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
b
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 - Q22ba48121620SE +/- 0.05, N = 315.3015.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ba60120180240300SE +/- 1.17, N = 3251.07257.50

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ba1326395265SE +/- 0.14, N = 356.2857.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ba1122334455SE +/- 0.10, N = 350.3250.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ba306090120150SE +/- 0.40, N = 3124.87128.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ba306090120150SE +/- 0.27, N = 3119.17123.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ba3691215SE +/- 0.11, N = 313.2013.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ba1122334455SE +/- 0.10, N = 346.5546.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ba1224364860SE +/- 0.30, N = 350.8051.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ba510152025SE +/- 0.67, N = 322.0622.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ba1530456075SE +/- 0.05, N = 363.1766.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ba3691215SE +/- 0.16, N = 312.1312.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ba1530456075SE +/- 0.38, N = 365.4566.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ba20406080100SE +/- 2.94, N = 3102.81104.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ba1632486480SE +/- 1.59, N = 372.3272.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ab1530456075SE +/- 0.86, N = 367.8068.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ba1020304050SE +/- 0.08, N = 344.6044.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ba20406080100SE +/- 1.50, N = 374.5275.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ba1428425670SE +/- 0.57, N = 362.6163.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ab1530456075SE +/- 0.74, N = 368.9469.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ab3691215SE +/- 0.22, N = 311.5011.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ab1122334455SE +/- 0.19, N = 349.1849.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesba1224364860SE +/- 0.11, N = 351.0452.10MIN: 12.13 / MAX: 251.07MIN: 12.07 / MAX: 259.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ab246810SE +/- 0.12625543, N = 38.090088378.37519741

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ab306090120150SE +/- 1.18, N = 3128.89129.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ab714212835SE +/- 0.15, N = 328.7529.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ab612182430SE +/- 0.05, N = 325.3125.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ba1428425670SE +/- 0.79, N = 362.9763.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ab1326395265SE +/- 0.33, N = 358.2959.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ab246810SE +/- 0.45590060, N = 36.542334407.12703753

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ab612182430SE +/- 0.07, N = 323.3523.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ab612182430SE +/- 0.18, N = 325.6426.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ab3691215SE +/- 0.16, N = 311.8112.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ba816243240SE +/- 0.50, N = 332.2632.38

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ba246810SE +/- 0.05184602, N = 35.903830536.12172890

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ab816243240SE +/- 0.08, N = 333.0733.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ba1020304050SE +/- 1.28, N = 344.2445.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ba816243240SE +/- 0.70, N = 334.8936.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ba816243240SE +/- 0.34, N = 333.1933.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ab510152025SE +/- 0.04, N = 322.1222.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ab918273645SE +/- 0.30, N = 336.8637.95

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ab714212835SE +/- 0.51, N = 331.1431.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ba816243240SE +/- 0.48, N = 335.1236.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ba246810SE +/- 0.10852285, N = 36.842521676.85708189

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ab612182430SE +/- 0.18, N = 325.4125.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesab612182430SE +/- 0.30, N = 325.6825.90MIN: 6.05 / MAX: 130.94MIN: 5.9 / MAX: 129.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ba0.48860.97721.46581.95442.443SE +/- 0.02290474, N = 32.085130212.17159438

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ba612182430SE +/- 0.05, N = 323.3023.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ba246810SE +/- 0.05893057, N = 36.109913356.33807818

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ab1.17592.35183.52774.70365.8795SE +/- 0.04884219, N = 35.201790975.22612810

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ba3691215SE +/- 0.02, N = 312.6312.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ba3691215SE +/- 0.07, N = 311.8011.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ab0.52631.05261.57892.10522.6315SE +/- 0.03214906, N = 32.277861202.33905911

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ab1.1282.2563.3844.5125.64SE +/- 0.05671005, N = 34.978137975.01319218

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ba1.22612.45223.67834.90446.1305SE +/- 0.03750473, N = 35.332581045.44949262

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ba0.68011.36022.04032.72043.4005SE +/- 0.04012746, N = 32.901242493.02257347

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ab246810SE +/- 0.06795618, N = 36.239727816.35672379

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ab0.43690.87381.31071.74762.1845SE +/- 0.02123125, N = 31.797285551.94165230

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ab246810SE +/- 0.04310040, N = 37.105355907.15195179

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ab3691215SE +/- 0.14272942, N = 39.193227459.60581684

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ba246810SE +/- 0.08511200, N = 37.114100937.33203538

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ab246810SE +/- 0.15015487, N = 36.747567656.81029701

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ba0.99761.99522.99283.99044.988SE +/- 0.05008379, N = 34.369860174.43370914

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ba246810SE +/- 0.08963252, N = 37.576030737.90605259

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ba246810SE +/- 0.07691562, N = 36.309422026.57711776

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ba246810SE +/- 0.05235045, N = 37.330416687.48101139

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ba0.50631.01261.51892.02522.5315SE +/- 0.04460037, N = 32.110098602.25004848

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ba246810SE +/- 0.10785121, N = 36.149677286.31123320

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesab1.29542.59083.88625.18166.477SE +/- 0.01148675, N = 35.754907405.75735680MIN: 1.77 / MAX: 23.49MIN: 1.94 / MAX: 23.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ba0.13980.27960.41940.55920.699SE +/- 0.03385261, N = 30.606661020.62112687

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ab0.81441.62882.44323.25764.072SE +/- 0.04461235, N = 33.594456043.61977267

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ab0.25950.5190.77851.0381.2975SE +/- 0.02430008, N = 31.074701751.15345001

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ba0.15610.31220.46830.62440.7805SE +/- 0.03020707, N = 30.666547420.69395985

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ba0.40260.80521.20781.61042.013SE +/- 0.05290042, N = 31.776160721.78931276

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ba0.3290.6580.9871.3161.645SE +/- 0.02547655, N = 31.442211751.46219754

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ba0.17450.3490.52350.6980.8725SE +/- 0.01281809, N = 30.715276060.77560131

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ba0.17470.34940.52410.69880.8735SE +/- 0.01635970, N = 30.770980120.77650092

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ab0.17220.34440.51660.68880.861SE +/- 0.00590603, N = 30.738675460.76540375

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ba0.17810.35620.53430.71240.8905SE +/- 0.01146951, N = 30.768678190.79169283

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ab0.23960.47920.71880.95841.198SE +/- 0.02665135, N = 31.057829341.06473088

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ba0.14070.28140.42210.56280.7035SE +/- 0.00652178, N = 30.610581400.62522713

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ab0.29020.58040.87061.16081.451SE +/- 0.00838453, N = 31.266760431.28957009

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ab0.45710.91421.37131.82842.2855SE +/- 0.01974284, N = 31.990826252.03148746

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ba0.26390.52780.79171.05561.3195SE +/- 0.00999755, N = 31.127421861.17277988

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ba0.31790.63580.95371.27161.5895SE +/- 0.03064907, N = 31.395943401.41287736

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ab0.12090.24180.36270.48360.6045SE +/- 0.00241116, N = 30.533354680.53715831

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ab0.33460.66921.00381.33841.673SE +/- 0.01308397, N = 31.430737021.48697722

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ab0.28960.57920.86881.15841.448SE +/- 0.03111532, N = 31.239550631.28710282

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ba0.31150.6230.93451.2461.5575SE +/- 0.05306582, N = 31.360372071.38435690

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ab0.26740.53480.80221.06961.337SE +/- 0.02240378, N = 31.172841791.18847537

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ba0.48390.96781.45171.93562.4195SE +/- 0.02370651, N = 32.135855912.15049744

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesba0.2420.4840.7260.9681.21SE +/- 0.01125755, N = 31.068308371.07551776MIN: 0.61 / MAX: 3.62MIN: 0.55 / MAX: 3.68