tpch sparky

Tests for a future article. AMD Ryzen 9 7950X 16-Core testing with a ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS) and NVIDIA NV174 8GB on Ubuntu 23.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2312041-PTS-TPCHSPAR10
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a
December 04 2023
  1 Day, 21 Hours, 49 Minutes
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December 04 2023
  15 Hours, 8 Minutes
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  1 Day, 6 Hours, 29 Minutes
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tpch sparkyOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 9 7950X 16-Core @ 5.88GHz (16 Cores / 32 Threads)ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS)AMD Device 14d832GB2000GB Samsung SSD 980 PRO 2TB + 4001GB Western Digital WD_BLACK SN850X 4000GBNVIDIA NV174 8GBNVIDIA GA104 HD AudioDELL U2723QEIntel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411Ubuntu 23.106.7.0-060700rc2daily20231127-generic (x86_64)GNOME Shell 45.1X Server 1.21.1.7 + Waylandnouveau4.3 Mesa 24.0~git2311260600.945288~oibaf~m (git-945288f 2023-11-26 mantic-oibaf-ppa)GCC 13.2.0 + LLVM 16.0.6ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionTpch Sparky BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa601203- OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)- Python 3.11.6- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

a vs. b ComparisonPhoronix Test SuiteBaseline+2.2%+2.2%+4.4%+4.4%+6.6%+6.6%+8.8%+8.8%2.1%2.1%2.6%2.5%2.6%3.3%3.5%5%2.4%3.7%3.2%4%2.8%4.1%3.7%2.2%4.2%3.1%4.4%4.2%2.1%6.6%2.6%2.4%4.1%8.4%3%2.4%4%100 - G.M.O.A.Q100 - Q22100 - Q21100 - Q20100 - Q18100 - Q17100 - Q13100 - Q12100 - Q1050 - Q223.5%50 - Q172%50 - Q168.9%50 - Q142.4%50 - Q1150 - Q0950 - Q0850 - Q053%50 - Q0310 - Q2210 - Q2010 - Q162.7%10 - Q1410 - Q1310 - Q118%10 - Q094.5%10 - Q0810 - Q0510 - Q0410 - Q0310 - Q0210 - Q011 - Q221 - Q207.3%1 - Q191 - Q161 - Q143.6%1 - Q131 - Q111 - Q092%1 - Q081 - Q053.9%1 - Q043.8%Apache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-Hab

tpch sparkyspark-tpch: 100 - Q22spark-tpch: 100 - Q21spark-tpch: 100 - Q20spark-tpch: 100 - Q19spark-tpch: 100 - Q18spark-tpch: 100 - Q17spark-tpch: 100 - Q16spark-tpch: 100 - Q15spark-tpch: 100 - Q14spark-tpch: 100 - Q13spark-tpch: 100 - Q12spark-tpch: 100 - Q11spark-tpch: 100 - Q10spark-tpch: 100 - Q09spark-tpch: 100 - Q08spark-tpch: 100 - Q07spark-tpch: 100 - Q06spark-tpch: 100 - Q05spark-tpch: 100 - Q04spark-tpch: 100 - Q03spark-tpch: 100 - Q02spark-tpch: 100 - Q01spark-tpch: 100 - Geometric Mean Of All Queriesspark-tpch: 50 - Q22spark-tpch: 50 - Q21spark-tpch: 50 - Q20spark-tpch: 50 - Q19spark-tpch: 50 - Q18spark-tpch: 50 - Q17spark-tpch: 50 - Q16spark-tpch: 50 - Q15spark-tpch: 50 - Q14spark-tpch: 50 - Q13spark-tpch: 50 - Q12spark-tpch: 50 - Q11spark-tpch: 50 - Q10spark-tpch: 50 - Q09spark-tpch: 50 - Q08spark-tpch: 50 - Q07spark-tpch: 50 - Q06spark-tpch: 50 - Q05spark-tpch: 50 - Q04spark-tpch: 50 - Q03spark-tpch: 50 - Q02spark-tpch: 50 - Q01spark-tpch: 50 - Geometric Mean Of All Queriesspark-tpch: 10 - Q22spark-tpch: 10 - Q21spark-tpch: 10 - Q20spark-tpch: 10 - Q19spark-tpch: 10 - Q18spark-tpch: 10 - Q17spark-tpch: 10 - Q16spark-tpch: 10 - Q15spark-tpch: 10 - Q14spark-tpch: 10 - Q13spark-tpch: 10 - Q12spark-tpch: 10 - Q11spark-tpch: 10 - Q10spark-tpch: 10 - Q09spark-tpch: 10 - Q08spark-tpch: 10 - Q07spark-tpch: 10 - Q06spark-tpch: 10 - Q05spark-tpch: 10 - Q04spark-tpch: 10 - Q03spark-tpch: 10 - Q02spark-tpch: 10 - Q01spark-tpch: 10 - Geometric Mean Of All Queriesspark-tpch: 1 - Q22spark-tpch: 1 - Q21spark-tpch: 1 - Q20spark-tpch: 1 - Q19spark-tpch: 1 - Q18spark-tpch: 1 - Q17spark-tpch: 1 - Q16spark-tpch: 1 - Q15spark-tpch: 1 - Q14spark-tpch: 1 - Q13spark-tpch: 1 - Q12spark-tpch: 1 - Q11spark-tpch: 1 - Q10spark-tpch: 1 - Q09spark-tpch: 1 - Q08spark-tpch: 1 - Q07spark-tpch: 1 - Q06spark-tpch: 1 - Q05spark-tpch: 1 - Q04spark-tpch: 1 - Q03spark-tpch: 1 - Q02spark-tpch: 1 - Q01spark-tpch: 1 - Geometric Mean Of All Queriesab15.61734390257.5032246957.6570739850.71526591128.13427480123.0399907413.4203198846.8868802451.2898979222.8182888066.3500747712.3399690066.99342346104.6476593072.4036076967.804687544.7201232975.2306823763.4572690368.9359105411.4985796649.1795234752.102289988.09008837128.8945261628.7485974625.3085791363.0175603258.293804176.5423344023.3464965825.6421648711.8073056532.375083296.1217289033.0668780045.6652603236.2811991433.6409390822.1198902136.8637809731.1353219436.093758906.8570818925.4126008425.679560472.1715943823.409882236.338078185.2017909712.6639394711.829778992.277861204.978137975.449492623.022573476.239727811.797285557.105355909.193227457.332035386.747567654.433709147.906052596.577117767.481011392.250048486.311233205.754907400.621126873.594456041.074701750.693959851.789312761.462197540.775601310.776500920.738675460.791692831.057829340.625227131.266760431.990826251.172779881.412877360.533354681.430737021.239550631.384356901.172841792.150497441.0755177615.30221462251.074829156.2781066950.32149124124.86743164119.1663513213.1970300746.5463180550.800483722.0551490863.1657104512.1318111465.45317078102.8100509672.3209457468.3340606744.5996398974.5218429662.613918369.4283981311.5603275349.3071212851.039765368.37519741129.6703338629.0145530725.7982997962.9690666259.476913457.1270375323.4703636226.2560977912.0069656432.26219945.9038305333.6288948144.2379646334.8936042833.1927261422.3126640337.9534797731.2826957735.117149356.8425216725.5403747625.90475392.0851302123.304231646.109913355.226128112.6298131911.803380972.339059115.013192185.332581042.901242496.356723791.94165237.151951799.605816847.114100936.810297014.369860177.576030736.309422027.330416682.11009866.149677285.75735680.606661023.619772671.153450010.666547421.776160721.442211750.715276060.770980120.765403750.768678191.064730880.61058141.289570092.031487461.127421861.39594340.537158311.486977221.287102821.360372071.188475372.135855911.06830837OpenBenchmarking.org

Apache Spark TPC-H

This is a benchmark of Apache Spark using TPC-H data-set. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmarks the Apache Spark in a single-system configuration using spark-submit. The test makes use of https://github.com/ssavvides/tpch-spark/ for facilitating the TPC-H benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q22ab48121620SE +/- 0.05, N = 315.6215.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ab60120180240300SE +/- 1.17, N = 3257.50251.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ab1326395265SE +/- 0.14, N = 357.6656.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ab1122334455SE +/- 0.10, N = 350.7250.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ab306090120150SE +/- 0.40, N = 3128.13124.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ab306090120150SE +/- 0.27, N = 3123.04119.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ab3691215SE +/- 0.11, N = 313.4213.20

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ab1122334455SE +/- 0.10, N = 346.8946.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ab1224364860SE +/- 0.30, N = 351.2950.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ab510152025SE +/- 0.67, N = 322.8222.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ab1530456075SE +/- 0.05, N = 366.3563.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ab3691215SE +/- 0.16, N = 312.3412.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ab1530456075SE +/- 0.38, N = 366.9965.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ab20406080100SE +/- 2.94, N = 3104.65102.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ab1632486480SE +/- 1.59, N = 372.4072.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ba1530456075SE +/- 0.86, N = 368.3367.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ab1020304050SE +/- 0.08, N = 344.7244.60

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ab20406080100SE +/- 1.50, N = 375.2374.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ab1428425670SE +/- 0.57, N = 363.4662.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ba1530456075SE +/- 0.74, N = 369.4368.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ba3691215SE +/- 0.22, N = 311.5611.50

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ba1122334455SE +/- 0.19, N = 349.3149.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesab1224364860SE +/- 0.11, N = 352.1051.04MIN: 12.07 / MAX: 259.51MIN: 12.13 / MAX: 251.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ba246810SE +/- 0.12625543, N = 38.375197418.09008837

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ba306090120150SE +/- 1.18, N = 3129.67128.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ba714212835SE +/- 0.15, N = 329.0128.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ba612182430SE +/- 0.05, N = 325.8025.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ab1428425670SE +/- 0.79, N = 363.0262.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ba1326395265SE +/- 0.33, N = 359.4858.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ba246810SE +/- 0.45590060, N = 37.127037536.54233440

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ba612182430SE +/- 0.07, N = 323.4723.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ba612182430SE +/- 0.18, N = 326.2625.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ba3691215SE +/- 0.16, N = 312.0111.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ab816243240SE +/- 0.50, N = 332.3832.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ab246810SE +/- 0.05184602, N = 36.121728905.90383053

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ba816243240SE +/- 0.08, N = 333.6333.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ab1020304050SE +/- 1.28, N = 345.6744.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ab816243240SE +/- 0.70, N = 336.2834.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ab816243240SE +/- 0.34, N = 333.6433.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ba510152025SE +/- 0.04, N = 322.3122.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ba918273645SE +/- 0.30, N = 337.9536.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ba714212835SE +/- 0.51, N = 331.2831.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ab816243240SE +/- 0.48, N = 336.0935.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ab246810SE +/- 0.10852285, N = 36.857081896.84252167

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ba612182430SE +/- 0.18, N = 325.5425.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesba612182430SE +/- 0.30, N = 325.9025.68MIN: 5.9 / MAX: 129.67MIN: 6.05 / MAX: 130.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ab0.48860.97721.46581.95442.443SE +/- 0.02290474, N = 32.171594382.08513021

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ab612182430SE +/- 0.05, N = 323.4123.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ab246810SE +/- 0.05893057, N = 36.338078186.10991335

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ba1.17592.35183.52774.70365.8795SE +/- 0.04884219, N = 35.226128105.20179097

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ab3691215SE +/- 0.02, N = 312.6612.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ab3691215SE +/- 0.07, N = 311.8311.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ba0.52631.05261.57892.10522.6315SE +/- 0.03214906, N = 32.339059112.27786120

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ba1.1282.2563.3844.5125.64SE +/- 0.05671005, N = 35.013192184.97813797

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ab1.22612.45223.67834.90446.1305SE +/- 0.03750473, N = 35.449492625.33258104

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ab0.68011.36022.04032.72043.4005SE +/- 0.04012746, N = 33.022573472.90124249

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ba246810SE +/- 0.06795618, N = 36.356723796.23972781

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ba0.43690.87381.31071.74762.1845SE +/- 0.02123125, N = 31.941652301.79728555

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ba246810SE +/- 0.04310040, N = 37.151951797.10535590

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ba3691215SE +/- 0.14272942, N = 39.605816849.19322745

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ab246810SE +/- 0.08511200, N = 37.332035387.11410093

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ba246810SE +/- 0.15015487, N = 36.810297016.74756765

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ab0.99761.99522.99283.99044.988SE +/- 0.05008379, N = 34.433709144.36986017

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ab246810SE +/- 0.08963252, N = 37.906052597.57603073

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ab246810SE +/- 0.07691562, N = 36.577117766.30942202

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ab246810SE +/- 0.05235045, N = 37.481011397.33041668

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ab0.50631.01261.51892.02522.5315SE +/- 0.04460037, N = 32.250048482.11009860

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ab246810SE +/- 0.10785121, N = 36.311233206.14967728

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesba1.29542.59083.88625.18166.477SE +/- 0.01148675, N = 35.757356805.75490740MIN: 1.94 / MAX: 23.3MIN: 1.77 / MAX: 23.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ab0.13980.27960.41940.55920.699SE +/- 0.03385261, N = 30.621126870.60666102

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ba0.81441.62882.44323.25764.072SE +/- 0.04461235, N = 33.619772673.59445604

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ba0.25950.5190.77851.0381.2975SE +/- 0.02430008, N = 31.153450011.07470175

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ab0.15610.31220.46830.62440.7805SE +/- 0.03020707, N = 30.693959850.66654742

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ab0.40260.80521.20781.61042.013SE +/- 0.05290042, N = 31.789312761.77616072

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ab0.3290.6580.9871.3161.645SE +/- 0.02547655, N = 31.462197541.44221175

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ab0.17450.3490.52350.6980.8725SE +/- 0.01281809, N = 30.775601310.71527606

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ab0.17470.34940.52410.69880.8735SE +/- 0.01635970, N = 30.776500920.77098012

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ba0.17220.34440.51660.68880.861SE +/- 0.00590603, N = 30.765403750.73867546

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ab0.17810.35620.53430.71240.8905SE +/- 0.01146951, N = 30.791692830.76867819

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ba0.23960.47920.71880.95841.198SE +/- 0.02665135, N = 31.064730881.05782934

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ab0.14070.28140.42210.56280.7035SE +/- 0.00652178, N = 30.625227130.61058140

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ba0.29020.58040.87061.16081.451SE +/- 0.00838453, N = 31.289570091.26676043

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ba0.45710.91421.37131.82842.2855SE +/- 0.01974284, N = 32.031487461.99082625

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ab0.26390.52780.79171.05561.3195SE +/- 0.00999755, N = 31.172779881.12742186

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ab0.31790.63580.95371.27161.5895SE +/- 0.03064907, N = 31.412877361.39594340

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ba0.12090.24180.36270.48360.6045SE +/- 0.00241116, N = 30.537158310.53335468

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ba0.33460.66921.00381.33841.673SE +/- 0.01308397, N = 31.486977221.43073702

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ba0.28960.57920.86881.15841.448SE +/- 0.03111532, N = 31.287102821.23955063

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ab0.31150.6230.93451.2461.5575SE +/- 0.05306582, N = 31.384356901.36037207

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ba0.26740.53480.80221.06961.337SE +/- 0.02240378, N = 31.188475371.17284179

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ab0.48390.96781.45171.93562.4195SE +/- 0.02370651, N = 32.150497442.13585591

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesab0.2420.4840.7260.9681.21SE +/- 0.01125755, N = 31.075517761.06830837MIN: 0.55 / MAX: 3.68MIN: 0.61 / MAX: 3.62