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 - Q22abc48121620SE +/- 0.23, N = 514.0014.6116.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21abc50100150200250SE +/- 2.00, N = 5144.59143.28235.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20abc816243240SE +/- 0.30, N = 525.3726.0534.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19abc816243240SE +/- 0.13, N = 520.7521.2233.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18abc20406080100SE +/- 0.84, N = 557.8058.0686.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17abc1632486480SE +/- 0.41, N = 549.7450.0974.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16abc510152025SE +/- 0.40, N = 516.3921.5119.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15abc510152025SE +/- 0.12, N = 516.9317.6120.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14abc714212835SE +/- 0.26, N = 520.1319.5331.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13abc510152025SE +/- 0.21, N = 414.4714.9618.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12abc918273645SE +/- 0.91, N = 530.7741.0939.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11abc3691215SE +/- 0.18422343, N = 59.514057359.5120773313.59050560

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10abc1122334455SE +/- 0.29, N = 532.3832.2249.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09abc20406080100SE +/- 2.44, N = 357.1854.8683.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08abc1122334455SE +/- 0.34, N = 535.1434.5946.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07abc1122334455SE +/- 0.12, N = 531.4531.5847.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06abc48121620SE +/- 0.14, N = 511.9912.3615.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05abc1224364860SE +/- 0.31, N = 537.5937.9153.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04abc918273645SE +/- 0.97, N = 530.7637.6538.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03abc1530456075SE +/- 2.22, N = 551.9747.9065.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02abc510152025SE +/- 0.21, N = 512.6612.5021.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01abc612182430SE +/- 0.21, N = 520.4620.0425.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesabc918273645SE +/- 0.30, N = 527.6529.0639.00MIN: 9.13 / MAX: 150.71MIN: 9.51 / MAX: 143.28MIN: 13.59 / MAX: 235.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22abc3691215SE +/- 0.24303003, N = 37.492149837.2173185310.43688583

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21abc306090120150SE +/- 2.63, N = 373.6873.93113.10

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20abc510152025SE +/- 0.08, N = 315.7214.7119.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19abc48121620SE +/- 0.23, N = 311.3411.1916.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18abc918273645SE +/- 0.38, N = 330.9930.0141.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17abc816243240SE +/- 0.19, N = 325.2525.1635.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16abc3691215SE +/- 0.12588108, N = 39.7574024210.1622905711.00605679

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15abc3691215SE +/- 0.12753167, N = 39.468338019.3915500610.68865585

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14abc48121620SE +/- 0.19, N = 311.6211.9615.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13abc3691215SE +/- 0.36269507, N = 310.461806629.9517965312.39374065

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12abc510152025SE +/- 0.87, N = 316.1215.0620.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11abc3691215SE +/- 0.14487549, N = 37.156548987.230300909.99976254

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10abc612182430SE +/- 0.65, N = 320.2720.0725.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09abc918273645SE +/- 0.90, N = 328.9628.8640.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08abc714212835SE +/- 0.10, N = 321.7421.5830.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07abc612182430SE +/- 0.22, N = 320.9720.3926.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06abc246810SE +/- 0.28695458, N = 37.043395207.222640048.43636608

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05abc816243240SE +/- 2.10, N = 327.1327.2634.30

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04abc612182430SE +/- 1.03, N = 317.4318.3923.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03abc816243240SE +/- 3.59, N = 327.8931.6732.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02abc48121620SE +/- 0.34, N = 310.6110.0414.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01abc48121620SE +/- 0.46, N = 313.9013.2115.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesabc510152025SE +/- 0.08, N = 316.1015.8821.24MIN: 6.98 / MAX: 76.43MIN: 7.22 / MAX: 73.93MIN: 10 / MAX: 113.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22abc0.90641.81282.71923.62564.532SE +/- 0.19949728, N = 33.950882993.519610644.02857113

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21abc612182430SE +/- 0.39, N = 319.8819.9026.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20abc246810SE +/- 0.05985674, N = 36.795962657.253193868.88461399

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19abc246810SE +/- 0.69953999, N = 34.493385074.048899657.61906719

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18abc3691215SE +/- 0.12, N = 310.5310.6610.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17abc3691215SE +/- 0.16820100, N = 38.651460017.9821915611.53872585

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16abc1.04922.09843.14764.19685.246SE +/- 0.16303406, N = 34.363078284.183871754.66319847

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15abc1.06312.12623.18934.25245.3155SE +/- 0.08527822, N = 33.818186443.545779714.72483921

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14abc246810SE +/- 0.07417046, N = 34.139957904.380564696.11491442

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13abc246810SE +/- 0.31099802, N = 34.887215615.120224006.48341799

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12abc246810SE +/- 0.33877901, N = 36.270245395.726495278.05877972

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11abc246810SE +/- 0.10007938, N = 34.847642105.009202486.83753395

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10abc3691215SE +/- 0.17383905, N = 38.965245888.5666523012.14000130

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09abc48121620SE +/- 0.23, N = 313.2714.5516.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08abc3691215SE +/- 0.15575170, N = 38.532934519.0985870413.56651020

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07abc3691215SE +/- 0.05491095, N = 38.172349618.0259475712.81750202

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06abc0.51011.02021.53032.04042.5505SE +/- 0.27682158, N = 32.205627402.267287022.17945814

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05abc3691215SE +/- 0.18, N = 310.4910.0212.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04abc246810SE +/- 0.39510107, N = 37.014889246.841894638.54621220

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03abc3691215SE +/- 0.30946731, N = 38.574233378.8082141911.39771652

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02abc246810SE +/- 0.13985277, N = 34.764167945.018533716.93201208

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01abc246810SE +/- 0.22626002, N = 37.179414277.750827797.86558390

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesabc246810SE +/- 0.09138457, N = 36.649610276.584106438.65172238MIN: 3.57 / MAX: 20.64MIN: 3.52 / MAX: 19.9MIN: 4.03 / MAX: 26.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22abc0.21670.43340.65010.86681.0835SE +/- 0.02438513, N = 60.963043070.940757810.95019859

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21abc246810SE +/- 0.06916663, N = 67.359979717.273092278.90790272

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20abc0.51071.02141.53212.04282.5535SE +/- 0.09308727, N = 62.222167372.065347912.26996160

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19abc0.22980.45960.68940.91921.149SE +/- 0.03098553, N = 60.942220920.832487761.02151239

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18abc1.06382.12763.19144.25525.319SE +/- 0.06033490, N = 63.243384923.457467084.72820902

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17abc0.9461.8922.8383.7844.73SE +/- 0.05498739, N = 62.297739272.231829644.20426559

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 - Q15abc0.48220.96441.44661.92882.411SE +/- 0.07958495, N = 61.795108261.547615532.14328170

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14abc0.41460.82921.24381.65842.073SE +/- 0.11941087, N = 61.720304811.341168401.84279335

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 - Q12abc0.54091.08181.62272.16362.7045SE +/- 0.10307428, N = 61.910990461.729034422.40419841

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11abc0.26420.52840.79261.05681.321SE +/- 0.03746457, N = 60.990493461.167011861.17409146

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10abc0.97441.94882.92323.89764.872SE +/- 0.07304682, N = 62.724498393.158519514.33064032

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09abc1.05862.11723.17584.23445.293SE +/- 0.13449946, N = 63.957229463.915166624.70489502

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08abc0.53341.06681.60022.13362.667SE +/- 0.05279574, N = 61.892110272.039551972.37049389

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07abc0.93191.86382.79573.72764.6595SE +/- 0.08663080, N = 62.970415952.877943044.14192533

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06abc0.1890.3780.5670.7560.945SE +/- 0.07035924, N = 60.768010040.839891670.77237189

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05abc0.86611.73222.59833.46444.3305SE +/- 0.17943352, N = 63.368314113.442064053.84918070

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04abc0.75941.51882.27823.03763.797SE +/- 0.06221389, N = 62.607173842.277596953.37523389

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03abc0.99671.99342.99013.98684.9835SE +/- 0.09541907, N = 62.912842312.860023504.42969608

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02abc0.56621.13241.69862.26482.831SE +/- 0.04818301, N = 61.855504491.939615612.51637721

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01abc1.20782.41563.62344.83126.039SE +/- 0.18773897, N = 64.926302125.368044385.33987236

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesabc0.51691.03381.55072.06762.5845SE +/- 0.01846436, N = 61.926817781.876711952.29729116MIN: 0.83 / MAX: 7.62MIN: 0.83 / MAX: 7.27MIN: 0.95 / MAX: 8.91