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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December 05 2023
  1 Day, 21 Hours, 36 Minutes
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December 05 2023
  9 Hours, 11 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 - Q22ab48121620Min: 13.21 / Avg: 14 / Max: 14.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ba306090120150SE +/- 2.00, N = 5143.28144.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ba306090120150Min: 139.72 / Avg: 144.59 / Max: 150.71

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 - Q20ab612182430Min: 24.57 / Avg: 25.37 / Max: 26.26

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 - Q19ab510152025Min: 20.39 / Avg: 20.75 / Max: 21.22

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 - Q18ab1122334455Min: 55.67 / Avg: 57.8 / Max: 59.77

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 - Q17ab1020304050Min: 48.22 / Avg: 49.74 / Max: 50.56

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 - Q16ab510152025Min: 15.56 / Avg: 16.39 / Max: 17.55

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 - Q15ab48121620Min: 16.62 / Avg: 16.93 / Max: 17.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ba510152025SE +/- 0.26, N = 519.5320.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ba510152025Min: 19.23 / Avg: 20.13 / Max: 20.77

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 - Q13ab48121620Min: 13.97 / Avg: 14.47 / Max: 14.93

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 - Q12ab918273645Min: 27.88 / Avg: 30.77 / Max: 33.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ba3691215SE +/- 0.18422343, N = 59.512077339.51405735
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ba3691215Min: 9.13 / Avg: 9.51 / Max: 10.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ba816243240SE +/- 0.29, N = 532.2232.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ba714212835Min: 31.55 / Avg: 32.38 / Max: 33.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ba1326395265SE +/- 2.44, N = 354.8657.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ba1122334455Min: 52.31 / Avg: 57.18 / Max: 59.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ba816243240SE +/- 0.34, N = 534.5935.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ba816243240Min: 34.03 / Avg: 35.14 / Max: 35.92

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 - Q07ab714212835Min: 31.14 / Avg: 31.45 / Max: 31.75

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 - Q06ab48121620Min: 11.64 / Avg: 11.99 / Max: 12.43

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 - Q05ab816243240Min: 36.97 / Avg: 37.59 / Max: 38.79

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 - Q04ab816243240Min: 29.4 / Avg: 30.76 / Max: 34.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ba1224364860SE +/- 2.22, N = 547.9051.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ba1020304050Min: 44.97 / Avg: 51.97 / Max: 57.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ba3691215SE +/- 0.21, N = 512.5012.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ba48121620Min: 12.12 / Avg: 12.66 / Max: 13.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ba510152025SE +/- 0.21, N = 520.0420.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ba510152025Min: 19.64 / Avg: 20.46 / Max: 20.83

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: 100 - Geometric Mean Of All Queriesab612182430Min: 26.51 / Avg: 27.65 / Max: 28.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ba246810SE +/- 0.24303003, N = 37.217318537.49214983
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ba3691215Min: 7.11 / Avg: 7.49 / Max: 7.94

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 - Q21ab1428425670Min: 68.42 / Avg: 73.68 / Max: 76.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ba48121620SE +/- 0.08, N = 314.7115.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ba48121620Min: 15.59 / Avg: 15.72 / Max: 15.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ba3691215SE +/- 0.23, N = 311.1911.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ba3691215Min: 11.09 / Avg: 11.34 / Max: 11.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ba714212835SE +/- 0.38, N = 330.0130.99
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ba714212835Min: 30.59 / Avg: 30.99 / Max: 31.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ba612182430SE +/- 0.19, N = 325.1625.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ba612182430Min: 24.88 / Avg: 25.25 / Max: 25.47

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 - Q16ab3691215Min: 9.57 / Avg: 9.76 / Max: 10

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ba3691215SE +/- 0.12753167, N = 39.391550069.46833801
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ba3691215Min: 9.34 / Avg: 9.47 / Max: 9.72

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 - Q14ab3691215Min: 11.4 / Avg: 11.62 / Max: 12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ba3691215SE +/- 0.36269507, N = 39.9517965310.46180662
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ba3691215Min: 9.84 / Avg: 10.46 / Max: 11.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ba48121620SE +/- 0.87, N = 315.0616.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ba48121620Min: 15.23 / Avg: 16.12 / Max: 17.87

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 - Q11ab3691215Min: 6.98 / Avg: 7.16 / Max: 7.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ba510152025SE +/- 0.65, N = 320.0720.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ba510152025Min: 18.97 / Avg: 20.27 / Max: 20.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ba714212835SE +/- 0.90, N = 328.8628.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ba612182430Min: 27.19 / Avg: 28.96 / Max: 30.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ba510152025SE +/- 0.10, N = 321.5821.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ba510152025Min: 21.53 / Avg: 21.74 / Max: 21.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ba510152025SE +/- 0.22, N = 320.3920.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ba510152025Min: 20.56 / Avg: 20.97 / Max: 21.34

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 - Q06ab3691215Min: 6.49 / Avg: 7.04 / Max: 7.44

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 - Q05ab612182430Min: 24.38 / Avg: 27.13 / Max: 31.26

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 - Q04ab510152025Min: 15.79 / Avg: 17.43 / Max: 19.31

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 - Q03ab714212835Min: 20.96 / Avg: 27.89 / Max: 32.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ba3691215SE +/- 0.34, N = 310.0410.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ba3691215Min: 9.98 / Avg: 10.61 / Max: 11.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ba48121620SE +/- 0.46, N = 313.2113.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ba48121620Min: 13.02 / Avg: 13.9 / Max: 14.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesba48121620SE +/- 0.08, N = 315.8816.10MIN: 7.22 / MAX: 73.93MIN: 6.98 / MAX: 76.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesba48121620Min: 15.93 / Avg: 16.1 / Max: 16.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ba0.88891.77782.66673.55564.4445SE +/- 0.19949728, N = 33.519610643.95088299
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ba246810Min: 3.57 / Avg: 3.95 / Max: 4.25

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 - Q21ab510152025Min: 19.36 / Avg: 19.88 / Max: 20.64

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 - Q20ab3691215Min: 6.7 / Avg: 6.8 / Max: 6.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ba1.0112.0223.0334.0445.055SE +/- 0.69953999, N = 34.048899654.49338507
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ba246810Min: 3.75 / Avg: 4.49 / Max: 5.89

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 - Q18ab3691215Min: 10.35 / Avg: 10.53 / Max: 10.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ba246810SE +/- 0.16820100, N = 37.982191568.65146001
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ba3691215Min: 8.44 / Avg: 8.65 / Max: 8.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ba0.98171.96342.94513.92684.9085SE +/- 0.16303406, N = 34.183871754.36307828
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ba246810Min: 4.17 / Avg: 4.36 / Max: 4.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ba0.85911.71822.57733.43644.2955SE +/- 0.08527822, N = 33.545779713.81818644
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ba246810Min: 3.66 / Avg: 3.82 / Max: 3.96

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 - Q14ab246810Min: 4.06 / Avg: 4.14 / Max: 4.29

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 - Q13ab246810Min: 4.53 / Avg: 4.89 / Max: 5.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ba246810SE +/- 0.33877901, N = 35.726495276.27024539
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ba3691215Min: 5.72 / Avg: 6.27 / Max: 6.89

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 - Q11ab246810Min: 4.65 / Avg: 4.85 / Max: 4.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ba3691215SE +/- 0.17383905, N = 38.566652308.96524588
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ba3691215Min: 8.78 / Avg: 8.97 / Max: 9.31

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 - Q09ab48121620Min: 12.82 / Avg: 13.27 / Max: 13.58

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 - Q08ab3691215Min: 8.32 / Avg: 8.53 / Max: 8.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ba246810SE +/- 0.05491095, N = 38.025947578.17234961
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ba3691215Min: 8.07 / Avg: 8.17 / Max: 8.25

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 - Q06ab246810Min: 1.65 / Avg: 2.21 / Max: 2.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ba3691215SE +/- 0.18, N = 310.0210.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ba3691215Min: 10.29 / Avg: 10.49 / Max: 10.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ba246810SE +/- 0.39510107, N = 36.841894637.01488924
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ba3691215Min: 6.37 / Avg: 7.01 / Max: 7.73

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 - Q03ab3691215Min: 8.21 / Avg: 8.57 / Max: 9.19

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 - Q02ab246810Min: 4.54 / Avg: 4.76 / Max: 5.02

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 - Q01ab3691215Min: 6.73 / Avg: 7.18 / Max: 7.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesba246810SE +/- 0.09138457, N = 36.584106436.64961027MIN: 3.52 / MAX: 19.9MIN: 3.57 / MAX: 20.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesba3691215Min: 6.48 / Avg: 6.65 / Max: 6.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ba0.21670.43340.65010.86681.0835SE +/- 0.02438513, N = 60.940757810.96304307
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ba246810Min: 0.9 / Avg: 0.96 / Max: 1.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ba246810SE +/- 0.06916663, N = 67.273092277.35997971
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ba3691215Min: 7.15 / Avg: 7.36 / Max: 7.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ba0.511.522.5SE +/- 0.09308727, N = 62.065347912.22216737
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ba246810Min: 2.01 / Avg: 2.22 / Max: 2.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ba0.2120.4240.6360.8481.06SE +/- 0.03098553, N = 60.832487760.94222092
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ba246810Min: 0.83 / Avg: 0.94 / Max: 1.03

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 - Q18ab246810Min: 3.05 / Avg: 3.24 / Max: 3.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ba0.5171.0341.5512.0682.585SE +/- 0.05498739, N = 62.231829642.29773927
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ba246810Min: 2.11 / Avg: 2.3 / Max: 2.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ba0.27240.54480.81721.08961.362SE +/- 0.03311086, N = 61.082250241.21052784
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ba246810Min: 1.08 / Avg: 1.21 / Max: 1.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ba0.40390.80781.21171.61562.0195SE +/- 0.07958495, N = 61.547615531.79510826
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ba246810Min: 1.67 / Avg: 1.8 / Max: 2.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ba0.38710.77421.16131.54841.9355SE +/- 0.11941087, N = 61.341168401.72030481
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ba246810Min: 1.35 / Avg: 1.72 / Max: 2.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ba0.27640.55280.82921.10561.382SE +/- 0.03414257, N = 61.215781691.22831978
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ba246810Min: 1.11 / Avg: 1.23 / Max: 1.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ba0.430.861.291.722.15SE +/- 0.10307428, N = 61.729034421.91099046
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ba246810Min: 1.6 / Avg: 1.91 / Max: 2.25

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 - Q11ab246810Min: 0.9 / Avg: 0.99 / Max: 1.13

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 - Q10ab246810Min: 2.53 / Avg: 2.72 / Max: 2.95

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ba0.89041.78082.67123.56164.452SE +/- 0.13449946, N = 63.915166623.95722946
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ba246810Min: 3.34 / Avg: 3.96 / Max: 4.28

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 - Q08ab246810Min: 1.68 / Avg: 1.89 / Max: 2.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ba0.66831.33662.00492.67323.3415SE +/- 0.08663080, N = 62.877943042.97041595
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ba246810Min: 2.74 / Avg: 2.97 / Max: 3.37

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 - Q06ab246810Min: 0.47 / Avg: 0.77 / Max: 0.97

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 - Q05ab246810Min: 2.76 / Avg: 3.37 / Max: 3.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ba0.58661.17321.75982.34642.933SE +/- 0.06221389, N = 62.277596952.60717384
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ba246810Min: 2.43 / Avg: 2.61 / Max: 2.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ba0.65541.31081.96622.62163.277SE +/- 0.09541907, N = 62.860023502.91284231
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ba246810Min: 2.58 / Avg: 2.91 / Max: 3.2

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 - Q02ab246810Min: 1.66 / Avg: 1.86 / Max: 1.95

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 - Q01ab246810Min: 4.36 / Avg: 4.93 / Max: 5.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesba0.43350.8671.30051.7342.1675SE +/- 0.01846436, N = 61.876711951.92681778MIN: 0.83 / MAX: 7.27MIN: 0.83 / MAX: 7.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesba246810Min: 1.86 / Avg: 1.93 / Max: 2