762963 / -13.8%	0.73 / 0.65 / +12.5%
tpch_q19/datafusion:parquet	156323895 / 161793740 / -3.4%	260678376 / 251113193 / +3.8%	0.60 / 0.64 / -6.9%
tpch_q20/datafusion:parquet	252324521 / 229568349 / +9.9%	485073616 / 365442444 / +32.7% 🔴	0.52 / 0.63 / -17.2%
tpch_q21/datafusion:parquet	368454428 / 335431517 / +9.8%	536468526 / 497960807 / +7.7%	0.69 / 0.67 / +2.0%
tpch_q22/datafusion:parquet	157592807 / 149030720 / +5.7%	332820557 / 297279947 / +12.0%	0.47 / 0.50 / -5.5%

duckdb / vortex-file-compressed / ns (1.074x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:vortex-file-compressed	242938634 / 253108079 / -4.0%	251220789 / 298192410 / -15.8%	0.97 / 0.85 / +13.9%
tpch_q02/duckdb:vortex-file-compressed	478819347 / 391628485 / +22.3%	456649747 / 454994581 / +0.4%	1.05 / 0.86 / +21.8%
tpch_q03/duckdb:vortex-file-compressed	427978250 / 438153969 / -2.3%	488364902 / 433316944 / +12.7%	0.88 / 1.01 / -13.3%
tpch_q04/duckdb:vortex-file-compressed	295322066 / 288965648 / +2.2%	542042604 / 313284062 / +73.0% 🔴	0.54 / 0.92 / -40.9%
tpch_q05/duckdb:vortex-file-compressed	547008773 / 603212313 / -9.3%	567616362 / 617309567 / -8.0%	0.96 / 0.98 / -1.4%
tpch_q06/duckdb:vortex-file-compressed	154604692 / 181463953 / -14.8%	202771141 / 226221274 / -10.4%	0.76 / 0.80 / -4.9%
tpch_q07/duckdb:vortex-file-compressed	471448987 / 414203606 / +13.8%	529900010 / 458641376 / +15.5%	0.89 / 0.90 / -1.5%
tpch_q08/duckdb:vortex-file-compressed	596081948 / 550299632 / +8.3%	885608967 / 703366364 / +25.9%	0.67 / 0.78 / -14.0%
tpch_q09/duckdb:vortex-file-compressed	391680016 / 416546293 / -6.0%	509449284 / 452876405 / +12.5%	0.77 / 0.92 / -16.4%
tpch_q10/duckdb:vortex-file-compressed	561317770 / 507160221 / +10.7%	593648926 / 513807924 / +15.5%	0.95 / 0.99 / -4.2%
tpch_q11/duckdb:vortex-file-compressed	288870325 / 282551269 / +2.2%	281968868 / 327608248 / -13.9%	1.02 / 0.86 / +18.8%
tpch_q12/duckdb:vortex-file-compressed	265092975 / 251731661 / +5.3%	275574614 / 309585733 / -11.0%	0.96 / 0.81 / +18.3%
tpch_q13/duckdb:vortex-file-compressed	265098239 / 224087871 / +18.3%	245902280 / 204707299 / +20.1%	1.08 / 1.09 / -1.5%
tpch_q14/duckdb:vortex-file-compressed	230033750 / 227858304 / +1.0%	271547324 / 341209976 / -20.4%	0.85 / 0.67 / +26.9%
tpch_q15/duckdb:vortex-file-compressed	291930097 / 248369209 / +17.5%	457554571 / 292854407 / +56.2% 🔴	0.64 / 0.85 / -24.8%
tpch_q16/duckdb:vortex-file-compressed	214369055 / 209586054 / +2.3%	218055684 / 240727961 / -9.4%	0.98 / 0.87 / +12.9%
tpch_q17/duckdb:vortex-file-compressed	335220069 / 292870116 / +14.5%	369918358 / 373681390 / -1.0%	0.91 / 0.78 / +15.6%
tpch_q18/duckdb:vortex-file-compressed	464015864 / 396154328 / +17.1%	369959984 / 430800196 / -14.1%	1.25 / 0.92 / +36.4%
tpch_q19/duckdb:vortex-file-compressed	320830888 / 268354784 / +19.6%	358642693 / 381228510 / -5.9%	0.89 / 0.70 / +27.1%
tpch_q20/duckdb:vortex-file-compressed	392406193 / 336191853 / +16.7%	451820902 / 430807295 / +4.9%	0.87 / 0.78 / +11.3%
tpch_q21/duckdb:vortex-file-compressed	682000463 / 552454238 / +23.4%	653102902 / 579180627 / +12.8%	1.04 / 0.95 / +9.5%
tpch_q22/duckdb:vortex-file-compressed	258965925 / 223353541 / +15.9%	280735488 / 253490550 / +10.7%	0.92 / 0.88 / +4.7%

duckdb / parquet / ns (1.012x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpch_q01/duckdb:parquet	174630775 / 200653641 / -13.0%	246399721 / 258552896 / -4.7%	0.71 / 0.78 / -8.7%
tpch_q02/duckdb:parquet	484190646 / 485195909 / -0.2%	564694684 / 490025884 / +15.2%	0.86 / 0.99 / -13.4%
tpch_q03/duckdb:parquet	368512928 / 374393742 / -1.6%	398535137 / 435008482 / -8.4%	0.92 / 0.86 / +7.4%
tpch_q04/duckdb:parquet	275979480 / 213466748 / +29.3%	337520464 / 288686689 / +16.9%	0.82 / 0.74 / +10.6%
tpch_q05/duckdb:parquet	505630913 / 483549449 / +4.6%	579487419 / 505434563 / +14.7%	0.87 / 0.96 / -8.8%
tpch_q06/duckdb:parquet	180962608 / 142543701 / +27.0%	191529881 / 184142714 / +4.0%	0.94 / 0.77 / +22.1%
tpch_q07/duckdb:parquet	396537678 / 637962677 / -37.8% 🟢	445040441 / 736369950 / -39.6% 🟢	0.89 / 0.87 / +2.8%
tpch_q08/duckdb:parquet	576041490 / 619961118 / -7.1%	624339311 / 609144870 / +2.5%	0.92 / 1.02 / -9.3%
tpch_q09/duckdb:parquet	526175148 / 491049292 / +7.2%	630073232 / 569260583 / +10.7%	0.84 / 0.86 / -3.2%
tpch_q10/duckdb:parquet	639610911 / 550879716 / +16.1%	658018226 / 591460720 / +11.3%	0.97 / 0.93 / +4.4%
tpch_q11/duckdb:parquet	297168552 / 343349041 / -13.5%	332888878 / 383509058 / -13.2%	0.89 / 0.90 / -0.3%
tpch_q12/duckdb:parquet	235163829 / 258102996 / -8.9%	342552842 / 353615014 / -3.1%	0.69 / 0.73 / -5.9%
tpch_q13/duckdb:parquet	435855422 / 360189298 / +21.0%	485150776 / 455554655 / +6.5%	0.90 / 0.79 / +13.6%
tpch_q14/duckdb:parquet	305375021 / 265141786 / +15.2%	333772901 / 269273768 / +24.0%	0.91 / 0.98 / -7.1%
tpch_q15/duckdb:parquet	213411047 / 212848472 / +0.3%	235113858 / 267919550 / -12.2%	0.91 / 0.79 / +14.3%
tpch_q16/duckdb:parquet	268498171 / 274409063 / -2.2%	336062446 / 284338278 / +18.2%	0.80 / 0.97 / -17.2%
tpch_q17/duckdb:parquet	272180170 / 262162205 / +3.8%	365660210 / 289423771 / +26.3%	0.74 / 0.91 / -17.8%
tpch_q18/duckdb:parquet	394981120 / 352665504 / +12.0%	443889203 / 344363993 / +28.9%	0.89 / 1.02 / -13.1%
tpch_q19/duckdb:parquet	331636714 / 269914181 / +22.9%	392440626 / 339649623 / +15.5%	0.85 / 0.79 / +6.3%
tpch_q20/duckdb:parquet	476865863 / 487475803 / -2.2%	567235339 / 502062269 / +13.0%	0.84 / 0.97 / -13.4%
tpch_q21/duckdb:parquet	423965849 / 464145212 / -8.7%	477271430 / 492752986 / -3.1%	0.89 / 0.94 / -5.7%
tpch_q22/duckdb:parquet	306580150 / 339784603 / -9.8%	315977199 / 360873142 / -12.4%	0.97 / 0.94 / +3.0%

github-actions · 2026-11-04T14:32:14Z

Benchmarks: TPC-DS SF=10 on NVME 📖

Commits: PR 9d6e6d6c vs base bc585872
Verdict: No clear signal (low confidence)
Attributed Vortex impact: +0.4%
Engines: DataFusion No clear signal (+0.2%, low confidence) · DuckDB No clear signal (+0.6%, low confidence)
Vortex (geomean): hot 1.004x ➖ · cold 1.002x ➖
Parquet (geomean): hot 1.000x ➖ · cold 1.003x ➖
Shifts: Parquet (control) -0.0% · 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 (1.004x ➖, 0↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/datafusion:vortex-file-compressed	35072104 / 34490874 / +1.7%	58057805 / 57725633 / +0.6%	0.60 / 0.60 / +1.1%
tpcds_q02/datafusion:vortex-file-compressed	59435083 / 58812899 / +1.1%	88647246 / 86424727 / +2.6%	0.67 / 0.68 / -1.5%
tpcds_q03/datafusion:vortex-file-compressed	21350984 / 20140331 / +6.0%	43173695 / 43427782 / -0.6%	0.49 / 0.46 / +6.6%
tpcds_q04/datafusion:vortex-file-compressed	453266921 / 450264906 / +0.7%	507224404 / 514855692 / -1.5%	0.89 / 0.87 / +2.2%
tpcds_q05/datafusion:vortex-file-compressed	76189015 / 75738608 / +0.6%	114720185 / 110247889 / +4.1%	0.66 / 0.69 / -3.3%
tpcds_q06/datafusion:vortex-file-compressed	56331433 / 57092470 / -1.3%	82765811 / 84622984 / -2.2%	0.68 / 0.67 / +0.9%
tpcds_q07/datafusion:vortex-file-compressed	78780167 / 78711698 / +0.1%	114648130 / 113365994 / +1.1%	0.69 / 0.69 / -1.0%
tpcds_q08/datafusion:vortex-file-compressed	30758135 / 30510866 / +0.8%	60691585 / 62435045 / -2.8%	0.51 / 0.49 / +3.7%
tpcds_q09/datafusion:vortex-file-compressed	43405715 / 42998907 / +0.9%	77599679 / 75820090 / +2.3%	0.56 / 0.57 / -1.4%
tpcds_q10/datafusion:vortex-file-compressed	34266662 / 34263287 / +0.0%	65564716 / 65233275 / +0.5%	0.52 / 0.53 / -0.5%
tpcds_q11/datafusion:vortex-file-compressed	277856154 / 281982230 / -1.5%	317441653 / 323083169 / -1.7%	0.88 / 0.87 / +0.3%
tpcds_q12/datafusion:vortex-file-compressed	21249872 / 21462888 / -1.0%	41805793 / 43354672 / -3.6%	0.51 / 0.50 / +2.7%
tpcds_q13/datafusion:vortex-file-compressed	42543811 / 41643209 / +2.2%	85926777 / 85879501 / +0.1%	0.50 / 0.48 / +2.1%
tpcds_q14/datafusion:vortex-file-compressed	280219552 / 282213820 / -0.7%	324026349 / 326372302 / -0.7%	0.86 / 0.86 / +0.0%
tpcds_q15/datafusion:vortex-file-compressed	41789836 / 40170803 / +4.0%	62187598 / 62132726 / +0.1%	0.67 / 0.65 / +3.9%
tpcds_q16/datafusion:vortex-file-compressed	24657364 / 24149834 / +2.1%	47962222 / 49193215 / -2.5%	0.51 / 0.49 / +4.7%
tpcds_q17/datafusion:vortex-file-compressed	95041166 / 92828524 / +2.4%	119859840 / 116103089 / +3.2%	0.79 / 0.80 / -0.8%
tpcds_q18/datafusion:vortex-file-compressed	68260983 / 67190699 / +1.6%	96018657 / 96516874 / -0.5%	0.71 / 0.70 / +2.1%
tpcds_q19/datafusion:vortex-file-compressed	26796326 / 26287329 / +1.9%	58931307 / 55120303 / +6.9%	0.45 / 0.48 / -4.7%
tpcds_q20/datafusion:vortex-file-compressed	24937499 / 24536924 / +1.6%	42761355 / 42746792 / +0.0%	0.58 / 0.57 / +1.6%
tpcds_q21/datafusion:vortex-file-compressed	52332871 / 54476895 / -3.9%	79673664 / 80307873 / -0.8%	0.66 / 0.68 / -3.2%
tpcds_q22/datafusion:vortex-file-compressed	447650758 / 439765774 / +1.8%	480439490 / 474034422 / +1.4%	0.93 / 0.93 / +0.4%
tpcds_q23/datafusion:vortex-file-compressed	316475680 / 318923484 / -0.8%	370856751 / 371633551 / -0.2%	0.85 / 0.86 / -0.6%
tpcds_q24/datafusion:vortex-file-compressed	168128884 / 167227548 / +0.5%	209552462 / 204557127 / +2.4%	0.80 / 0.82 / -1.9%
tpcds_q25/datafusion:vortex-file-compressed	98077887 / 97343062 / +0.8%	131814529 / 131490121 / +0.2%	0.74 / 0.74 / +0.5%
tpcds_q26/datafusion:vortex-file-compressed	39081528 / 39503642 / -1.1%	65690370 / 63592861 / +3.3%	0.59 / 0.62 / -4.2%
tpcds_q27/datafusion:vortex-file-compressed	172744106 / 177271178 / -2.6%	218790690 / 216403002 / +1.1%	0.79 / 0.82 / -3.6%
tpcds_q28/datafusion:vortex-file-compressed	42241408 / 41661519 / +1.4%	91024462 / 81935560 / +11.1% 🔴	0.46 / 0.51 / -8.7%
tpcds_q29/datafusion:vortex-file-compressed	101468230 / 101208646 / +0.3%	144853549 / 135125703 / +7.2%	0.70 / 0.75 / -6.5%
tpcds_q30/datafusion:vortex-file-compressed	50193704 / 49553408 / +1.3%	74390006 / 73603885 / +1.1%	0.67 / 0.67 / +0.2%
tpcds_q31/datafusion:vortex-file-compressed	207157553 / 206128924 / +0.5%	241076312 / 237105640 / +1.7%	0.86 / 0.87 / -1.2%
tpcds_q32/datafusion:vortex-file-compressed	18386698 / 18684705 / -1.6%	34835883 / 34052924 / +2.3%	0.53 / 0.55 / -3.8%
tpcds_q33/datafusion:vortex-file-compressed	37219930 / 37356493 / -0.4%	72463432 / 70394280 / +2.9%	0.51 / 0.53 / -3.2%
tpcds_q34/datafusion:vortex-file-compressed	41981836 / 42160296 / -0.4%	72141696 / 71862138 / +0.4%	0.58 / 0.59 / -0.8%
tpcds_q35/datafusion:vortex-file-compressed	93995869 / 93986138 / +0.0%	122873199 / 121554351 / +1.1%	0.76 / 0.77 / -1.1%
tpcds_q36/datafusion:vortex-file-compressed	94077002 / 92969324 / +1.2%	130931833 / 128291724 / +2.1%	0.72 / 0.72 / -0.8%
tpcds_q37/datafusion:vortex-file-compressed	26643843 / 28914150 / -7.9%	58857839 / 57933171 / +1.6%	0.45 / 0.50 / -9.3%
tpcds_q38/datafusion:vortex-file-compressed	81961240 / 81638460 / +0.4%	110607021 / 110911360 / -0.3%	0.74 / 0.74 / +0.7%
tpcds_q39/datafusion:vortex-file-compressed	904381036 / 900504494 / +0.4%	921328847 / 922343334 / -0.1%	0.98 / 0.98 / +0.5%
tpcds_q40/datafusion:vortex-file-compressed	30575438 / 30511664 / +0.2%	52995978 / 53843252 / -1.6%	0.58 / 0.57 / +1.8%
tpcds_q41/datafusion:vortex-file-compressed	21635610 / 21876338 / -1.1%	33561652 / 33765092 / -0.6%	0.64 / 0.65 / -0.5%
tpcds_q42/datafusion:vortex-file-compressed	16848276 / 16901763 / -0.3%	42890423 / 43099042 / -0.5%	0.39 / 0.39 / +0.2%
tpcds_q43/datafusion:vortex-file-compressed	21270731 / 21294766 / -0.1%	48436852 / 45384260 / +6.7%	0.44 / 0.47 / -6.4%
tpcds_q44/datafusion:vortex-file-compressed	43751958 / 43183290 / +1.3%	74570557 / 70706201 / +5.5%	0.59 / 0.61 / -3.9%
tpcds_q45/datafusion:vortex-file-compressed	50078594 / 50201178 / -0.2%	73078105 / 72028108 / +1.5%	0.69 / 0.70 / -1.7%
tpcds_q46/datafusion:vortex-file-compressed	79248466 / 75757644 / +4.6%	119814627 / 118839287 / +0.8%	0.66 / 0.64 / +3.8%
tpcds_q47/datafusion:vortex-file-compressed	219919409 / 220625616 / -0.3%	271194901 / 267833508 / +1.3%	0.81 / 0.82 / -1.6%
tpcds_q48/datafusion:vortex-file-compressed	41641732 / 41306743 / +0.8%	79143444 / 77324802 / +2.4%	0.53 / 0.53 / -1.5%
tpcds_q49/datafusion:vortex-file-compressed	87998528 / 87957089 / +0.0%	128546206 / 122907868 / +4.6%	0.68 / 0.72 / -4.3%
tpcds_q50/datafusion:vortex-file-compressed	62372969 / 62256967 / +0.2%	91384075 / 96516948 / -5.3%	0.68 / 0.65 / +5.8%
tpcds_q51/datafusion:vortex-file-compressed	247385258 / 246923648 / +0.2%	274126421 / 281653954 / -2.7%	0.90 / 0.88 / +2.9%
tpcds_q52/datafusion:vortex-file-compressed	18178636 / 17285503 / +5.2%	40966487 / 40985346 / -0.0%	0.44 / 0.42 / +5.2%
tpcds_q53/datafusion:vortex-file-compressed	26891322 / 27051042 / -0.6%	54852923 / 57589489 / -4.8%	0.49 / 0.47 / +4.4%
tpcds_q54/datafusion:vortex-file-compressed	56252684 / 56122356 / +0.2%	86668694 / 90359153 / -4.1%	0.65 / 0.62 / +4.5%
tpcds_q55/datafusion:vortex-file-compressed	17248711 / 16813094 / +2.6%	39960842 / 41488837 / -3.7%	0.43 / 0.41 / +6.5%
tpcds_q56/datafusion:vortex-file-compressed	36786819 / 37525361 / -2.0%	67464454 / 70422183 / -4.2%	0.55 / 0.53 / +2.3%
tpcds_q57/datafusion:vortex-file-compressed	130594394 / 130749388 / -0.1%	161629109 / 159823264 / +1.1%	0.81 / 0.82 / -1.2%
tpcds_q58/datafusion:vortex-file-compressed	69742616 / 69904782 / -0.2%	100220765 / 102515657 / -2.2%	0.70 / 0.68 / +2.1%
tpcds_q59/datafusion:vortex-file-compressed	92608808 / 94205275 / -1.7%	133431948 / 132603974 / +0.6%	0.69 / 0.71 / -2.3%
tpcds_q60/datafusion:vortex-file-compressed	38878570 / 37695802 / +3.1%	66284913 / 67024214 / -1.1%	0.59 / 0.56 / +4.3%
tpcds_q61/datafusion:vortex-file-compressed	54925390 / 52971280 / +3.7%	82146591 / 87180670 / -5.8%	0.67 / 0.61 / +10.0%
tpcds_q62/datafusion:vortex-file-compressed	21876846 / 22501192 / -2.8%	45140732 / 45420401 / -0.6%	0.48 / 0.50 / -2.2%
tpcds_q63/datafusion:vortex-file-compressed	26544012 / 26800512 / -1.0%	53401328 / 56167705 / -4.9%	0.50 / 0.48 / +4.2%
tpcds_q64/datafusion:vortex-file-compressed	496164740 / 496052193 / +0.0%	589191045 / 565751330 / +4.1%	0.84 / 0.88 / -4.0%
tpcds_q65/datafusion:vortex-file-compressed	81498444 / 80814909 / +0.8%	119251087 / 117797913 / +1.2%	0.68 / 0.69 / -0.4%
tpcds_q66/datafusion:vortex-file-compressed	68244824 / 68209772 / +0.1%	96630747 / 96514374 / +0.1%	0.71 / 0.71 / -0.1%
tpcds_q67/datafusion:vortex-file-compressed	431789162 / 421663222 / +2.4%	524866621 / 505206016 / +3.9%	0.82 / 0.83 / -1.4%
tpcds_q68/datafusion:vortex-file-compressed	74752866 / 74050378 / +0.9%	120810289 / 118347971 / +2.1%	0.62 / 0.63 / -1.1%
tpcds_q69/datafusion:vortex-file-compressed	33701419 / 33943142 / -0.7%	64868759 / 63279430 / +2.5%	0.52 / 0.54 / -3.1%
tpcds_q70/datafusion:vortex-file-compressed	201391062 / 200734872 / +0.3%	243643277 / 240634791 / +1.3%	0.83 / 0.83 / -0.9%
tpcds_q71/datafusion:vortex-file-compressed	29439966 / 28797142 / +2.2%	62131210 / 59756916 / +4.0%	0.47 / 0.48 / -1.7%
tpcds_q72/datafusion:vortex-file-compressed	4585536152 / 4537106302 / +1.1%	4661242320 / 4762972832 / -2.1%	0.98 / 0.95 / +3.3%
tpcds_q73/datafusion:vortex-file-compressed	39961470 / 40062268 / -0.3%	75929821 / 72226243 / +5.1%	0.53 / 0.55 / -5.1%
tpcds_q74/datafusion:vortex-file-compressed	187053318 / 186587281 / +0.2%	222917700 / 221953895 / +0.4%	0.84 / 0.84 / -0.2%
tpcds_q75/datafusion:vortex-file-compressed	173580583 / 173869828 / -0.2%	217308215 / 211973023 / +2.5%	0.80 / 0.82 / -2.6%
tpcds_q76/datafusion:vortex-file-compressed	34118016 / 34473709 / -1.0%	69418627 / 72066194 / -3.7%	0.49 / 0.48 / +2.7%
tpcds_q77/datafusion:vortex-file-compressed	58655956 / 59229286 / -1.0%	90760960 / 93188176 / -2.6%	0.65 / 0.64 / +1.7%
tpcds_q78/datafusion:vortex-file-compressed	197860056 / 195390051 / +1.3%	261437824 / 244579342 / +6.9%	0.76 / 0.80 / -5.3%
tpcds_q79/datafusion:vortex-file-compressed	55244104 / 56071345 / -1.5%	92502831 / 88050597 / +5.1%	0.60 / 0.64 / -6.2%
tpcds_q80/datafusion:vortex-file-compressed	144152619 / 143028338 / +0.8%	190426296 / 187099953 / +1.8%	0.76 / 0.76 / -1.0%
tpcds_q81/datafusion:vortex-file-compressed	54582452 / 54750336 / -0.3%	79426020 / 79880741 / -0.6%	0.69 / 0.69 / +0.3%
tpcds_q82/datafusion:vortex-file-compressed	34564252 / 33168910 / +4.2%	67726686 / 71357135 / -5.1%	0.51 / 0.46 / +9.8%
tpcds_q83/datafusion:vortex-file-compressed	39963073 / 39880804 / +0.2%	64005989 / 62002557 / +3.2%	0.62 / 0.64 / -2.9%
tpcds_q84/datafusion:vortex-file-compressed	12084257 / 12014408 / +0.6%	29390912 / 29972891 / -1.9%	0.41 / 0.40 / +2.6%
tpcds_q85/datafusion:vortex-file-compressed	62166896 / 61535551 / +1.0%	86138160 / 89287485 / -3.5%	0.72 / 0.69 / +4.7%
tpcds_q86/datafusion:vortex-file-compressed	18590694 / 18959252 / -1.9%	39513679 / 39090155 / +1.1%	0.47 / 0.49 / -3.0%
tpcds_q87/datafusion:vortex-file-compressed	81407010 / 82950631 / -1.9%	113241800 / 108727952 / +4.2%	0.72 / 0.76 / -5.8%
tpcds_q88/datafusion:vortex-file-compressed	69548842 / 69301148 / +0.4%	108662069 / 104284597 / +4.2%	0.64 / 0.66 / -3.7%
tpcds_q89/datafusion:vortex-file-compressed	31754332 / 31062054 / +2.2%	62630353 / 61671456 / +1.6%	0.51 / 0.50 / +0.7%
tpcds_q90/datafusion:vortex-file-compressed	12789483 / 12840910 / -0.4%	32875917 / 31064250 / +5.8%	0.39 / 0.41 / -5.9%
tpcds_q91/datafusion:vortex-file-compressed	18823803 / 19570972 / -3.8%	40601371 / 40130324 / +1.2%	0.46 / 0.49 / -4.9%
tpcds_q92/datafusion:vortex-file-compressed	16111526 / 15892456 / +1.4%	37129516 / 37181636 / -0.1%	0.43 / 0.43 / +1.5%
tpcds_q93/datafusion:vortex-file-compressed	55303420 / 55230424 / +0.1%	88305563 / 85697212 / +3.0%	0.63 / 0.64 / -2.8%
tpcds_q94/datafusion:vortex-file-compressed	22815608 / 22415792 / +1.8%	47496306 / 47331792 / +0.3%	0.48 / 0.47 / +1.4%
tpcds_q95/datafusion:vortex-file-compressed	94496188 / 96131327 / -1.7%	124796221 / 123214779 / +1.3%	0.76 / 0.78 / -2.9%
tpcds_q96/datafusion:vortex-file-compressed	14878140 / 13669360 / +8.8%	37068236 / 37980297 / -2.4%	0.40 / 0.36 / +11.5%
tpcds_q97/datafusion:vortex-file-compressed	40638284 / 41433282 / -1.9%	72744925 / 71403658 / +1.9%	0.56 / 0.58 / -3.7%
tpcds_q98/datafusion:vortex-file-compressed	41586358 / 40346230 / +3.1%	70434438 / 69356584 / +1.6%	0.59 / 0.58 / +1.5%
tpcds_q99/datafusion:vortex-file-compressed	28059565 / 28227145 / -0.6%	50324299 / 49243634 / +2.2%	0.56 / 0.57 / -2.7%

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	59855400 / 59562394 / +0.5%	81830490 / 81973541 / -0.2%	0.73 / 0.73 / +0.7%
tpcds_q02/datafusion:parquet	68369330 / 68848089 / -0.7%	89100619 / 92685301 / -3.9%	0.77 / 0.74 / +3.3%
tpcds_q03/datafusion:parquet	28908542 / 28746309 / +0.6%	49180461 / 51612248 / -4.7%	0.59 / 0.56 / +5.5%
tpcds_q04/datafusion:parquet	643913528 / 642054766 / +0.3%	702978279 / 716901330 / -1.9%	0.92 / 0.90 / +2.3%
tpcds_q05/datafusion:parquet	83450049 / 82374102 / +1.3%	110741179 / 115476819 / -4.1%	0.75 / 0.71 / +5.6%
tpcds_q06/datafusion:parquet	91259460 / 91755252 / -0.5%	114801463 / 113221732 / +1.4%	0.79 / 0.81 / -1.9%
tpcds_q07/datafusion:parquet	101830912 / 101268458 / +0.6%	137026222 / 132847458 / +3.1%	0.74 / 0.76 / -2.5%
tpcds_q08/datafusion:parquet	48224834 / 49068442 / -1.7%	76380135 / 75878698 / +0.7%	0.63 / 0.65 / -2.4%
tpcds_q09/datafusion:parquet	77891652 / 75357990 / +3.4%	108606698 / 104173380 / +4.3%	0.72 / 0.72 / -0.9%
tpcds_q10/datafusion:parquet	62018708 / 59205446 / +4.8%	85059644 / 84151393 / +1.1%	0.73 / 0.70 / +3.6%
tpcds_q11/datafusion:parquet	411978880 / 415068906 / -0.7%	461665365 / 462653926 / -0.2%	0.89 / 0.90 / -0.5%
tpcds_q12/datafusion:parquet	39967164 / 40226532 / -0.6%	58479118 / 57933216 / +0.9%	0.68 / 0.69 / -1.6%
tpcds_q13/datafusion:parquet	84945524 / 85313794 / -0.4%	129257034 / 136668962 / -5.4%	0.66 / 0.62 / +5.3%
tpcds_q14/datafusion:parquet	379989140 / 380378514 / -0.1%	417684809 / 409373209 / +2.0%	0.91 / 0.93 / -2.1%
tpcds_q15/datafusion:parquet	51601588 / 51134539 / +0.9%	72258477 / 72526095 / -0.4%	0.71 / 0.71 / +1.3%
tpcds_q16/datafusion:parquet	45371460 / 45265184 / +0.2%	63023068 / 63003582 / +0.0%	0.72 / 0.72 / +0.2%
tpcds_q17/datafusion:parquet	136491550 / 136275040 / +0.2%	169070059 / 179342009 / -5.7%	0.81 / 0.76 / +6.2%
tpcds_q18/datafusion:parquet	108035836 / 109581858 / -1.4%	141184560 / 143676017 / -1.7%	0.77 / 0.76 / +0.3%
tpcds_q19/datafusion:parquet	48283507 / 48626202 / -0.7%	75780083 / 76609170 / -1.1%	0.64 / 0.63 / +0.4%
tpcds_q20/datafusion:parquet	41405246 / 41204176 / +0.5%	55703974 / 54456650 / +2.3%	0.74 / 0.76 / -1.8%
tpcds_q21/datafusion:parquet	61378284 / 61394890 / -0.0%	73143494 / 75148543 / -2.7%	0.84 / 0.82 / +2.7%
tpcds_q22/datafusion:parquet	465341196 / 463076374 / +0.5%	478585108 / 479287012 / -0.1%	0.97 / 0.97 / +0.6%
tpcds_q23/datafusion:parquet	360607806 / 366050916 / -1.5%	425134147 / 407254701 / +4.4%	0.85 / 0.90 / -5.6%
tpcds_q24/datafusion:parquet	239186246 / 240909515 / -0.7%	285048761 / 281981770 / +1.1%	0.84 / 0.85 / -1.8%
tpcds_q25/datafusion:parquet	143710900 / 145096427 / -1.0%	192788709 / 195545916 / -1.4%	0.75 / 0.74 / +0.5%
tpcds_q26/datafusion:parquet	55910591 / 55722818 / +0.3%	79804470 / 79268195 / +0.7%	0.70 / 0.70 / -0.3%
tpcds_q27/datafusion:parquet	209492260 / 212580704 / -1.5%	235585219 / 235658266 / -0.0%	0.89 / 0.90 / -1.4%
tpcds_q28/datafusion:parquet	89490631 / 86765016 / +3.1%	117541762 / 117066376 / +0.4%	0.76 / 0.74 / +2.7%
tpcds_q29/datafusion:parquet	142892640 / 144458204 / -1.1%	180354976 / 175304610 / +2.9%	0.79 / 0.82 / -3.9%
tpcds_q30/datafusion:parquet	100022755 / 98208516 / +1.8%	121940607 / 120202265 / +1.4%	0.82 / 0.82 / +0.4%
tpcds_q31/datafusion:parquet	321130438 / 321872676 / -0.2%	345386103 / 348415189 / -0.9%	0.93 / 0.92 / +0.6%
tpcds_q32/datafusion:parquet	29532568 / 29450601 / +0.3%	42671375 / 44853411 / -4.9%	0.69 / 0.66 / +5.4%
tpcds_q33/datafusion:parquet	53527972 / 52044530 / +2.9%	79044163 / 82308146 / -4.0%	0.68 / 0.63 / +7.1%
tpcds_q34/datafusion:parquet	64682468 / 63766546 / +1.4%	84184449 / 84790324 / -0.7%	0.77 / 0.75 / +2.2%
tpcds_q35/datafusion:parquet	126019358 / 124934560 / +0.9%	153751089 / 151283099 / +1.6%	0.82 / 0.83 / -0.8%
tpcds_q36/datafusion:parquet	98769012 / 98102672 / +0.7%	129938087 / 130923561 / -0.8%	0.76 / 0.75 / +1.4%
tpcds_q37/datafusion:parquet	50696120 / 50165633 / +1.1%	66656222 / 67878392 / -1.8%	0.76 / 0.74 / +2.9%
tpcds_q38/datafusion:parquet	122276996 / 125216310 / -2.3%	146884030 / 147419308 / -0.4%	0.83 / 0.85 / -2.0%
tpcds_q39/datafusion:parquet	848137239 / 846800026 / +0.2%	863389858 / 870067394 / -0.8%	0.98 / 0.97 / +0.9%
tpcds_q40/datafusion:parquet	34703280 / 34827391 / -0.4%	56476325 / 53960445 / +4.7%	0.61 / 0.65 / -4.8%
tpcds_q41/datafusion:parquet	32102189 / 31935535 / +0.5%	42836831 / 42034458 / +1.9%	0.75 / 0.76 / -1.4%
tpcds_q42/datafusion:parquet	26153920 / 26814002 / -2.5%	46535208 / 44585334 / +4.4%	0.56 / 0.60 / -6.5%
tpcds_q43/datafusion:parquet	27751509 / 26916072 / +3.1%	46754083 / 46897888 / -0.3%	0.59 / 0.57 / +3.4%
tpcds_q44/datafusion:parquet	65569950 / 66797887 / -1.8%	91340977 / 84812924 / +7.7%	0.72 / 0.79 / -8.9%
tpcds_q45/datafusion:parquet	66029552 / 65615575 / +0.6%	88735486 / 88256618 / +0.5%	0.74 / 0.74 / +0.1%
tpcds_q46/datafusion:parquet	108369707 / 107003158 / +1.3%	149261375 / 145686621 / +2.5%	0.73 / 0.73 / -1.1%
tpcds_q47/datafusion:parquet	238539516 / 236868468 / +0.7%	275308977 / 272641305 / +1.0%	0.87 / 0.87 / -0.3%
tpcds_q48/datafusion:parquet	77533170 / 78542064 / -1.3%	108626662 / 106935458 / +1.6%	0.71 / 0.73 / -2.8%
tpcds_q49/datafusion:parquet	119868842 / 115474834 / +3.8%	160508470 / 158864958 / +1.0%	0.75 / 0.73 / +2.7%
tpcds_q50/datafusion:parquet	91536652 / 91439884 / +0.1%	119780891 / 125599739 / -4.6%	0.76 / 0.73 / +5.0%
tpcds_q51/datafusion:parquet	253681114 / 253297316 / +0.2%	285549713 / 286678638 / -0.4%	0.89 / 0.88 / +0.5%
tpcds_q52/datafusion:parquet	27255344 / 26843905 / +1.5%	47027229 / 46810874 / +0.5%	0.58 / 0.57 / +1.1%
tpcds_q53/datafusion:parquet	36704182 / 36642923 / +0.2%	59438243 / 60564577 / -1.9%	0.62 / 0.61 / +2.1%
tpcds_q54/datafusion:parquet	86775222 / 85820838 / +1.1%	111952273 / 106867334 / +4.8%	0.78 / 0.80 / -3.5%
tpcds_q55/datafusion:parquet	27424801 / 26084212 / +5.1%	45546532 / 46467652 / -2.0%	0.60 / 0.56 / +7.3%
tpcds_q56/datafusion:parquet	53504481 / 52435182 / +2.0%	77119248 / 72888576 / +5.8%	0.69 / 0.72 / -3.6%
tpcds_q57/datafusion:parquet	172279182 / 171380706 / +0.5%	195707016 / 192267162 / +1.8%	0.88 / 0.89 / -1.2%
tpcds_q58/datafusion:parquet	94918366 / 96622320 / -1.8%	124437501 / 124538672 / -0.1%	0.76 / 0.78 / -1.7%
tpcds_q59/datafusion:parquet	106438104 / 106425224 / +0.0%	133380453 / 128937355 / +3.4%	0.80 / 0.83 / -3.3%
tpcds_q60/datafusion:parquet	54074584 / 54478058 / -0.7%	76703720 / 72860476 / +5.3%	0.70 / 0.75 / -5.7%
tpcds_q61/datafusion:parquet	78208722 / 77744132 / +0.6%	98177284 / 106954389 / -8.2%	0.80 / 0.73 / +9.6%
tpcds_q62/datafusion:parquet	27426720 / 27901132 / -1.7%	46016590 / 44366723 / +3.7%	0.60 / 0.63 / -5.2%
tpcds_q63/datafusion:parquet	36147413 / 37113916 / -2.6%	58065552 / 59011631 / -1.6%	0.62 / 0.63 / -1.0%
tpcds_q64/datafusion:parquet	661767550 / 665177948 / -0.5%	747789099 / 730407973 / +2.4%	0.88 / 0.91 / -2.8%
tpcds_q65/datafusion:parquet	102731593 / 102433006 / +0.3%	134301458 / 135909758 / -1.2%	0.76 / 0.75 / +1.5%
tpcds_q66/datafusion:parquet	77238294 / 75430672 / +2.4%	102161551 / 100699574 / +1.5%	0.76 / 0.75 / +0.9%
tpcds_q67/datafusion:parquet	429868612 / 432250701 / -0.6%	511802288 / 497319408 / +2.9%	0.84 / 0.87 / -3.4%
tpcds_q68/datafusion:parquet	107681138 / 108807174 / -1.0%	159424793 / 152510432 / +4.5%	0.68 / 0.71 / -5.3%
tpcds_q69/datafusion:parquet	58730896 / 63114425 / -6.9%	87311485 / 82528330 / +5.8%	0.67 / 0.76 / -12.0%
tpcds_q70/datafusion:parquet	212929542 / 212366031 / +0.3%	245101260 / 243604712 / +0.6%	0.87 / 0.87 / -0.3%
tpcds_q71/datafusion:parquet	36422372 / 38092440 / -4.4%	62012502 / 63256325 / -2.0%	0.59 / 0.60 / -2.5%
tpcds_q72/datafusion:parquet	1766681919 / 1742177002 / +1.4%	1813649927 / 1814091911 / -0.0%	0.97 / 0.96 / +1.4%
tpcds_q73/datafusion:parquet	64759180 / 63371411 / +2.2%	84672343 / 84148263 / +0.6%	0.76 / 0.75 / +1.6%
tpcds_q74/datafusion:parquet	293401025 / 293656254 / -0.1%	331061587 / 319622384 / +3.6%	0.89 / 0.92 / -3.5%
tpcds_q75/datafusion:parquet	196288445 / 196057900 / +0.1%	235761895 / 236618530 / -0.4%	0.83 / 0.83 / +0.5%
tpcds_q76/datafusion:parquet	50490236 / 50425142 / +0.1%	80371559 / 79819285 / +0.7%	0.63 / 0.63 / -0.6%
tpcds_q77/datafusion:parquet	72159976 / 72301754 / -0.2%	103700156 / 103409963 / +0.3%	0.70 / 0.70 / -0.5%
tpcds_q78/datafusion:parquet	211289030 / 209493442 / +0.9%	279063390 / 266922507 / +4.5%	0.76 / 0.78 / -3.5%
tpcds_q79/datafusion:parquet	78778710 / 77443161 / +1.7%	112256038 / 111775710 / +0.4%	0.70 / 0.69 / +1.3%
tpcds_q80/datafusion:parquet	144686444 / 144503946 / +0.1%	186981329 / 192216581 / -2.7%	0.77 / 0.75 / +2.9%
tpcds_q81/datafusion:parquet	109238143 / 106333185 / +2.7%	132546952 / 132800070 / -0.2%	0.82 / 0.80 / +2.9%
tpcds_q82/datafusion:parquet	54406401 / 53977774 / +0.8%	67680783 / 71607449 / -5.5%	0.80 / 0.75 / +6.6%
tpcds_q83/datafusion:parquet	67655096 / 66298842 / +2.0%	83815047 / 84435444 / -0.7%	0.81 / 0.79 / +2.8%
tpcds_q84/datafusion:parquet	35394982 / 35742750 / -1.0%	49081952 / 49263496 / -0.4%	0.72 / 0.73 / -0.6%
tpcds_q85/datafusion:parquet	104411900 / 103070485 / +1.3%	131282881 / 131123967 / +0.1%	0.80 / 0.79 / +1.2%
tpcds_q86/datafusion:parquet	22059890 / 22436760 / -1.7%	39815277 / 38784273 / +2.7%	0.55 / 0.58 / -4.2%
tpcds_q87/datafusion:parquet	121496392 / 120499232 / +0.8%	143590054 / 141332266 / +1.6%	0.85 / 0.85 / -0.8%
tpcds_q88/datafusion:parquet	85461796 / 84561665 / +1.1%	109769038 / 107508639 / +2.1%	0.78 / 0.79 / -1.0%
tpcds_q89/datafusion:parquet	38915842 / 39496004 / -1.5%	64112002 / 62334871 / +2.9%	0.61 / 0.63 / -4.2%
tpcds_q90/datafusion:parquet	17755467 / 17393990 / +2.1%	32023229 / 30214220 / +6.0%	0.55 / 0.58 / -3.7%
tpcds_q91/datafusion:parquet	42582684 / 42590936 / -0.0%	57225827 / 57755609 / -0.9%	0.74 / 0.74 / +0.9%
tpcds_q92/datafusion:parquet	27898889 / 28789643 / -3.1%	47205813 / 46759505 / +1.0%	0.59 / 0.62 / -4.0%
tpcds_q93/datafusion:parquet	63566794 / 62259186 / +2.1%	87154866 / 91513510 / -4.8%	0.73 / 0.68 / +7.2%
tpcds_q94/datafusion:parquet	38389756 / 38399588 / -0.0%	57453717 / 56853395 / +1.1%	0.67 / 0.68 / -1.1%
tpcds_q95/datafusion:parquet	127447049 / 125127494 / +1.9%	154338973 / 152170307 / +1.4%	0.83 / 0.82 / +0.4%
tpcds_q96/datafusion:parquet	21177670 / 21551494 / -1.7%	36335676 / 37486344 / -3.1%	0.58 / 0.57 / +1.4%
tpcds_q97/datafusion:parquet	55048285 / 55529435 / -0.9%	86693127 / 78742438 / +10.1% 🔴	0.63 / 0.71 / -10.0%
tpcds_q98/datafusion:parquet	61903320 / 61361914 / +0.9%	82868400 / 85723274 / -3.3%	0.75 / 0.72 / +4.4%
tpcds_q99/datafusion:parquet	42658854 / 42604324 / +0.1%	56829216 / 56908149 / -0.1%	0.75 / 0.75 / +0.3%

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

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:vortex-file-compressed	33315952 / 32763675 / +1.7%	43652622 / 44558273 / -2.0%	0.76 / 0.74 / +3.8%
tpcds_q02/duckdb:vortex-file-compressed	29972814 / 30374604 / -1.3%	42001100 / 44907404 / -6.5%	0.71 / 0.68 / +5.5%
tpcds_q03/duckdb:vortex-file-compressed	13838548 / 13633820 / +1.5%	29488915 / 28698242 / +2.8%	0.47 / 0.48 / -1.2%
tpcds_q04/duckdb:vortex-file-compressed	127324050 / 129476176 / -1.7%	157616401 / 154922833 / +1.7%	0.81 / 0.84 / -3.3%
tpcds_q05/duckdb:vortex-file-compressed	54625855 / 54440849 / +0.3%	78910886 / 77315332 / +2.1%	0.69 / 0.70 / -1.7%
tpcds_q06/duckdb:vortex-file-compressed	58915035 / 58862882 / +0.1%	77506987 / 78125689 / -0.8%	0.76 / 0.75 / +0.9%
tpcds_q07/duckdb:vortex-file-compressed	30859428 / 30799532 / +0.2%	55999846 / 54567910 / +2.6%	0.55 / 0.56 / -2.4%
tpcds_q08/duckdb:vortex-file-compressed	31154548 / 30902362 / +0.8%	46849437 / 47089342 / -0.5%	0.66 / 0.66 / +1.3%
tpcds_q09/duckdb:vortex-file-compressed	57044704 / 56307219 / +1.3%	77685572 / 77386697 / +0.4%	0.73 / 0.73 / +0.9%
tpcds_q10/duckdb:vortex-file-compressed	39532528 / 38690641 / +2.2%	57073829 / 56640742 / +0.8%	0.69 / 0.68 / +1.4%
tpcds_q11/duckdb:vortex-file-compressed	95674639 / 95487010 / +0.2%	113743208 / 112989411 / +0.7%	0.84 / 0.85 / -0.5%
tpcds_q12/duckdb:vortex-file-compressed	17176992 / 17148132 / +0.2%	29535273 / 30360974 / -2.7%	0.58 / 0.56 / +3.0%
tpcds_q13/duckdb:vortex-file-compressed	41193505 / 40079477 / +2.8%	72518476 / 75080354 / -3.4%	0.57 / 0.53 / +6.4%
tpcds_q14/duckdb:vortex-file-compressed	120162626 / 122643171 / -2.0%	139565114 / 139635966 / -0.1%	0.86 / 0.88 / -2.0%
tpcds_q15/duckdb:vortex-file-compressed	60921162 / 60556696 / +0.6%	70569443 / 73276052 / -3.7%	0.86 / 0.83 / +4.5%
tpcds_q16/duckdb:vortex-file-compressed	34509046 / 34363846 / +0.4%	52966753 / 52445315 / +1.0%	0.65 / 0.66 / -0.6%
tpcds_q17/duckdb:vortex-file-compressed	58882581 / 58137380 / +1.3%	81212620 / 81079356 / +0.2%	0.73 / 0.72 / +1.1%
tpcds_q18/duckdb:vortex-file-compressed	83367268 / 83094493 / +0.3%	104246492 / 103122587 / +1.1%	0.80 / 0.81 / -0.8%
tpcds_q19/duckdb:vortex-file-compressed	45334813 / 45427502 / -0.2%	62391934 / 62595331 / -0.3%	0.73 / 0.73 / +0.1%
tpcds_q20/duckdb:vortex-file-compressed	22119864 / 22006184 / +0.5%	36121545 / 36906718 / -2.1%	0.61 / 0.60 / +2.7%
tpcds_q21/duckdb:vortex-file-compressed	28354640 / 28293348 / +0.2%	61343291 / 60029278 / +2.2%	0.46 / 0.47 / -1.9%
tpcds_q22/duckdb:vortex-file-compressed	161676780 / 165899288 / -2.5%	171729321 / 176791722 / -2.9%	0.94 / 0.94 / +0.3%
tpcds_q23/duckdb:vortex-file-compressed	178554587 / 182310708 / -2.1%	197419481 / 196529307 / +0.5%	0.90 / 0.93 / -2.5%
tpcds_q24/duckdb:vortex-file-compressed	52708726 / 52660262 / +0.1%	73856041 / 78858307 / -6.3%	0.71 / 0.67 / +6.9%
tpcds_q25/duckdb:vortex-file-compressed	54023044 / 54027358 / -0.0%	79716790 / 78713086 / +1.3%	0.68 / 0.69 / -1.3%
tpcds_q26/duckdb:vortex-file-compressed	26922512 / 26462774 / +1.7%	41895054 / 43499143 / -3.7%	0.64 / 0.61 / +5.6%
tpcds_q27/duckdb:vortex-file-compressed	32155398 / 31846126 / +1.0%	53673456 / 52686770 / +1.9%	0.60 / 0.60 / -0.9%
tpcds_q28/duckdb:vortex-file-compressed	46000041 / 45091776 / +2.0%	66714072 / 67356868 / -1.0%	0.69 / 0.67 / +3.0%
tpcds_q29/duckdb:vortex-file-compressed	53236874 / 53041025 / +0.4%	72814434 / 75283227 / -3.3%	0.73 / 0.70 / +3.8%
tpcds_q30/duckdb:vortex-file-compressed	39065615 / 37938584 / +3.0%	51233584 / 49468422 / +3.6%	0.76 / 0.77 / -0.6%
tpcds_q31/duckdb:vortex-file-compressed	37993902 / 36859340 / +3.1%	54588979 / 53612859 / +1.8%	0.70 / 0.69 / +1.2%
tpcds_q32/duckdb:vortex-file-compressed	14250066 / 13819659 / +3.1%	29186889 / 28481156 / +2.5%	0.49 / 0.49 / +0.6%
tpcds_q33/duckdb:vortex-file-compressed	34714744 / 33773584 / +2.8%	57859159 / 58479664 / -1.1%	0.60 / 0.58 / +3.9%
tpcds_q34/duckdb:vortex-file-compressed	22891032 / 22674972 / +1.0%	39860860 / 37521700 / +6.2%	0.57 / 0.60 / -5.0%
tpcds_q35/duckdb:vortex-file-compressed	67355096 / 67663247 / -0.5%	87787045 / 88547962 / -0.9%	0.77 / 0.76 / +0.4%
tpcds_q36/duckdb:vortex-file-compressed	28852336 / 29338673 / -1.7%	47427536 / 49925509 / -5.0%	0.61 / 0.59 / +3.5%
tpcds_q37/duckdb:vortex-file-compressed	26468000 / 26388705 / +0.3%	74319267 / 72910227 / +1.9%	0.36 / 0.36 / -1.6%
tpcds_q38/duckdb:vortex-file-compressed	61967360 / 59506108 / +4.1%	73636524 / 73786319 / -0.2%	0.84 / 0.81 / +4.3%
tpcds_q39/duckdb:vortex-file-compressed	54526618 / 54747094 / -0.4%	84417658 / 86734103 / -2.7%	0.65 / 0.63 / +2.3%
tpcds_q40/duckdb:vortex-file-compressed	19058360 / 19222596 / -0.9%	34616691 / 35672258 / -3.0%	0.55 / 0.54 / +2.2%
tpcds_q41/duckdb:vortex-file-compressed	20976545 / 20582048 / +1.9%	28335957 / 27464645 / +3.2%	0.74 / 0.75 / -1.2%
tpcds_q42/duckdb:vortex-file-compressed	14868227 / 14545142 / +2.2%	30256878 / 30445715 / -0.6%	0.49 / 0.48 / +2.9%
tpcds_q43/duckdb:vortex-file-compressed	18757236 / 19269486 / -2.7%	32834967 / 32726433 / +0.3%	0.57 / 0.59 / -3.0%
tpcds_q44/duckdb:vortex-file-compressed	28167894 / 28278198 / -0.4%	48628056 / 48604354 / +0.0%	0.58 / 0.58 / -0.4%
tpcds_q45/duckdb:vortex-file-compressed	46887508 / 47012160 / -0.3%	58259184 / 59240590 / -1.7%	0.80 / 0.79 / +1.4%
tpcds_q46/duckdb:vortex-file-compressed	50999572 / 51638727 / -1.2%	75564083 / 75711003 / -0.2%	0.67 / 0.68 / -1.0%
tpcds_q47/duckdb:vortex-file-compressed	81193020 / 81573704 / -0.5%	94597587 / 97959992 / -3.4%	0.86 / 0.83 / +3.1%
tpcds_q48/duckdb:vortex-file-compressed	55987122 / 55404230 / +1.1%	79993306 / 80013672 / -0.0%	0.70 / 0.69 / +1.1%
tpcds_q49/duckdb:vortex-file-compressed	40713510 / 42079176 / -3.2%	79035918 / 83400144 / -5.2%	0.52 / 0.50 / +2.1%
tpcds_q50/duckdb:vortex-file-compressed	35687323 / 35422470 / +0.7%	57770305 / 56730822 / +1.8%	0.62 / 0.62 / -1.1%
tpcds_q51/duckdb:vortex-file-compressed	205097431 / 205105908 / -0.0%	218301019 / 219961973 / -0.8%	0.94 / 0.93 / +0.8%
tpcds_q52/duckdb:vortex-file-compressed	14639264 / 14853958 / -1.4%	30583019 / 31305660 / -2.3%	0.48 / 0.47 / +0.9%
tpcds_q53/duckdb:vortex-file-compressed	21993106 / 22020448 / -0.1%	37845944 / 39682594 / -4.6%	0.58 / 0.55 / +4.7%
tpcds_q54/duckdb:vortex-file-compressed	44340914 / 44824882 / -1.1%	65119590 / 64255363 / +1.3%	0.68 / 0.70 / -2.4%
tpcds_q55/duckdb:vortex-file-compressed	14389766 / 14126330 / +1.9%	29708437 / 31899858 / -6.9%	0.48 / 0.44 / +9.4%
tpcds_q56/duckdb:vortex-file-compressed	32542251 / 32378177 / +0.5%	58005060 / 58009966 / -0.0%	0.56 / 0.56 / +0.5%
tpcds_q57/duckdb:vortex-file-compressed	69286221 / 68176666 / +1.6%	76658538 / 77042219 / -0.5%	0.90 / 0.88 / +2.1%
tpcds_q58/duckdb:vortex-file-compressed	37701860 / 37984702 / -0.7%	57691169 / 57264455 / +0.7%	0.65 / 0.66 / -1.5%
tpcds_q59/duckdb:vortex-file-compressed	53024102 / 52712381 / +0.6%	64048410 / 66075278 / -3.1%	0.83 / 0.80 / +3.8%
tpcds_q60/duckdb:vortex-file-compressed	35008244 / 35003312 / +0.0%	59808447 / 59392361 / +0.7%	0.59 / 0.59 / -0.7%
tpcds_q61/duckdb:vortex-file-compressed	33306734 / 33916333 / -1.8%	53961350 / 55329788 / -2.5%	0.62 / 0.61 / +0.7%
tpcds_q62/duckdb:vortex-file-compressed	15285768 / 14720416 / +3.8%	25900681 / 26745249 / -3.2%	0.59 / 0.55 / +7.2%
tpcds_q63/duckdb:vortex-file-compressed	21676446 / 21488832 / +0.9%	37970980 / 37743562 / +0.6%	0.57 / 0.57 / +0.3%
tpcds_q64/duckdb:vortex-file-compressed	119800676 / 120295926 / -0.4%	161423514 / 161903971 / -0.3%	0.74 / 0.74 / -0.1%
tpcds_q65/duckdb:vortex-file-compressed	48939936 / 48698234 / +0.5%	67857371 / 60602025 / +12.0% 🔴	0.72 / 0.80 / -10.2%
tpcds_q66/duckdb:vortex-file-compressed	40939536 / 42479470 / -3.6%	57697563 / 58220450 / -0.9%	0.71 / 0.73 / -2.8%
tpcds_q67/duckdb:vortex-file-compressed	275418476 / 276718126 / -0.5%	289820453 / 285125733 / +1.6%	0.95 / 0.97 / -2.1%
tpcds_q68/duckdb:vortex-file-compressed	44198087 / 44532540 / -0.8%	73232013 / 75221702 / -2.6%	0.60 / 0.59 / +1.9%
tpcds_q69/duckdb:vortex-file-compressed	39219393 / 39298346 / -0.2%	61792735 / 58489112 / +5.6%	0.63 / 0.67 / -5.5%
tpcds_q70/duckdb:vortex-file-compressed	25603630 / 24960494 / +2.6%	43098684 / 41190953 / +4.6%	0.59 / 0.61 / -2.0%
tpcds_q71/duckdb:vortex-file-compressed	27174260 / 27850452 / -2.4%	53830300 / 50192610 / +7.2%	0.50 / 0.55 / -9.0%
tpcds_q72/duckdb:vortex-file-compressed	139087280 / 138299802 / +0.6%	159053430 / 159068445 / -0.0%	0.87 / 0.87 / +0.6%
tpcds_q73/duckdb:vortex-file-compressed	19948254 / 20332026 / -1.9%	35500472 / 35862922 / -1.0%	0.56 / 0.57 / -0.9%
tpcds_q74/duckdb:vortex-file-compressed	82041884 / 82857374 / -1.0%	96422291 / 99717434 / -3.3%	0.85 / 0.83 / +2.4%
tpcds_q75/duckdb:vortex-file-compressed	114353486 / 112897874 / +1.3%	139455868 / 142545476 / -2.2%	0.82 / 0.79 / +3.5%
tpcds_q76/duckdb:vortex-file-compressed	27758880 / 28110236 / -1.2%	56562847 / 59110965 / -4.3%	0.49 / 0.48 / +3.2%
tpcds_q77/duckdb:vortex-file-compressed	34730171 / 35627225 / -2.5%	59496189 / 59396052 / +0.2%	0.58 / 0.60 / -2.7%
tpcds_q78/duckdb:vortex-file-compressed	136178258 / 135514948 / +0.5%	159264484 / 163890288 / -2.8%	0.86 / 0.83 / +3.4%
tpcds_q79/duckdb:vortex-file-compressed	38883508 / 38517378 / +1.0%	61433733 / 60374872 / +1.8%	0.63 / 0.64 / -0.8%
tpcds_q80/duckdb:vortex-file-compressed	56247248 / 57597706 / -2.3%	89367707 / 88851224 / +0.6%	0.63 / 0.65 / -2.9%
tpcds_q81/duckdb:vortex-file-compressed	58316241 / 57866282 / +0.8%	69259568 / 70887714 / -2.3%	0.84 / 0.82 / +3.1%
tpcds_q82/duckdb:vortex-file-compressed	27209296 / 26968474 / +0.9%	75442050 / 75090606 / +0.5%	0.36 / 0.36 / +0.4%
tpcds_q83/duckdb:vortex-file-compressed	21573596 / 21501608 / +0.3%	32045333 / 32071122 / -0.1%	0.67 / 0.67 / +0.4%
tpcds_q84/duckdb:vortex-file-compressed	13776812 / 13787284 / -0.1%	23685053 / 23140512 / +2.4%	0.58 / 0.60 / -2.4%
tpcds_q85/duckdb:vortex-file-compressed	38041416 / 37793294 / +0.7%	54276385 / 56267871 / -3.5%	0.70 / 0.67 / +4.3%
tpcds_q86/duckdb:vortex-file-compressed	16704114 / 16578918 / +0.8%	29098321 / 28081501 / +3.6%	0.57 / 0.59 / -2.8%
tpcds_q87/duckdb:vortex-file-compressed	75675538 / 70943892 / +6.7%	90054443 / 86598277 / +4.0%	0.84 / 0.82 / +2.6%
tpcds_q88/duckdb:vortex-file-compressed	37598614 / 38427508 / -2.2%	47353107 / 48367045 / -2.1%	0.79 / 0.79 / -0.1%
tpcds_q89/duckdb:vortex-file-compressed	25765997 / 24490819 / +5.2%	40388990 / 41650877 / -3.0%	0.64 / 0.59 / +8.5%
tpcds_q90/duckdb:vortex-file-compressed	9822474 / 9706214 / +1.2%	20162338 / 19606861 / +2.8%	0.49 / 0.50 / -1.6%
tpcds_q91/duckdb:vortex-file-compressed	20240559 / 19605099 / +3.2%	29282474 / 30381798 / -3.6%	0.69 / 0.65 / +7.1%
tpcds_q92/duckdb:vortex-file-compressed	13300586 / 13486701 / -1.4%	25984155 / 26696668 / -2.7%	0.51 / 0.51 / +1.3%
tpcds_q93/duckdb:vortex-file-compressed	26341660 / 25811955 / +2.1%	52857545 / 52519765 / +0.6%	0.50 / 0.49 / +1.4%
tpcds_q94/duckdb:vortex-file-compressed	32696994 / 32863964 / -0.5%	46743466 / 48912485 / -4.4%	0.70 / 0.67 / +4.1%
tpcds_q95/duckdb:vortex-file-compressed	95057473 / 94209918 / +0.9%	113942760 / 110161336 / +3.4%	0.83 / 0.86 / -2.4%
tpcds_q96/duckdb:vortex-file-compressed	11688652 / 12017076 / -2.7%	23909782 / 23825271 / +0.4%	0.49 / 0.50 / -3.1%
tpcds_q97/duckdb:vortex-file-compressed	61106726 / 61274119 / -0.3%	81194027 / 81589685 / -0.5%	0.75 / 0.75 / +0.2%
tpcds_q98/duckdb:vortex-file-compressed	27503352 / 27455458 / +0.2%	44082590 / 43607112 / +1.1%	0.62 / 0.63 / -0.9%
tpcds_q99/duckdb:vortex-file-compressed	23783848 / 22940824 / +3.7%	36240646 / 34403470 / +5.3%	0.66 / 0.67 / -1.6%

duckdb / parquet / ns (0.997x ➖, 1↑ 0↓)

name	hot ns (PR / base / %diff)	cold ns (PR / base / %diff)	hot/cold (PR / base / %diff)
tpcds_q01/duckdb:parquet	41413616 / 42107320 / -1.6%	50046978 / 49801305 / +0.5%	0.83 / 0.85 / -2.1%
tpcds_q02/duckdb:parquet	40291569 / 38473446 / +4.7%	46763580 / 50051995 / -6.6%	0.86 / 0.77 / +12.1%
tpcds_q03/duckdb:parquet	26575621 / 25374601 / +4.7%	36225342 / 34786020 / +4.1%	0.73 / 0.73 / +0.6%
tpcds_q04/duckdb:parquet	203291460 / 203776006 / -0.2%	232621686 / 223178158 / +4.2%	0.87 / 0.91 / -4.3%
tpcds_q05/duckdb:parquet	69394490 / 68671545 / +1.1%	84357992 / 91391493 / -7.7%	0.82 / 0.75 / +9.5%
tpcds_q06/duckdb:parquet	74642776 / 74880981 / -0.3%	89280540 / 86509678 / +3.2%	0.84 / 0.87 / -3.4%
tpcds_q07/duckdb:parquet	59876932 / 61497243 / -2.6%	77845913 / 75386380 / +3.3%	0.77 / 0.82 / -5.7%
tpcds_q08/duckdb:parquet	37671480 / 38073824 / -1.1%	44840459 / 45005786 / -0.4%	0.84 / 0.85 / -0.7%
tpcds_q09/duckdb:parquet	84527291 / 86604062 / -2.4%	96761851 / 98228278 / -1.5%	0.87 / 0.88 / -0.9%
tpcds_q10/duckdb:parquet	52119229 / 52105206 / +0.0%	61871999 / 61214153 / +1.1%	0.84 / 0.85 / -1.0%
tpcds_q11/duckdb:parquet	157884644 / 156624549 / +0.8%	167946604 / 164617806 / +2.0%	0.94 / 0.95 / -1.2%
tpcds_q12/duckdb:parquet	40313185 / 41193346 / -2.1%	46837570 / 47464803 / -1.3%	0.86 / 0.87 / -0.8%
tpcds_q13/duckdb:parquet	68222212 / 70569292 / -3.3%	88807998 / 87638048 / +1.3%	0.77 / 0.81 / -4.6%
tpcds_q14/duckdb:parquet	187887660 / 184209804 / +2.0%	189443102 / 201867458 / -6.2%	0.99 / 0.91 / +8.7%
tpcds_q15/duckdb:parquet	60018337 / 60315334 / -0.5%	68615987 / 68515609 / +0.1%	0.87 / 0.88 / -0.6%
tpcds_q16/duckdb:parquet	37981271 / 37590666 / +1.0%	46269185 / 46641648 / -0.8%	0.82 / 0.81 / +1.9%
tpcds_q17/duckdb:parquet	82888384 / 82550304 / +0.4%	90877971 / 88071076 / +3.2%	0.91 / 0.94 / -2.7%
tpcds_q18/duckdb:parquet	87916092 / 87038720 / +1.0%	95597252 / 97142745 / -1.6%	0.92 / 0.90 / +2.6%
tpcds_q19/duckdb:parquet	48782020 / 47939996 / +1.8%	61112583 / 58743757 / +4.0%	0.80 / 0.82 / -2.2%
tpcds_q20/duckdb:parquet	42011035 / 41193608 / +2.0%	53107320 / 48748198 / +8.9%	0.79 / 0.85 / -6.4%
tpcds_q21/duckdb:parquet	23963652 / 24089445 / -0.5%	28080763 / 28587104 / -1.8%	0.85 / 0.84 / +1.3%
tpcds_q22/duckdb:parquet	161566414 / 162932925 / -0.8%	165345660 / 165444497 / -0.1%	0.98 / 0.98 / -0.8%
tpcds_q23/duckdb:parquet	184054446 / 185183488 / -0.6%	196898775 / 195666249 / +0.6%	0.93 / 0.95 / -1.2%
tpcds_q24/duckdb:parquet	72041250 / 70562584 / +2.1%	86367422 / 82213507 / +5.1%	0.83 / 0.86 / -2.8%
tpcds_q25/duckdb:parquet	50687744 / 51175827 / -1.0%	61532191 / 60281423 / +2.1%	0.82 / 0.85 / -3.0%
tpcds_q26/duckdb:parquet	43401756 / 45073797 / -3.7%	51843315 / 51415525 / +0.8%	0.84 / 0.88 / -4.5%
tpcds_q27/duckdb:parquet	57416872 / 58512208 / -1.9%	72789888 / 78906195 / -7.8%	0.79 / 0.74 / +6.4%
tpcds_q28/duckdb:parquet	93378518 / 94534962 / -1.2%	107918613 / 110864553 / -2.7%	0.87 / 0.85 / +1.5%
tpcds_q29/duckdb:parquet	83978274 / 83262603 / +0.9%	99098827 / 96410547 / +2.8%	0.85 / 0.86 / -1.9%
tpcds_q30/duckdb:parquet	72276528 / 71527880 / +1.0%	80922839 / 80479652 / +0.6%	0.89 / 0.89 / +0.5%
tpcds_q31/duckdb:parquet	99068890 / 99698538 / -0.6%	110750724 / 110603270 / +0.1%	0.89 / 0.90 / -0.8%
tpcds_q32/duckdb:parquet	18188954 / 18000702 / +1.0%	26418406 / 26351708 / +0.3%	0.69 / 0.68 / +0.8%
tpcds_q33/duckdb:parquet	62916469 / 60835333 / +3.4%	75251960 / 73938498 / +1.8%	0.84 / 0.82 / +1.6%
tpcds_q34/duckdb:parquet	32792954 / 32117610 / +2.1%	42385147 / 42745062 / -0.8%	0.77 / 0.75 / +3.0%
tpcds_q35/duckdb:parquet	76594382 / 77253368 / -0.9%	90274905 / 85625156 / +5.4%	0.85 / 0.90 / -6.0%
tpcds_q36/duckdb:parquet	97853596 / 98105296 / -0.3%	113229708 / 110022064 / +2.9%	0.86 / 0.89 / -3.1%
tpcds_q37/duckdb:parquet	41354784 / 40960938 / +1.0%	48086595 / 46381232 / +3.7%	0.86 / 0.88 / -2.6%
tpcds_q38/duckdb:parquet	75615022 / 77015046 / -1.8%	86525332 / 81838164 / +5.7%	0.87 / 0.94 / -7.1%
tpcds_q39/duckdb:parquet	61611142 / 61763795 / -0.2%	68058048 / 68058227 / -0.0%	0.91 / 0.91 / -0.2%
tpcds_q40/duckdb:parquet	27817216 / 27821937 / -0.0%	36130267 / 35803895 / +0.9%	0.77 / 0.78 / -0.9%
tpcds_q41/duckdb:parquet	20083413 / 20561818 / -2.3%	25619876 / 27395062 / -6.5%	0.78 / 0.75 / +4.4%
tpcds_q42/duckdb:parquet	26332292 / 26086220 / +0.9%	37719901 / 38382184 / -1.7%	0.70 / 0.68 / +2.7%
tpcds_q43/duckdb:parquet	28061294 / 25660125 / +9.4%	35695245 / 32910197 / +8.5%	0.79 / 0.78 / +0.8%
tpcds_q44/duckdb:parquet	60480873 / 61148362 / -1.1%	73690482 / 77726267 / -5.2%	0.82 / 0.79 / +4.3%
tpcds_q45/duckdb:parquet	60527896 / 61358140 / -1.4%	69342785 / 66022884 / +5.0%	0.87 / 0.93 / -6.1%
tpcds_q46/duckdb:parquet	72244062 / 72710300 / -0.6%	87630569 / 90964838 / -3.7%	0.82 / 0.80 / +3.1%
tpcds_q47/duckdb:parquet	89762168 / 91344571 / -1.7%	101575895 / 100936473 / +0.6%	0.88 / 0.90 / -2.4%
tpcds_q48/duckdb:parquet	65693762 / 67141800 / -2.2%	77100999 / 80417002 / -4.1%	0.85 / 0.83 / +2.1%
tpcds_q49/duckdb:parquet	68550207 / 70261256 / -2.4%	87057326 / 90664731 / -4.0%	0.79 / 0.77 / +1.6%
tpcds_q50/duckdb:parquet	42442060 / 40955138 / +3.6%	56655439 / 51608824 / +9.8%	0.75 / 0.79 / -5.6%
tpcds_q51/duckdb:parquet	217455756 / 215778743 / +0.8%	223987484 / 227232469 / -1.4%	0.97 / 0.95 / +2.2%
tpcds_q52/duckdb:parquet	27607238 / 26700966 / +3.4%	36464866 / 38966525 / -6.4%	0.76 / 0.69 / +10.5%
tpcds_q53/duckdb:parquet	35499727 / 35530483 / -0.1%	44720263 / 44803038 / -0.2%	0.79 / 0.79 / +0.1%
tpcds_q54/duckdb:parquet	54114704 / 55793969 / -3.0%	63336335 / 61818601 / +2.5%	0.85 / 0.90 / -5.3%
tpcds_q55/duckdb:parquet	26960464 / 26978701 / -0.1%	36784521 / 40376822 / -8.9%	0.73 / 0.67 / +9.7%
tpcds_q56/duckdb:parquet	67385407 / 69896778 / -3.6%	81270216 / 79718308 / +1.9%	0.83 / 0.88 / -5.4%
tpcds_q57/duckdb:parquet	68406686 / 69044456 / -0.9%	74918778 / 75031041 / -0.1%	0.91 / 0.92 / -0.8%
tpcds_q58/duckdb:parquet	55465310 / 56775072 / -2.3%	63238915 / 68291301 / -7.4%	0.88 / 0.83 / +5.5%
tpcds_q59/duckdb:parquet	60500877 / 61205984 / -1.2%	68523958 / 67358087 / +1.7%	0.88 / 0.91 / -2.8%
tpcds_q60/duckdb:parquet	82056106 / 82093132 / -0.0%	92911826 / 95254488 / -2.5%	0.88 / 0.86 / +2.5%
tpcds_q61/duckdb:parquet	78885384 / 79950782 / -1.3%	95556505 / 93598252 / +2.1%	0.83 / 0.85 / -3.4%
tpcds_q62/duckdb:parquet	20109946 / 20071938 / +0.2%	24936095 / 28516764 / -12.6% 🟢	0.81 / 0.70 / +14.6%
tpcds_q63/duckdb:parquet	34587194 / 33969782 / +1.8%	44168435 / 46372818 / -4.8%	0.78 / 0.73 / +6.9%
tpcds_q64/duckdb:parquet	137306886 / 136186962 / +0.8%	152149765 / 150552035 / +1.1%	0.90 / 0.90 / -0.2%
tpcds_q65/duckdb:parquet	87106622 / 97587200 / -10.7% 🟢	94225681 / 105716016 / -10.9% 🟢	0.92 / 0.92 / +0.1%
tpcds_q66/duckdb:parquet	45414564 / 46631144 / -2.6%	54164177 / 52327683 / +3.5%	0.84 / 0.89 / -5.9%
tpcds_q67/duckdb:parquet	292376764 / 296229361 / -1.3%	296092128 / 297866250 / -0.6%	0.99 / 0.99 / -0.7%
tpcds_q68/duckdb:parquet	61871448 / 63007356 / -1.8%	76326672 / 80804289 / -5.5%	0.81 / 0.78 / +4.0%
tpcds_q69/duckdb:parquet	66197209 / 66481025 / -0.4%	76287001 / 76586517 / -0.4%	0.87 / 0.87 / -0.0%
tpcds_q70/duckdb:parquet	43937658 / 41730980 / +5.3%	53925401 / 52871302 / +2.0%	0.81 / 0.79 / +3.2%
tpcds_q71/duckdb:parquet	41349490 / 40842653 / +1.2%	53503264 / 55272950 / -3.2%	0.77 / 0.74 / +4.6%
tpcds_q72/duckdb:parquet	172391032 / 173318047 / -0.5%	186481311 / 185115785 / +0.7%	0.92 / 0.94 / -1.3%
tpcds_q73/duckdb:parquet	27072929 / 28175492 / -3.9%	40261883 / 37944437 / +6.1%	0.67 / 0.74 / -9.4%
tpcds_q74/duckdb:parquet	214310438 / 214315450 / -0.0%	223173042 / 224104981 / -0.4%	0.96 / 0.96 / +0.4%
tpcds_q75/duckdb:parquet	132360803 / 133873844 / -1.1%	147944506 / 147391021 / +0.4%	0.89 / 0.91 / -1.5%
tpcds_q76/duckdb:parquet	52243325 / 49860330 / +4.8%	65310471 / 66794996 / -2.2%	0.80 / 0.75 / +7.2%
tpcds_q77/duckdb:parquet	53804836 / 54329876 / -1.0%	68542757 / 72039575 / -4.9%	0.78 / 0.75 / +4.1%
tpcds_q78/duckdb:parquet	146443316 / 161136406 / -9.1%	173132192 / 162699446 / +6.4%	0.85 / 0.99 / -14.6%
tpcds_q79/duckdb:parquet	50951232 / 53736142 / -5.2%	65452190 / 62778978 / +4.3%	0.78 / 0.86 / -9.1%
tpcds_q80/duckdb:parquet	82403558 / 83467247 / -1.3%	102290074 / 103216507 / -0.9%	0.81 / 0.81 / -0.4%
tpcds_q81/duckdb:parquet	96283714 / 97939283 / -1.7%	106278755 / 106745290 / -0.4%	0.91 / 0.92 / -1.3%
tpcds_q82/duckdb:parquet	46391191 / 46175784 / +0.5%	53737571 / 52731239 / +1.9%	0.86 / 0.88 / -1.4%
tpcds_q83/duckdb:parquet	27747432 / 28064296 / -1.1%	32863633 / 32970041 / -0.3%	0.84 / 0.85 / -0.8%
tpcds_q84/duckdb:parquet	22613722 / 22703744 / -0.4%	29265876 / 29355892 / -0.3%	0.77 / 0.77 / -0.1%
tpcds_q85/duckdb:parquet	51408662 / 50646763 / +1.5%	63568985 / 60613657 / +4.9%	0.81 / 0.84 / -3.2%
tpcds_q86/duckdb:parquet	24933736 / 25352732 / -1.7%	30649667 / 32314430 / -5.2%	0.81 / 0.78 / +3.7%
tpcds_q87/duckdb:parquet	87374202 / 87014720 / +0.4%	93392946 / 92592880 / +0.9%	0.94 / 0.94 / -0.4%
tpcds_q88/duckdb:parquet	103465905 / 103651716 / -0.2%	112633549 / 112442634 / +0.2%	0.92 / 0.92 / -0.3%
tpcds_q89/duckdb:parquet	37501812 / 37786070 / -0.8%	49468468 / 45715650 / +8.2%	0.76 / 0.83 / -8.3%
tpcds_q90/duckdb:parquet	16171469 / 14814988 / +9.2%	19579889 / 19570806 / +0.0%	0.83 / 0.76 / +9.1%
tpcds_q91/duckdb:parquet	25817058 / 25654269 / +0.6%	33617710 / 32645256 / +3.0%	0.77 / 0.79 / -2.3%
tpcds_q92/duckdb:parquet	22200528 / 23659090 / -6.2%	31114035 / 30675528 / +1.4%	0.71 / 0.77 / -7.5%
tpcds_q93/duckdb:parquet	37280529 / 37218976 / +0.2%	47073614 / 47791896 / -1.5%	0.79 / 0.78 / +1.7%
tpcds_q94/duckdb:parquet	38751454 / 38380801 / +1.0%	45860768 / 44098714 / +4.0%	0.84 / 0.87 / -2.9%
tpcds_q95/duckdb:parquet	79029688 / 81008108 / -2.4%	102407000 / 86466296 / +18.4% 🔴	0.77 / 0.94 / -17.6%
tpcds_q96/duckdb:parquet	17619066 / 17504137 / +0.7%	22707953 / 22191736 / +2.3%	0.78 / 0.79 / -1.6%
tpcds_q97/duckdb:parquet	72342196 / 73535938 / -1.6%	84766394 / 82740110 / +2.4%	0.85 / 0.89 / -4.0%
tpcds_q98/duckdb:parquet	54588986 / 55310249 / -1.3%	67069891 / 69590967 / -3.6%	0.81 / 0.79 / +2.4%
tpcds_q99/duckdb:parquet	25333227 / 23951534 / +5.8%	32437838 / 33072452 / -1.9%	0.78 / 0.72 / +7.8%

`ArrayOptimizer::optimize` uses only the static rules of the encodings, so it misses the kernels that a session registers. This PR deprecates it, and array constructors no longer optimize the arrays they build. ## Changes - `optimize_ctx` and `optimize_recursive` take `&impl AsOptimizerKernels`, which is a `VortexSession` or an `ExecutionCtx` created from one. Existing `optimize_ctx(&session)` callers compile without changes. - Constructors such as `slice`, `filter`, `take`, `cast`, `fill_null`, `get_item` and `apply` return lazy arrays. Execution optimizes each node it reaches (#11090). Callers that read the encoding of an array directly now optimize it with their session first: scan tasks, plan v2 operators, the dict layout writer, the FFI scan and CUDA dispatch. - The default `append_to_builder` optimizes the array first. It then appends through the encoding the array reduces to, so a lazy slice of a constant appends as a constant. - Tests now call `optimize_ctx(&SESSION)` instead of `optimize()`. ## API Changes - `ArrayOptimizer::optimize` is deprecated. Use `optimize_ctx` with the session or an `ExecutionCtx`. - `ArrayOptimizer::optimize_ctx` and `optimize_recursive` are generic over `AsOptimizerKernels`. - `ArrayRef::slice`, `filter`, `take` and the `ArrayBuiltins` methods no longer return an optimized array. --------- Signed-off-by: Robert Kruszewski <[email protected]>

robert3005 added this pull request to stack #11093 November 2, 2026 12:06

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Record whether an array has been optimized #11089

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Deprecate the session-less optimize and keep constructors lazy #11091

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Register parent-reduce rules with the session kernels #11092

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Exclude remaining noisy CodSpeed cases from CI #11176

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Comment thread vortex-array/src/optimizer/mod.rs Resolved

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robert3005 changed the title ~~Optimize arrays bottom up and as execution reaches them~~ Optimize arrays top down as execution reaches them, and retry a parent when its children change Nov 4, 2026

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Tracking Issue: Fix Extension Types #11114

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Optimize arrays top down as execution reaches them, and retry a parent when its children change - #11090

Optimize arrays top down as execution reaches them, and retry a parent when its children change#11090
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Merging this PR will degrade performance by 17.68%

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Benchmarks: PolarSignals Profiling 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: FineWeb NVMe 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: TPC-H SF=1 on NVME 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: TPC-H SF=10 on NVME 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: Clickbench on NVME 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: TPC-DS SF=1 on NVME 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: TPC-H SF=1 on S3 📖

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github-actions Bot commented Nov 4, 2026

Benchmarks: TPC-DS SF=10 on NVME 📖

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robert3005 commented Nov 2, 2026 •

edited

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codspeed Bot commented Nov 2, 2026 •

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github-actions Bot commented Nov 4, 2026 •

edited

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