spark tpch benchmark xeon

Tests for a future article. 2 x Intel Xeon Platinum 8490H testing with a Quanta Cloud S6Q-MB-MPS (3A10.uh 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 2312059-NE-SPARKTPCH04
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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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  1 Day, 3 Hours, 23 Minutes
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spark tpch benchmark xeonOpenBenchmarking.orgPhoronix Test Suite2 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 13.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen ResolutionSpark Tpch Benchmark Xeon PerformanceSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0004d0 - 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: 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

a vs. b ComparisonPhoronix Test SuiteBaseline+8.4%+8.4%+16.8%+16.8%+25.2%+25.2%2.7%3.1%4.2%8.5%2.1%3.8%6.9%3.3%5.1%7.1%2.8%5.7%5.2%12.3%11%8.4%4.3%7.7%9.5%4.7%4.7%2.5%2.4%7.6%13.2%3%11.9%16%28.3%10.5%3.2%14.5%100 - G.M.O.A.Q5.1%1 - G.M.O.A.Q100 - Q224.4%100 - Q202.7%100 - Q192.2%100 - Q1631.2%100 - Q154%100 - Q14100 - Q133.4%100 - Q1233.5%100 - Q09100 - Q063%100 - Q0422.4%100 - Q03100 - Q0150 - Q2250 - Q2050 - Q1850 - Q164.1%50 - Q143%50 - Q1350 - Q1250 - Q0750 - Q062.5%50 - Q045.5%50 - Q0313.5%50 - Q0250 - Q0110 - Q2210 - Q206.7%10 - Q1910 - Q1710 - Q1610 - Q1510 - Q145.8%10 - Q134.8%10 - Q1210 - Q113.3%10 - Q1010 - Q099.6%10 - Q086.6%10 - Q062.8%10 - Q0510 - Q0410 - Q032.7%10 - Q025.3%10 - Q018%1 - Q221 - Q201 - Q191 - Q186.6%1 - Q171 - Q161 - Q151 - Q141 - Q121 - Q1117.8%1 - Q1015.9%1 - Q087.8%1 - Q071 - Q069.4%1 - Q052.2%1 - Q041 - Q024.5%1 - Q019%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-Hab

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 Queriesab13.99626141144.5908386225.3670208020.7542572057.7968231249.7394508416.3894941316.9292648320.1340320614.4740705530.773602689.5140573532.3775791257.1769116735.1438179031.4488525411.9943445237.5873962430.7560672851.9675941512.6629663520.4589756027.648031437.4921498373.6816711415.7230847711.3376846330.9899648025.248199469.757402429.4683380111.6171846410.4618066216.119141587.1565489820.2717628528.9566574121.7359294920.968189247.0433952027.1339607217.4275372827.8946870210.6149406513.9031728116.095215963.9508829919.879419966.795962654.4933850710.528648068.651460014.363078283.818186444.139957904.887215616.270245394.847642108.9652458813.273308758.532934518.172349612.2056274010.486206697.014889248.574233374.764167947.179414276.649610270.963043077.359979712.222167370.942220923.243384922.297739271.210527841.795108261.720304811.228319781.910990460.990493462.724498393.957229461.892110272.970415950.768010043.368314112.607173842.912842311.855504494.926302121.9268177814.61200809143.2830352826.0459747321.2176036858.0580673250.0931472821.5084857917.6061801919.52896514.9643545241.088203439.5120773332.2211418254.8636016834.5925788931.5776882212.3594179237.9086570737.6510276847.9020500212.501154920.0409030929.059827237.2173185373.9325027514.7144079211.1912050230.0131130225.1552562710.162290579.3915500611.961516389.9517965315.056835177.230300920.0726203928.8585205121.5815792120.391494757.2226400427.2575149518.3906536131.6714897210.040087713.2133178715.875810883.5196106419.900465017.253193864.0488996510.659009937.982191564.183871753.545779714.380564695.1202245.726495275.009202488.566652314.549153339.098587048.025947572.2672870210.019138346.841894638.808214195.018533717.750827796.584106430.940757817.273092272.065347910.832487763.457467082.231829641.082250241.547615531.34116841.215781691.729034421.167011863.158519513.915166622.039551972.877943040.839891673.442064052.277596952.86002351.939615615.368044381.87671195OpenBenchmarking.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 +/- 0.23, N = 514.0014.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ab306090120150SE +/- 2.00, N = 5144.59143.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ab612182430SE +/- 0.30, N = 525.3726.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ab510152025SE +/- 0.13, N = 520.7521.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ab1326395265SE +/- 0.84, N = 557.8058.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ab1122334455SE +/- 0.41, N = 549.7450.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ab510152025SE +/- 0.40, N = 516.3921.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ab48121620SE +/- 0.12, N = 516.9317.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ab510152025SE +/- 0.26, N = 520.1319.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ab48121620SE +/- 0.21, N = 414.4714.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ab918273645SE +/- 0.91, N = 530.7741.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ab3691215SE +/- 0.18422343, N = 59.514057359.51207733

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ab816243240SE +/- 0.29, N = 532.3832.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ab1326395265SE +/- 2.44, N = 357.1854.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ab816243240SE +/- 0.34, N = 535.1434.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ab714212835SE +/- 0.12, N = 531.4531.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ab3691215SE +/- 0.14, N = 511.9912.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ab918273645SE +/- 0.31, N = 537.5937.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ab918273645SE +/- 0.97, N = 530.7637.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ab1224364860SE +/- 2.22, N = 551.9747.90

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ab3691215SE +/- 0.21, N = 512.6612.50

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ab510152025SE +/- 0.21, N = 520.4620.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesab714212835SE +/- 0.30, N = 527.6529.06MIN: 9.13 / MAX: 150.71MIN: 9.51 / MAX: 143.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ab246810SE +/- 0.24303003, N = 37.492149837.21731853

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ab1632486480SE +/- 2.63, N = 373.6873.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ab48121620SE +/- 0.08, N = 315.7214.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ab3691215SE +/- 0.23, N = 311.3411.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ab714212835SE +/- 0.38, N = 330.9930.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ab612182430SE +/- 0.19, N = 325.2525.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ab3691215SE +/- 0.12588108, N = 39.7574024210.16229057

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ab3691215SE +/- 0.12753167, N = 39.468338019.39155006

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ab3691215SE +/- 0.19, N = 311.6211.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ab3691215SE +/- 0.36269507, N = 310.461806629.95179653

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ab48121620SE +/- 0.87, N = 316.1215.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ab246810SE +/- 0.14487549, N = 37.156548987.23030090

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ab510152025SE +/- 0.65, N = 320.2720.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ab714212835SE +/- 0.90, N = 328.9628.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ab510152025SE +/- 0.10, N = 321.7421.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ab510152025SE +/- 0.22, N = 320.9720.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ab246810SE +/- 0.28695458, N = 37.043395207.22264004

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ab612182430SE +/- 2.10, N = 327.1327.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ab510152025SE +/- 1.03, N = 317.4318.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ab714212835SE +/- 3.59, N = 327.8931.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ab3691215SE +/- 0.34, N = 310.6110.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ab48121620SE +/- 0.46, N = 313.9013.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesab48121620SE +/- 0.08, N = 316.1015.88MIN: 6.98 / MAX: 76.43MIN: 7.22 / MAX: 73.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ab0.88891.77782.66673.55564.4445SE +/- 0.19949728, N = 33.950882993.51961064

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ab510152025SE +/- 0.39, N = 319.8819.90

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ab246810SE +/- 0.05985674, N = 36.795962657.25319386

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ab1.0112.0223.0334.0445.055SE +/- 0.69953999, N = 34.493385074.04889965

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ab3691215SE +/- 0.12, N = 310.5310.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ab246810SE +/- 0.16820100, N = 38.651460017.98219156

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ab0.98171.96342.94513.92684.9085SE +/- 0.16303406, N = 34.363078284.18387175

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ab0.85911.71822.57733.43644.2955SE +/- 0.08527822, N = 33.818186443.54577971

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ab0.98561.97122.95683.94244.928SE +/- 0.07417046, N = 34.139957904.38056469

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ab1.15212.30423.45634.60845.7605SE +/- 0.31099802, N = 34.887215615.12022400

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ab246810SE +/- 0.33877901, N = 36.270245395.72649527

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ab1.12712.25423.38134.50845.6355SE +/- 0.10007938, N = 34.847642105.00920248

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ab3691215SE +/- 0.17383905, N = 38.965245888.56665230

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ab48121620SE +/- 0.23, N = 313.2714.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ab3691215SE +/- 0.15575170, N = 38.532934519.09858704

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ab246810SE +/- 0.05491095, N = 38.172349618.02594757

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ab0.51011.02021.53032.04042.5505SE +/- 0.27682158, N = 32.205627402.26728702

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ab3691215SE +/- 0.18, N = 310.4910.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ab246810SE +/- 0.39510107, N = 37.014889246.84189463

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ab246810SE +/- 0.30946731, N = 38.574233378.80821419

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ab1.12922.25843.38764.51685.646SE +/- 0.13985277, N = 34.764167945.01853371

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ab246810SE +/- 0.22626002, N = 37.179414277.75082779

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesab246810SE +/- 0.09138457, N = 36.649610276.58410643MIN: 3.57 / MAX: 20.64MIN: 3.52 / MAX: 19.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ab0.21670.43340.65010.86681.0835SE +/- 0.02438513, N = 60.963043070.94075781

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ab246810SE +/- 0.06916663, N = 67.359979717.27309227

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ab0.511.522.5SE +/- 0.09308727, N = 62.222167372.06534791

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ab0.2120.4240.6360.8481.06SE +/- 0.03098553, N = 60.942220920.83248776

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ab0.77791.55582.33373.11163.8895SE +/- 0.06033490, N = 63.243384923.45746708

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ab0.5171.0341.5512.0682.585SE +/- 0.05498739, N = 62.297739272.23182964

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ab0.27240.54480.81721.08961.362SE +/- 0.03311086, N = 61.210527841.08225024

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ab0.40390.80781.21171.61562.0195SE +/- 0.07958495, N = 61.795108261.54761553

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ab0.38710.77421.16131.54841.9355SE +/- 0.11941087, N = 61.720304811.34116840

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ab0.27640.55280.82921.10561.382SE +/- 0.03414257, N = 61.228319781.21578169

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ab0.430.861.291.722.15SE +/- 0.10307428, N = 61.910990461.72903442

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ab0.26260.52520.78781.05041.313SE +/- 0.03746457, N = 60.990493461.16701186

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ab0.71071.42142.13212.84283.5535SE +/- 0.07304682, N = 62.724498393.15851951

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ab0.89041.78082.67123.56164.452SE +/- 0.13449946, N = 63.957229463.91516662

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ab0.45890.91781.37671.83562.2945SE +/- 0.05279574, N = 61.892110272.03955197

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ab0.66831.33662.00492.67323.3415SE +/- 0.08663080, N = 62.970415952.87794304

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ab0.1890.3780.5670.7560.945SE +/- 0.07035924, N = 60.768010040.83989167

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ab0.77451.5492.32353.0983.8725SE +/- 0.17943352, N = 63.368314113.44206405

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ab0.58661.17321.75982.34642.933SE +/- 0.06221389, N = 62.607173842.27759695

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ab0.65541.31081.96622.62163.277SE +/- 0.09541907, N = 62.912842312.86002350

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ab0.43640.87281.30921.74562.182SE +/- 0.04818301, N = 61.855504491.93961561

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ab1.20782.41563.62344.83126.039SE +/- 0.18773897, N = 64.926302125.36804438

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesab0.43350.8671.30051.7342.1675SE +/- 0.01846436, N = 61.926817781.87671195MIN: 0.83 / MAX: 7.62MIN: 0.83 / MAX: 7.27