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AdamGS wants to merge 6 commits into from
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[DNM] bench datafusion 48 fix #3567

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@AdamGS AdamGS commented Jun 18, 2025 •
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Just running benchmarks to verify the datafusion change

@AdamGS AdamGS changed the base branch from develop to os/df48 June 18, 2025 20:47
@AdamGS AdamGS force-pushed the adamg/df48-debug branch from 5b5ce1b to 88702d0 Compare June 18, 2025 20:47
@github-actions github-actions bot added the fix label Jun 18, 2025
onursatici and others added 4 commits June 18, 2025 21:48
@onursatici @AdamGS
datafusion 48
a61d5f7 
Signed-off-by: Onur Satici <[email protected]>
@onursatici @AdamGS
test
097e5e9 
Signed-off-by: Onur Satici <[email protected]>
@onursatici @AdamGS
bump deps
4ca8044 
Signed-off-by: Onur Satici <[email protected]>
@AdamGS
git dep
46fd177 
Signed-off-by: Adam Gutglick <[email protected]>
@AdamGS AdamGS force-pushed the adamg/df48-debug branch from 88702d0 to 46fd177 Compare June 18, 2025 20:48
@AdamGS AdamGS changed the base branch from os/df48 to develop June 18, 2025 20:48
@AdamGS AdamGS added the do not merge Pull requests that are not intended to merge label Jun 18, 2025
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github-actions bot commented Jun 18, 2025 •
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Benchmarks: TPC-H on NVME

Table of Results
name PR ffe23ac base ad5637a ratio (PR/base) unit
tpch_q01/DataFusion:arrow 61465853 6.33511e+07 0.970242 ns
tpch_q02/DataFusion:arrow 19127446 1.67442e+07 1.14234 ns
tpch_q03/DataFusion:arrow 22781048 2.32558e+07 0.979586 ns
tpch_q04/DataFusion:arrow 18785613 1.96248e+07 0.957238 ns
tpch_q05/DataFusion:arrow 32331874 3.2774e+07 0.986509 ns
tpch_q06/DataFusion:arrow 7053818 6.17758e+06 1.14184 ns
tpch_q07/DataFusion:arrow 53540155 5.38796e+07 0.9937 ns
tpch_q08/DataFusion:arrow 18733460 1.91588e+07 0.977797 ns
tpch_q09/DataFusion:arrow 33952941 3.41353e+07 0.994658 ns
tpch_q10/DataFusion:arrow 31417736 3.14122e+07 1.00018 ns
tpch_q11/DataFusion:arrow 7851212 8.2045e+06 0.95694 ns
tpch_q12/DataFusion:arrow 22109799 1.83114e+07 1.20743 ns
tpch_q13/DataFusion:arrow 14940446 1.46061e+07 1.02289 ns
tpch_q14/DataFusion:arrow 7570636 8.05164e+06 0.940261 ns
tpch_q15/DataFusion:arrow 14802044 1.80113e+07 0.821819 ns
tpch_q16/DataFusion:arrow 16968133 1.4824e+07 1.14464 ns
tpch_q17/DataFusion:arrow 49003595 4.65471e+07 1.05278 ns
tpch_q18/DataFusion:arrow 107731521 1.06051e+08 1.01585 ns
tpch_q19/DataFusion:arrow 15641727 1.73077e+07 0.903746 ns
tpch_q20/DataFusion:arrow 20344132 2.47912e+07 0.820619 ns
tpch_q21/DataFusion:arrow 80100590 8.32468e+07 0.962206 ns
tpch_q22/DataFusion:arrow 9867138 1.07287e+07 0.919695 ns
tpch_q01/DataFusion:parquet 79843690 8.04499e+07 0.992465 ns
tpch_q02/DataFusion:parquet 42858588 4.2082e+07 1.01845 ns
tpch_q03/DataFusion:parquet 35853148 3.63689e+07 0.985819 ns
tpch_q04/DataFusion:parquet 27136233 2.50602e+07 1.08284 ns
tpch_q05/DataFusion:parquet 57601849 5.74058e+07 1.00342 ns
tpch_q06/DataFusion:parquet 17140599 1.41402e+07 1.21219 ns
tpch_q07/DataFusion:parquet 75351007 7.4821e+07 1.00708 ns
tpch_q08/DataFusion:parquet 50066172 5.19501e+07 0.963736 ns
tpch_q09/DataFusion:parquet 63690276 7.47204e+07 0.852382 ns
tpch_q10/DataFusion:parquet 75999310 7.26507e+07 1.04609 ns
tpch_q11/DataFusion:parquet 29405709 3.00941e+07 0.977126 ns
tpch_q12/DataFusion:parquet 32960807 2.89424e+07 1.13884 ns
tpch_q13/DataFusion:parquet 45635501 4.39283e+07 1.03886 ns
tpch_q14/DataFusion:parquet 22308739 2.29312e+07 0.972856 ns
tpch_q15/DataFusion:parquet 39847098 3.90314e+07 1.0209 ns
tpch_q16/DataFusion:parquet 27189395 2.76927e+07 0.981824 ns
tpch_q17/DataFusion:parquet 78753094 7.23356e+07 1.08872 ns
tpch_q18/DataFusion:parquet 103539681 1.04329e+08 0.992435 ns
tpch_q19/DataFusion:parquet 40684613 3.95649e+07 1.0283 ns
tpch_q20/DataFusion:parquet 45962969 5.09651e+07 0.901852 ns
tpch_q21/DataFusion:parquet 94859670 9.74224e+07 0.973695 ns
tpch_q22/DataFusion:parquet 50258484 5.04853e+07 0.995507 ns
tpch_q01/DataFusion:vortex-file-compressed 53347776 5.27058e+07 1.01218 ns
tpch_q02/DataFusion:vortex-file-compressed 31633019 3.95018e+07 0.800799 ns
tpch_q03/DataFusion:vortex-file-compressed 22445526 2.81171e+07 0.798286 ns
tpch_q04/DataFusion:vortex-file-compressed 16490102 1.53204e+07 1.07635 ns
tpch_q05/DataFusion:vortex-file-compressed 48600564 4.79768e+07 1.013 ns
tpch_q06/DataFusion:vortex-file-compressed 7307220 6.75758e+06 1.08134 ns
tpch_q07/DataFusion:vortex-file-compressed 72736855 6.21491e+07 1.17036 ns
tpch_q08/DataFusion:vortex-file-compressed 40461118 5.16931e+07 0.782718 ns
tpch_q09/DataFusion:vortex-file-compressed 59833928 8.06645e+07 0.741763 ns
tpch_q10/DataFusion:vortex-file-compressed 39315016 3.4308e+07 1.14594 ns
tpch_q11/DataFusion:vortex-file-compressed 19415945 2.50372e+07 0.775485 ns
tpch_q12/DataFusion:vortex-file-compressed 18026117 1.60431e+07 1.12361 ns
tpch_q13/DataFusion:vortex-file-compressed 19014376 1.84151e+07 1.03254 ns
tpch_q14/DataFusion:vortex-file-compressed 11448233 1.00506e+07 1.13906 ns
tpch_q15/DataFusion:vortex-file-compressed 18243023 1.66287e+07 1.09708 ns
tpch_q16/DataFusion:vortex-file-compressed 21759850 2.29655e+07 0.947503 ns
tpch_q17/DataFusion:vortex-file-compressed 60419654 7.64949e+07 0.789852 ns
tpch_q18/DataFusion:vortex-file-compressed 94038741 9.29382e+07 1.01184 ns
tpch_q19/DataFusion:vortex-file-compressed 15442325 2.03394e+07 0.759231 ns
tpch_q20/DataFusion:vortex-file-compressed 27637489 3.00517e+07 0.919663 ns
tpch_q21/DataFusion:vortex-file-compressed 73195958 8.69946e+07 0.841385 ns
tpch_q22/DataFusion:vortex-file-compressed 12468306 1.28557e+07 0.969864 ns
tpch_q01/DuckDB:parquet 36000000 3.5e+07 1.02857 ns
tpch_q02/DuckDB:parquet 26000000 2.6e+07 1 ns
tpch_q03/DuckDB:parquet 37000000 3.7e+07 1 ns
tpch_q04/DuckDB:parquet 26000000 2.6e+07 1 ns
tpch_q05/DuckDB:parquet 37000000 3.6e+07 1.02778 ns
tpch_q06/DuckDB:parquet 12000000 1.3e+07 0.923077 ns
tpch_q07/DuckDB:parquet 42000000 4.1e+07 1.02439 ns
tpch_q08/DuckDB:parquet 44000000 4.3e+07 1.02326 ns
tpch_q09/DuckDB:parquet 83000000 8.2e+07 1.0122 ns
tpch_q10/DuckDB:parquet 83000000 8.1e+07 1.02469 ns
tpch_q11/DuckDB:parquet 14000000 1.4e+07 1 ns
tpch_q12/DuckDB:parquet 26000000 2.6e+07 1 ns
tpch_q13/DuckDB:parquet 47000000 4.7e+07 1 ns
tpch_q14/DuckDB:parquet 30000000 3e+07 1 ns
tpch_q15/DuckDB:parquet 38000000 3.5e+07 1.08571 ns
tpch_q16/DuckDB:parquet 49000000 4.9e+07 1 ns
tpch_q17/DuckDB:parquet 37000000 3.5e+07 1.05714 ns
tpch_q18/DuckDB:parquet 46000000 4.7e+07 0.978723 ns
tpch_q19/DuckDB:parquet 41000000 4.1e+07 1 ns
tpch_q20/DuckDB:parquet 36000000 3.7e+07 0.972973 ns
tpch_q21/DuckDB:parquet 101000000 1.01e+08 1 ns
tpch_q22/DuckDB:parquet 32000000 3.2e+07 1 ns
tpch_q01/DuckDB:vortex-file-compressed 52000000 5.4e+07 0.962963 ns
tpch_q02/DuckDB:vortex-file-compressed 34000000 3.3e+07 1.0303 ns
tpch_q03/DuckDB:vortex-file-compressed 50000000 5e+07 1 ns
tpch_q04/DuckDB:vortex-file-compressed 44000000 4.3e+07 1.02326 ns
tpch_q05/DuckDB:vortex-file-compressed 58000000 5.7e+07 1.01754 ns
tpch_q06/DuckDB:vortex-file-compressed 4000000 4e+06 1 ns
tpch_q07/DuckDB:vortex-file-compressed 58000000 5.8e+07 1 ns
tpch_q08/DuckDB:vortex-file-compressed 64000000 6.7e+07 0.955224 ns
tpch_q09/DuckDB:vortex-file-compressed 84000000 8.6e+07 0.976744 ns
tpch_q10/DuckDB:vortex-file-compressed 83000000 8.2e+07 1.0122 ns
tpch_q11/DuckDB:vortex-file-compressed 23000000 2.4e+07 0.958333 ns
tpch_q12/DuckDB:vortex-file-compressed 45000000 4.5e+07 1 ns
tpch_q13/DuckDB:vortex-file-compressed 55000000 5.5e+07 1 ns
tpch_q14/DuckDB:vortex-file-compressed 37000000 3.7e+07 1 ns
tpch_q15/DuckDB:vortex-file-compressed 56000000 4.8e+07 1.16667 ns
tpch_q16/DuckDB:vortex-file-compressed 52000000 5e+07 1.04 ns
tpch_q17/DuckDB:vortex-file-compressed 87000000 7.4e+07 1.17568 ns
tpch_q18/DuckDB:vortex-file-compressed 60000000 6.2e+07 0.967742 ns
tpch_q19/DuckDB:vortex-file-compressed 44000000 5e+07 0.88 ns
tpch_q20/DuckDB:vortex-file-compressed 47000000 4.9e+07 0.959184 ns
tpch_q21/DuckDB:vortex-file-compressed 126000000 1.25e+08 1.008 ns
tpch_q22/DuckDB:vortex-file-compressed 32000000 3.2e+07 1 ns
tpch_q01/DuckDB:duckdb 20000000 2.1e+07 0.952381 ns
tpch_q02/DuckDB:duckdb 16000000 1.6e+07 1 ns
tpch_q03/DuckDB:duckdb 26000000 2.7e+07 0.962963 ns
tpch_q04/DuckDB:duckdb 19000000 2e+07 0.95 ns
tpch_q05/DuckDB:duckdb 28000000 2.7e+07 1.03704 ns
tpch_q06/DuckDB:duckdb 8000000 7e+06 1.14286 ns
tpch_q07/DuckDB:duckdb 31000000 3.1e+07 1 ns
tpch_q08/DuckDB:duckdb 30000000 2.9e+07 1.03448 ns
tpch_q09/DuckDB:duckdb 71000000 6.9e+07 1.02899 ns
tpch_q10/DuckDB:duckdb 68000000 6.7e+07 1.01493 ns
tpch_q11/DuckDB:duckdb 8000000 9e+06 0.888889 ns
tpch_q12/DuckDB:duckdb 22000000 2.3e+07 0.956522 ns
tpch_q13/DuckDB:duckdb 41000000 4.1e+07 1 ns
tpch_q14/DuckDB:duckdb 22000000 2.2e+07 1 ns
tpch_q15/DuckDB:duckdb 29000000 2.2e+07 1.31818 ns
tpch_q16/DuckDB:duckdb 44000000 4.3e+07 1.02326 ns
tpch_q17/DuckDB:duckdb 27000000 2.7e+07 1 ns
tpch_q18/DuckDB:duckdb 35000000 3.6e+07 0.972222 ns
tpch_q19/DuckDB:duckdb 37000000 3.6e+07 1.02778 ns
tpch_q20/DuckDB:duckdb 27000000 2.8e+07 0.964286 ns
tpch_q21/DuckDB:duckdb 61000000 6e+07 1.01667 ns
tpch_q22/DuckDB:duckdb 25000000 2.5e+07 1 ns

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Benchmarks: TPC-H on S3

Table of Results
name PR ffe23ac base ad5637a ratio (PR/base) unit
tpch_q01/DataFusion:parquet 189020984 2.01345e+08 0.938791 ns
tpch_q02/DataFusion:parquet 672543575 8.07165e+08 0.833217 ns
tpch_q03/DataFusion:parquet 363389227 3.855e+08 0.942643 ns
tpch_q04/DataFusion:parquet 222637779 3.48374e+08 0.639076 ns
tpch_q05/DataFusion:parquet 548680995 5.83577e+08 0.940203 ns
tpch_q06/DataFusion:parquet 133062424 1.32451e+08 1.00461 ns
tpch_q07/DataFusion:parquet 501286051 5.44103e+08 0.921307 ns
tpch_q08/DataFusion:parquet 607856854 7.7864e+08 0.780665 ns
tpch_q09/DataFusion:parquet 502470205 7.8559e+08 0.639609 ns
tpch_q10/DataFusion:parquet 531913076 5.38211e+08 0.988298 ns
tpch_q11/DataFusion:parquet 406140781 5.06248e+08 0.802256 ns
tpch_q12/DataFusion:parquet 273246264 2.78374e+08 0.98158 ns
tpch_q13/DataFusion:parquet 215628894 2.07095e+08 1.04121 ns
tpch_q14/DataFusion:parquet 259279229 2.67173e+08 0.970455 ns
tpch_q15/DataFusion:parquet 362549850 3.85014e+08 0.941654 ns
tpch_q16/DataFusion:parquet 364204969 3.72388e+08 0.978025 ns
tpch_q17/DataFusion:parquet 502957793 5.67272e+08 0.886625 ns
tpch_q18/DataFusion:parquet 456779764 6.28243e+08 0.727075 ns
tpch_q19/DataFusion:parquet 362186283 3.72966e+08 0.971096 ns
tpch_q20/DataFusion:parquet 405900343 5.73032e+08 0.708337 ns
tpch_q21/DataFusion:parquet 701166036 1.02932e+09 0.681191 ns
tpch_q22/DataFusion:parquet 281009579 3.08833e+08 0.909907 ns
tpch_q01/DataFusion:vortex-file-compressed 164442707 1.59407e+08 1.03159 ns
tpch_q02/DataFusion:vortex-file-compressed 129439916 1.60683e+08 0.80556 ns
tpch_q03/DataFusion:vortex-file-compressed 217572108 2.22477e+08 0.977954 ns
tpch_q04/DataFusion:vortex-file-compressed 142251555 1.40854e+08 1.00992 ns
tpch_q05/DataFusion:vortex-file-compressed 233509709 2.40242e+08 0.971977 ns
tpch_q06/DataFusion:vortex-file-compressed 123332099 1.64665e+08 0.74899 ns
tpch_q07/DataFusion:vortex-file-compressed 260419535 2.47929e+08 1.05038 ns
tpch_q08/DataFusion:vortex-file-compressed 272257694 3.02281e+08 0.900676 ns
tpch_q09/DataFusion:vortex-file-compressed 286532368 3.11818e+08 0.918908 ns
tpch_q10/DataFusion:vortex-file-compressed 272706360 2.66799e+08 1.02214 ns
tpch_q11/DataFusion:vortex-file-compressed 130269227 1.29405e+08 1.00667 ns
tpch_q12/DataFusion:vortex-file-compressed 202583832 2.08242e+08 0.972827 ns
tpch_q13/DataFusion:vortex-file-compressed 133333508 1.34524e+08 0.991152 ns
tpch_q14/DataFusion:vortex-file-compressed 139617804 1.38057e+08 1.01131 ns
tpch_q15/DataFusion:vortex-file-compressed 217285007 2.12617e+08 1.02196 ns
tpch_q16/DataFusion:vortex-file-compressed 91089518 9.26453e+07 0.983208 ns
tpch_q17/DataFusion:vortex-file-compressed 248851888 2.74149e+08 0.907727 ns
tpch_q18/DataFusion:vortex-file-compressed 278147492 3.11967e+08 0.891591 ns
tpch_q19/DataFusion:vortex-file-compressed 173859206 2.12545e+08 0.817986 ns
tpch_q20/DataFusion:vortex-file-compressed 222038936 2.38489e+08 0.931025 ns
tpch_q21/DataFusion:vortex-file-compressed 378845478 3.84602e+08 0.985032 ns
tpch_q22/DataFusion:vortex-file-compressed 110690060 1.07199e+08 1.03257 ns
tpch_q01/DuckDB:parquet 432000000 4.22e+08 1.0237 ns
tpch_q02/DuckDB:parquet 490000000 5.57e+08 0.879713 ns
tpch_q03/DuckDB:parquet 557000000 5.76e+08 0.967014 ns
tpch_q04/DuckDB:parquet 344000000 4.18e+08 0.822967 ns
tpch_q05/DuckDB:parquet 630000000 7.47e+08 0.843373 ns
tpch_q06/DuckDB:parquet 249000000 2.71e+08 0.918819 ns
tpch_q07/DuckDB:parquet 574000000 6.24e+08 0.919872 ns
tpch_q08/DuckDB:parquet 608000000 6.47e+08 0.939722 ns
tpch_q09/DuckDB:parquet 710000000 8.33e+08 0.852341 ns
tpch_q10/DuckDB:parquet 751000000 8.88e+08 0.845721 ns
tpch_q11/DuckDB:parquet 288000000 2.85e+08 1.01053 ns
tpch_q12/DuckDB:parquet 325000000 3.74e+08 0.868984 ns
tpch_q13/DuckDB:parquet 246000000 2.91e+08 0.845361 ns
tpch_q14/DuckDB:parquet 379000000 3.75e+08 1.01067 ns
tpch_q15/DuckDB:parquet 396000000 4.69e+08 0.84435 ns
tpch_q16/DuckDB:parquet 300000000 3.19e+08 0.940439 ns
tpch_q17/DuckDB:parquet 344000000 3.6e+08 0.955556 ns
tpch_q18/DuckDB:parquet 394000000 4.13e+08 0.953995 ns
tpch_q19/DuckDB:parquet 511000000 5.02e+08 1.01793 ns
tpch_q20/DuckDB:parquet 528000000 5.92e+08 0.891892 ns
tpch_q21/DuckDB:parquet 544000000 5.93e+08 0.917369 ns
tpch_q22/DuckDB:parquet 201000000 2.2e+08 0.913636 ns
tpch_q01/DuckDB:vortex-file-compressed 44000000 4.7e+07 0.93617 ns
tpch_q02/DuckDB:vortex-file-compressed 34000000 3.5e+07 0.971429 ns
tpch_q03/DuckDB:vortex-file-compressed 52000000 5.4e+07 0.962963 ns
tpch_q04/DuckDB:vortex-file-compressed 46000000 4.6e+07 1 ns
tpch_q05/DuckDB:vortex-file-compressed 55000000 5.8e+07 0.948276 ns
tpch_q06/DuckDB:vortex-file-compressed 4000000 5e+06 0.8 ns
tpch_q07/DuckDB:vortex-file-compressed 60000000 6e+07 1 ns
tpch_q08/DuckDB:vortex-file-compressed 65000000 6.7e+07 0.970149 ns
tpch_q09/DuckDB:vortex-file-compressed 88000000 9.2e+07 0.956522 ns
tpch_q10/DuckDB:vortex-file-compressed 82000000 8.6e+07 0.953488 ns
tpch_q11/DuckDB:vortex-file-compressed 25000000 2.4e+07 1.04167 ns
tpch_q12/DuckDB:vortex-file-compressed 46000000 4.6e+07 1 ns
tpch_q13/DuckDB:vortex-file-compressed 58000000 5.8e+07 1 ns
tpch_q14/DuckDB:vortex-file-compressed 37000000 3.3e+07 1.12121 ns
tpch_q15/DuckDB:vortex-file-compressed 43000000 5.3e+07 0.811321 ns
tpch_q16/DuckDB:vortex-file-compressed 52000000 5.3e+07 0.981132 ns
tpch_q17/DuckDB:vortex-file-compressed 85000000 7.9e+07 1.07595 ns
tpch_q18/DuckDB:vortex-file-compressed 64000000 6.5e+07 0.984615 ns
tpch_q19/DuckDB:vortex-file-compressed 43000000 4.4e+07 0.977273 ns
tpch_q20/DuckDB:vortex-file-compressed 49000000 5e+07 0.98 ns
tpch_q21/DuckDB:vortex-file-compressed 128000000 1.32e+08 0.969697 ns
tpch_q22/DuckDB:vortex-file-compressed 32000000 3.4e+07 0.941176 ns

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Benchmarks: Clickbench on NVME

Table of Results
name PR ffe23ac base ad5637a ratio (PR/base) unit
clickbench_q00/DataFusion:parquet 1727936 1.31151e+06 1.31752 ns
clickbench_q01/DataFusion:parquet 26243848 2.51936e+07 1.04169 ns
clickbench_q02/DataFusion:parquet 61624652 6.03195e+07 1.02164 ns
clickbench_q03/DataFusion:parquet 55159144 5.5473e+07 0.994342 ns
clickbench_q04/DataFusion:parquet 337041271 3.6992e+08 0.911119 ns
clickbench_q05/DataFusion:parquet 379275703 3.78159e+08 1.00295 ns
clickbench_q06/DataFusion:parquet 1725655 1.36126e+06 1.26769 ns
clickbench_q07/DataFusion:parquet 29210687 2.7115e+07 1.07729 ns
clickbench_q08/DataFusion:parquet 458838922 4.61105e+08 0.995085 ns
clickbench_q09/DataFusion:parquet 676371117 6.64131e+08 1.01843 ns
clickbench_q10/DataFusion:parquet 152372572 1.4598e+08 1.04379 ns
clickbench_q11/DataFusion:parquet 176750283 1.7132e+08 1.0317 ns
clickbench_q12/DataFusion:parquet 415181275 4.02378e+08 1.03182 ns
clickbench_q13/DataFusion:parquet 587259194 5.64172e+08 1.04092 ns
clickbench_q14/DataFusion:parquet 399003770 3.90377e+08 1.0221 ns
clickbench_q15/DataFusion:parquet 410116728 4.43696e+08 0.92432 ns
clickbench_q16/DataFusion:parquet 829653965 8.20332e+08 1.01136 ns
clickbench_q17/DataFusion:parquet 803403655 7.90128e+08 1.0168 ns
clickbench_q18/DataFusion:parquet 1528407085 1.5628e+09 0.977995 ns
clickbench_q19/DataFusion:parquet 44155499 4.11207e+07 1.0738 ns
clickbench_q20/DataFusion:parquet 652156829 6.70908e+08 0.972051 ns
clickbench_q21/DataFusion:parquet 748968393 7.49272e+08 0.999595 ns
clickbench_q22/DataFusion:parquet 1107087591 1.18614e+09 0.933356 ns
clickbench_q23/DataFusion:parquet 4766302200 4.79331e+09 0.994367 ns
clickbench_q24/DataFusion:parquet 254575983 2.48899e+08 1.02281 ns
clickbench_q25/DataFusion:parquet 212697447 2.10925e+08 1.0084 ns
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@AdamGS AdamGS mentioned this pull request Jun 19, 2025
Merged
@AdamGS AdamGS closed this Jun 19, 2025
@robert3005 robert3005 deleted the adamg/df48-debug branch August 12, 2025 13:23
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@AdamGS @onursatici