spark tpch benchmark xeon

2 x INTEL XEON PLATINUM 8592+ testing with a Quanta Cloud S6Q-MB-MPS (3B05.TEL4P1 BIOS) and ASPEED 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 2312141-NE-SPARKTPCH73
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a
December 05 2023
  1 Day, 21 Hours, 36 Minutes
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December 05 2023
  9 Hours, 11 Minutes
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December 14 2023
  12 Hours, 29 Minutes
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spark tpch benchmark xeonProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen Resolutionabc2 x Intel Xeon Platinum 8490H @ 3.50GHz (120 Cores / 240 Threads)Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS)Intel Device 1bce1008GB3201GB Micron_7450_MTFDKCB3T2TFSASPEED2 x Intel X710 for 10GBASE-TUbuntu 23.106.5.0-13-generic (x86_64)GCC 13.2.0ext41920x10802 x INTEL XEON PLATINUM 8592+ @ 3.90GHz (128 Cores / 256 Threads)Quanta Cloud S6Q-MB-MPS (3B05.TEL4P1 BIOS)OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseProcessor Details- a: Scaling Governor: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0004d0- b: Scaling Governor: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0004d0- c: Scaling Governor: intel_pstate powersave (EPP: balance_performance) - CPU Microcode: 0x21000161Java Details- OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)Python Details- Python 3.11.6Security Details- 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: Not affected + 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 RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

abcResult OverviewPhoronix Test Suite100%122%144%166%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-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-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-H100 - G.M.O.A.Q50 - G.M.O.A.Q10 - G.M.O.A.Q1 - G.M.O.A.Q100 - Q22100 - Q21100 - Q20100 - Q19100 - Q18100 - Q17100 - Q16100 - Q15100 - Q14100 - Q13100 - Q12100 - Q11100 - Q10100 - Q09100 - Q08100 - Q07100 - Q06100 - Q05100 - Q04100 - Q03100 - Q02100 - Q0150 - Q2250 - Q2150 - Q2050 - Q1950 - Q1850 - Q1750 - Q1650 - Q1550 - Q1450 - Q1350 - Q1250 - Q1150 - Q1050 - Q0950 - Q0850 - Q0750 - Q0650 - Q0550 - Q0450 - Q0350 - Q0250 - Q0110 - Q2210 - Q2110 - Q2010 - Q1910 - Q1810 - Q1710 - Q1610 - Q1510 - Q1410 - Q1310 - Q1210 - Q1110 - Q1010 - Q0910 - Q0810 - Q0710 - Q0610 - Q0510 - Q0410 - Q0310 - Q0210 - Q011 - Q211 - Q201 - Q191 - Q181 - Q171 - Q161 - Q151 - Q141 - Q131 - Q121 - Q111 - Q101 - Q091 - Q081 - Q071 - Q061 - Q051 - Q041 - Q031 - Q021 - Q01

spark tpch benchmark xeonspark-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 Queriesabc13.99626141144.5908386225.3670208020.7542572057.7968231249.7394508416.3894941316.9292648320.1340320614.4740705530.773602689.5140573532.3775791257.1769116735.1438179031.4488525411.9943445237.5873962430.7560672851.9675941512.6629663520.4589756027.648031437.4921498373.6816711415.7230847711.3376846330.9899648025.248199469.757402429.4683380111.6171846410.4618066216.119141587.1565489820.2717628528.9566574121.7359294920.968189247.0433952027.1339607217.4275372827.8946870210.6149406513.9031728116.095215963.9508829919.879419966.795962654.4933850710.528648068.651460014.363078283.818186444.139957904.887215616.270245394.847642108.9652458813.273308758.532934518.172349612.2056274010.486206697.014889248.574233374.764167947.179414276.649610270.963043077.359979712.222167370.942220923.243384922.297739271.210527841.795108261.720304811.228319781.910990460.990493462.724498393.957229461.892110272.970415950.768010043.368314112.607173842.912842311.855504494.926302121.9268177814.61200809143.2830352826.0459747321.2176036858.0580673250.0931472821.5084857917.6061801919.52896514.9643545241.088203439.5120773332.2211418254.8636016834.5925788931.5776882212.3594179237.9086570737.6510276847.9020500212.501154920.0409030929.059827237.2173185373.9325027514.7144079211.1912050230.0131130225.1552562710.162290579.3915500611.961516389.9517965315.056835177.230300920.0726203928.8585205121.5815792120.391494757.2226400427.2575149518.3906536131.6714897210.040087713.2133178715.875810883.5196106419.900465017.253193864.0488996510.659009937.982191564.183871753.545779714.380564695.1202245.726495275.009202488.566652314.549153339.098587048.025947572.2672870210.019138346.841894638.808214195.018533717.750827796.584106430.940757817.273092272.065347910.832487763.457467082.231829641.082250241.547615531.34116841.215781691.729034421.167011863.158519513.915166622.039551972.877943040.839891673.442064052.277596952.86002351.939615615.368044381.8767119516.74190331235.7351989734.082668333.6672439686.8188476674.3000106819.5355377220.686462431.7057590518.8464717939.4169387813.590505649.7853012183.7835540846.5789909447.0083885215.9629907653.7263717738.5232734765.0662765521.5813236225.262899438.9991170810.43688583113.0974197419.4461059616.3212223141.2963676535.451282511.0060567910.6886558515.8317279812.3937406520.027406699.9997625425.9402694740.7584075930.14231326.594141018.4363660834.2961616523.426080732.9244346614.4000549315.0489530621.240336854.0285711326.084644328.884613997.6190671910.8694381711.538725854.663198474.724839216.114914426.483417998.058779726.8375339512.140001316.1055793813.566510212.817502022.1794581412.77925118.546212211.397716526.932012087.86558398.651722380.950198598.907902722.26996161.021512394.728209024.204265591.076111082.14328171.842793351.158712512.404198411.174091464.330640324.704895022.370493894.141925330.772371893.84918073.375233894.429696082.516377215.339872362.29729116OpenBenchmarking.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 - Q22cba48121620SE +/- 0.23, N = 516.7414.6114.00

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21cab50100150200250SE +/- 2.00, N = 5235.74144.59143.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20cba816243240SE +/- 0.30, N = 534.0826.0525.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19cba816243240SE +/- 0.13, N = 533.6721.2220.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18cba20406080100SE +/- 0.84, N = 586.8258.0657.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17cba1632486480SE +/- 0.41, N = 574.3050.0949.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16bca510152025SE +/- 0.40, N = 521.5119.5416.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15cba510152025SE +/- 0.12, N = 520.6917.6116.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14cab714212835SE +/- 0.26, N = 531.7120.1319.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13cba510152025SE +/- 0.21, N = 418.8514.9614.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12bca918273645SE +/- 0.91, N = 541.0939.4230.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11cab3691215SE +/- 0.18422343, N = 513.590505609.514057359.51207733

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10cab1122334455SE +/- 0.29, N = 549.7932.3832.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09cab20406080100SE +/- 2.44, N = 383.7857.1854.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08cab1122334455SE +/- 0.34, N = 546.5835.1434.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07cba1122334455SE +/- 0.12, N = 547.0131.5831.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06cba48121620SE +/- 0.14, N = 515.9612.3611.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05cba1224364860SE +/- 0.31, N = 553.7337.9137.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04cba918273645SE +/- 0.97, N = 538.5237.6530.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03cab1530456075SE +/- 2.22, N = 565.0751.9747.90

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02cab510152025SE +/- 0.21, N = 521.5812.6612.50

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01cab612182430SE +/- 0.21, N = 525.2620.4620.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriescba918273645SE +/- 0.30, N = 539.0029.0627.65MIN: 13.59 / MAX: 235.74MIN: 9.51 / MAX: 143.28MIN: 9.13 / MAX: 150.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22cab3691215SE +/- 0.24303003, N = 310.436885837.492149837.21731853

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21cba306090120150SE +/- 2.63, N = 3113.1073.9373.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20cab510152025SE +/- 0.08, N = 319.4515.7214.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19cab48121620SE +/- 0.23, N = 316.3211.3411.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18cab918273645SE +/- 0.38, N = 341.3030.9930.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17cab816243240SE +/- 0.19, N = 335.4525.2525.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16cba3691215SE +/- 0.12588108, N = 311.0060567910.162290579.75740242

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15cab3691215SE +/- 0.12753167, N = 310.688655859.468338019.39155006

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14cba48121620SE +/- 0.19, N = 315.8311.9611.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13cab3691215SE +/- 0.36269507, N = 312.3937406510.461806629.95179653

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12cab510152025SE +/- 0.87, N = 320.0316.1215.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11cba3691215SE +/- 0.14487549, N = 39.999762547.230300907.15654898

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10cab612182430SE +/- 0.65, N = 325.9420.2720.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09cab918273645SE +/- 0.90, N = 340.7628.9628.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08cab714212835SE +/- 0.10, N = 330.1421.7421.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07cab612182430SE +/- 0.22, N = 326.5920.9720.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06cba246810SE +/- 0.28695458, N = 38.436366087.222640047.04339520

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05cba816243240SE +/- 2.10, N = 334.3027.2627.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04cba612182430SE +/- 1.03, N = 323.4318.3917.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03cba816243240SE +/- 3.59, N = 332.9231.6727.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02cab48121620SE +/- 0.34, N = 314.4010.6110.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01cab48121620SE +/- 0.46, N = 315.0513.9013.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriescab510152025SE +/- 0.08, N = 321.2416.1015.88MIN: 10 / MAX: 113.1MIN: 6.98 / MAX: 76.43MIN: 7.22 / MAX: 73.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22cab0.90641.81282.71923.62564.532SE +/- 0.19949728, N = 34.028571133.950882993.51961064

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21cba612182430SE +/- 0.39, N = 326.0819.9019.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20cba246810SE +/- 0.05985674, N = 38.884613997.253193866.79596265

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19cab246810SE +/- 0.69953999, N = 37.619067194.493385074.04889965

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18cba3691215SE +/- 0.12, N = 310.8710.6610.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17cab3691215SE +/- 0.16820100, N = 311.538725858.651460017.98219156

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16cab1.04922.09843.14764.19685.246SE +/- 0.16303406, N = 34.663198474.363078284.18387175

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15cab1.06312.12623.18934.25245.3155SE +/- 0.08527822, N = 34.724839213.818186443.54577971

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14cba246810SE +/- 0.07417046, N = 36.114914424.380564694.13995790

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13cba246810SE +/- 0.31099802, N = 36.483417995.120224004.88721561

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12cab246810SE +/- 0.33877901, N = 38.058779726.270245395.72649527

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11cba246810SE +/- 0.10007938, N = 36.837533955.009202484.84764210

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10cab3691215SE +/- 0.17383905, N = 312.140001308.965245888.56665230

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09cba48121620SE +/- 0.23, N = 316.1114.5513.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08cba3691215SE +/- 0.15575170, N = 313.566510209.098587048.53293451

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07cab3691215SE +/- 0.05491095, N = 312.817502028.172349618.02594757

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06bac0.51011.02021.53032.04042.5505SE +/- 0.27682158, N = 32.267287022.205627402.17945814

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05cab3691215SE +/- 0.18, N = 312.7810.4910.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04cab246810SE +/- 0.39510107, N = 38.546212207.014889246.84189463

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03cba3691215SE +/- 0.30946731, N = 311.397716528.808214198.57423337

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02cba246810SE +/- 0.13985277, N = 36.932012085.018533714.76416794

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01cba246810SE +/- 0.22626002, N = 37.865583907.750827797.17941427

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriescab246810SE +/- 0.09138457, N = 38.651722386.649610276.58410643MIN: 4.03 / MAX: 26.08MIN: 3.57 / MAX: 20.64MIN: 3.52 / MAX: 19.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22acb0.21670.43340.65010.86681.0835SE +/- 0.02438513, N = 60.963043070.950198590.94075781

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21cab246810SE +/- 0.06916663, N = 68.907902727.359979717.27309227

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20cab0.51071.02141.53212.04282.5535SE +/- 0.09308727, N = 62.269961602.222167372.06534791

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19cab0.22980.45960.68940.91921.149SE +/- 0.03098553, N = 61.021512390.942220920.83248776

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18cba1.06382.12763.19144.25525.319SE +/- 0.06033490, N = 64.728209023.457467083.24338492

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17cab0.9461.8922.8383.7844.73SE +/- 0.05498739, N = 64.204265592.297739272.23182964

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16abc0.27240.54480.81721.08961.362SE +/- 0.03311086, N = 61.210527841.082250241.07611108

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15cab0.48220.96441.44661.92882.411SE +/- 0.07958495, N = 62.143281701.795108261.54761553

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14cab0.41460.82921.24381.65842.073SE +/- 0.11941087, N = 61.842793351.720304811.34116840

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13abc0.27640.55280.82921.10561.382SE +/- 0.03414257, N = 61.228319781.215781691.15871251

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12cab0.54091.08181.62272.16362.7045SE +/- 0.10307428, N = 62.404198411.910990461.72903442

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11cba0.26420.52840.79261.05681.321SE +/- 0.03746457, N = 61.174091461.167011860.99049346

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10cba0.97441.94882.92323.89764.872SE +/- 0.07304682, N = 64.330640323.158519512.72449839

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09cab1.05862.11723.17584.23445.293SE +/- 0.13449946, N = 64.704895023.957229463.91516662

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08cba0.53341.06681.60022.13362.667SE +/- 0.05279574, N = 62.370493892.039551971.89211027

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07cab0.93191.86382.79573.72764.6595SE +/- 0.08663080, N = 64.141925332.970415952.87794304

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06bca0.1890.3780.5670.7560.945SE +/- 0.07035924, N = 60.839891670.772371890.76801004

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05cba0.86611.73222.59833.46444.3305SE +/- 0.17943352, N = 63.849180703.442064053.36831411

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04cab0.75941.51882.27823.03763.797SE +/- 0.06221389, N = 63.375233892.607173842.27759695

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03cab0.99671.99342.99013.98684.9835SE +/- 0.09541907, N = 64.429696082.912842312.86002350

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02cba0.56621.13241.69862.26482.831SE +/- 0.04818301, N = 62.516377211.939615611.85550449

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01bca1.20782.41563.62344.83126.039SE +/- 0.18773897, N = 65.368044385.339872364.92630212

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriescab0.51691.03381.55072.06762.5845SE +/- 0.01846436, N = 62.297291161.926817781.87671195MIN: 0.95 / MAX: 8.91MIN: 0.83 / MAX: 7.62MIN: 0.83 / MAX: 7.27