tpch sparky

AMD Ryzen 9 7950X 16-Core testing with a ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS) and NVIDIA NV174 8GB on Ubuntu 23.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2312045-PTS-TPCHSPAR47
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a
December 04 2023
  1 Day, 21 Hours, 49 Minutes
b
December 04 2023
  15 Hours, 8 Minutes
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  1 Day, 6 Hours, 29 Minutes
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a

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa601203
Java Notes: OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)
Python Notes: Python 3.11.6
Security Notes: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

b

Processor: AMD Ryzen 9 7950X 16-Core @ 5.88GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Samsung SSD 980 PRO 2TB + 4001GB Western Digital WD_BLACK SN850X 4000GB, Graphics: NVIDIA NV174 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: DELL U2723QE, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc2daily20231127-generic (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, Display Driver: nouveau, OpenGL: 4.3 Mesa 24.0~git2311260600.945288~oibaf~m (git-945288f 2023-11-26 mantic-oibaf-ppa), Compiler: GCC 13.2.0 + LLVM 16.0.6, File-System: ext4, Screen Resolution: 3840x2160

tpch sparkyOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 9 7950X 16-Core @ 5.88GHz (16 Cores / 32 Threads)ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS)AMD Device 14d832GB2000GB Samsung SSD 980 PRO 2TB + 4001GB Western Digital WD_BLACK SN850X 4000GBNVIDIA NV174 8GBNVIDIA GA104 HD AudioDELL U2723QEIntel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411Ubuntu 23.106.7.0-060700rc2daily20231127-generic (x86_64)GNOME Shell 45.1X Server 1.21.1.7 + Waylandnouveau4.3 Mesa 24.0~git2311260600.945288~oibaf~m (git-945288f 2023-11-26 mantic-oibaf-ppa)GCC 13.2.0 + LLVM 16.0.6ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionTpch Sparky BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa601203- OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)- Python 3.11.6- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

a vs. b ComparisonPhoronix Test SuiteBaseline+2.2%+2.2%+4.4%+4.4%+6.6%+6.6%+8.8%+8.8%2.1%2.1%2.6%2.5%2.6%3.3%3.5%5%2.4%3.7%3.2%4%2.8%4.1%3.7%2.2%4.2%3.1%4.4%4.2%2.1%6.6%2.6%2.4%4.1%8.4%3%2.4%4%100 - G.M.O.A.Q100 - Q22100 - Q21100 - Q20100 - Q18100 - Q17100 - Q13100 - Q12100 - Q1050 - Q223.5%50 - Q172%50 - Q168.9%50 - Q142.4%50 - Q1150 - Q0950 - Q0850 - Q053%50 - Q0310 - Q2210 - Q2010 - Q162.7%10 - Q1410 - Q1310 - Q118%10 - Q094.5%10 - Q0810 - Q0510 - Q0410 - Q0310 - Q0210 - Q011 - Q221 - Q207.3%1 - Q191 - Q161 - Q143.6%1 - Q131 - Q111 - Q092%1 - Q081 - Q053.9%1 - Q043.8%Apache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-HApache Spark TPC-Hab

tpch sparkyspark-tpch: 100 - Q22spark-tpch: 100 - Q21spark-tpch: 100 - Q20spark-tpch: 100 - Q19spark-tpch: 100 - Q18spark-tpch: 100 - Q17spark-tpch: 100 - Q16spark-tpch: 100 - Q15spark-tpch: 100 - Q14spark-tpch: 100 - Q13spark-tpch: 100 - Q12spark-tpch: 100 - Q11spark-tpch: 100 - Q10spark-tpch: 100 - Q09spark-tpch: 100 - Q08spark-tpch: 100 - Q07spark-tpch: 100 - Q06spark-tpch: 100 - Q05spark-tpch: 100 - Q04spark-tpch: 100 - Q03spark-tpch: 100 - Q02spark-tpch: 100 - Q01spark-tpch: 100 - Geometric Mean Of All Queriesspark-tpch: 50 - Q22spark-tpch: 50 - Q21spark-tpch: 50 - Q20spark-tpch: 50 - Q19spark-tpch: 50 - Q18spark-tpch: 50 - Q17spark-tpch: 50 - Q16spark-tpch: 50 - Q15spark-tpch: 50 - Q14spark-tpch: 50 - Q13spark-tpch: 50 - Q12spark-tpch: 50 - Q11spark-tpch: 50 - Q10spark-tpch: 50 - Q09spark-tpch: 50 - Q08spark-tpch: 50 - Q07spark-tpch: 50 - Q06spark-tpch: 50 - Q05spark-tpch: 50 - Q04spark-tpch: 50 - Q03spark-tpch: 50 - Q02spark-tpch: 50 - Q01spark-tpch: 50 - Geometric Mean Of All Queriesspark-tpch: 10 - Q22spark-tpch: 10 - Q21spark-tpch: 10 - Q20spark-tpch: 10 - Q19spark-tpch: 10 - Q18spark-tpch: 10 - Q17spark-tpch: 10 - Q16spark-tpch: 10 - Q15spark-tpch: 10 - Q14spark-tpch: 10 - Q13spark-tpch: 10 - Q12spark-tpch: 10 - Q11spark-tpch: 10 - Q10spark-tpch: 10 - Q09spark-tpch: 10 - Q08spark-tpch: 10 - Q07spark-tpch: 10 - Q06spark-tpch: 10 - Q05spark-tpch: 10 - Q04spark-tpch: 10 - Q03spark-tpch: 10 - Q02spark-tpch: 10 - Q01spark-tpch: 10 - Geometric Mean Of All Queriesspark-tpch: 1 - Q22spark-tpch: 1 - Q21spark-tpch: 1 - Q20spark-tpch: 1 - Q19spark-tpch: 1 - Q18spark-tpch: 1 - Q17spark-tpch: 1 - Q16spark-tpch: 1 - Q15spark-tpch: 1 - Q14spark-tpch: 1 - Q13spark-tpch: 1 - Q12spark-tpch: 1 - Q11spark-tpch: 1 - Q10spark-tpch: 1 - Q09spark-tpch: 1 - Q08spark-tpch: 1 - Q07spark-tpch: 1 - Q06spark-tpch: 1 - Q05spark-tpch: 1 - Q04spark-tpch: 1 - Q03spark-tpch: 1 - Q02spark-tpch: 1 - Q01spark-tpch: 1 - Geometric Mean Of All Queriesab15.61734390257.5032246957.6570739850.71526591128.13427480123.0399907413.4203198846.8868802451.2898979222.8182888066.3500747712.3399690066.99342346104.6476593072.4036076967.804687544.7201232975.2306823763.4572690368.9359105411.4985796649.1795234752.102289988.09008837128.8945261628.7485974625.3085791363.0175603258.293804176.5423344023.3464965825.6421648711.8073056532.375083296.1217289033.0668780045.6652603236.2811991433.6409390822.1198902136.8637809731.1353219436.093758906.8570818925.4126008425.679560472.1715943823.409882236.338078185.2017909712.6639394711.829778992.277861204.978137975.449492623.022573476.239727811.797285557.105355909.193227457.332035386.747567654.433709147.906052596.577117767.481011392.250048486.311233205.754907400.621126873.594456041.074701750.693959851.789312761.462197540.775601310.776500920.738675460.791692831.057829340.625227131.266760431.990826251.172779881.412877360.533354681.430737021.239550631.384356901.172841792.150497441.0755177615.30221462251.074829156.2781066950.32149124124.86743164119.1663513213.1970300746.5463180550.800483722.0551490863.1657104512.1318111465.45317078102.8100509672.3209457468.3340606744.5996398974.5218429662.613918369.4283981311.5603275349.3071212851.039765368.37519741129.6703338629.0145530725.7982997962.9690666259.476913457.1270375323.4703636226.2560977912.0069656432.26219945.9038305333.6288948144.2379646334.8936042833.1927261422.3126640337.9534797731.2826957735.117149356.8425216725.5403747625.90475392.0851302123.304231646.109913355.226128112.6298131911.803380972.339059115.013192185.332581042.901242496.356723791.94165237.151951799.605816847.114100936.810297014.369860177.576030736.309422027.330416682.11009866.149677285.75735680.606661023.619772671.153450010.666547421.776160721.442211750.715276060.770980120.765403750.768678191.064730880.61058141.289570092.031487461.127421861.39594340.537158311.486977221.287102821.360372071.188475372.135855911.06830837OpenBenchmarking.org

Apache Spark TPC-H

This is a benchmark of Apache Spark using TPC-H data-set. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmarks the Apache Spark in a single-system configuration using spark-submit. The test makes use of https://github.com/ssavvides/tpch-spark/ for facilitating the TPC-H benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q22ab48121620SE +/- 0.05, N = 315.6215.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q22ab48121620Min: 15.53 / Avg: 15.62 / Max: 15.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ab60120180240300SE +/- 1.17, N = 3257.50251.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ab50100150200250Min: 255.45 / Avg: 257.5 / Max: 259.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ab1326395265SE +/- 0.14, N = 357.6656.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ab1122334455Min: 57.48 / Avg: 57.66 / Max: 57.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ab1122334455SE +/- 0.10, N = 350.7250.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ab1020304050Min: 50.53 / Avg: 50.72 / Max: 50.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ab306090120150SE +/- 0.40, N = 3128.13124.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ab20406080100Min: 127.33 / Avg: 128.13 / Max: 128.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ab306090120150SE +/- 0.27, N = 3123.04119.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ab20406080100Min: 122.67 / Avg: 123.04 / Max: 123.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ab3691215SE +/- 0.11, N = 313.4213.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ab48121620Min: 13.21 / Avg: 13.42 / Max: 13.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ab1122334455SE +/- 0.10, N = 346.8946.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ab1020304050Min: 46.69 / Avg: 46.89 / Max: 47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ab1224364860SE +/- 0.30, N = 351.2950.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ab1020304050Min: 50.96 / Avg: 51.29 / Max: 51.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ab510152025SE +/- 0.67, N = 322.8222.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ab510152025Min: 22.09 / Avg: 22.82 / Max: 24.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ab1530456075SE +/- 0.05, N = 366.3563.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ab1326395265Min: 66.26 / Avg: 66.35 / Max: 66.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ab3691215SE +/- 0.16, N = 312.3412.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ab48121620Min: 12.07 / Avg: 12.34 / Max: 12.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ab1530456075SE +/- 0.38, N = 366.9965.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ab1326395265Min: 66.3 / Avg: 66.99 / Max: 67.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ab20406080100SE +/- 2.94, N = 3104.65102.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ab20406080100Min: 98.85 / Avg: 104.65 / Max: 108.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ab1632486480SE +/- 1.59, N = 372.4072.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ab1428425670Min: 69.24 / Avg: 72.4 / Max: 74.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ab1530456075SE +/- 0.86, N = 367.8068.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ab1326395265Min: 66.09 / Avg: 67.8 / Max: 68.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ab1020304050SE +/- 0.08, N = 344.7244.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ab918273645Min: 44.56 / Avg: 44.72 / Max: 44.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ab20406080100SE +/- 1.50, N = 375.2374.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ab1428425670Min: 72.26 / Avg: 75.23 / Max: 77.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ab1428425670SE +/- 0.57, N = 363.4662.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ab1224364860Min: 62.48 / Avg: 63.46 / Max: 64.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ab1530456075SE +/- 0.74, N = 368.9469.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ab1326395265Min: 67.54 / Avg: 68.94 / Max: 70.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ab3691215SE +/- 0.22, N = 311.5011.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ab3691215Min: 11.06 / Avg: 11.5 / Max: 11.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ab1122334455SE +/- 0.19, N = 349.1849.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ab1020304050Min: 48.91 / Avg: 49.18 / Max: 49.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesab1224364860SE +/- 0.11, N = 352.1051.04MIN: 12.07 / MAX: 259.51MIN: 12.13 / MAX: 251.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q01ab1122334455SE +/- 0.19, N = 349.1849.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q02ab3691215SE +/- 0.22, N = 311.5011.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q03ab1530456075SE +/- 0.74, N = 368.9469.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q04ab1428425670SE +/- 0.57, N = 363.4662.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q05ab20406080100SE +/- 1.50, N = 375.2374.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q06ab1020304050SE +/- 0.08, N = 344.7244.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q07ab1530456075SE +/- 0.86, N = 367.8068.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q08ab1632486480SE +/- 1.59, N = 372.4072.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q09ab20406080100SE +/- 2.94, N = 3104.65102.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q10ab1530456075SE +/- 0.38, N = 366.9965.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q11ab3691215SE +/- 0.16, N = 312.3412.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q12ab1530456075SE +/- 0.05, N = 366.3563.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q13ab510152025SE +/- 0.67, N = 322.8222.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q14ab1224364860SE +/- 0.30, N = 351.2950.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q15ab1122334455SE +/- 0.10, N = 346.8946.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q16ab3691215SE +/- 0.11, N = 313.4213.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q17ab306090120150SE +/- 0.27, N = 3123.04119.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q18ab306090120150SE +/- 0.40, N = 3128.13124.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q19ab1122334455SE +/- 0.10, N = 350.7250.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q20ab1326395265SE +/- 0.14, N = 357.6656.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q21ab60120180240300SE +/- 1.17, N = 3257.50251.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Q22ab48121620SE +/- 0.05, N = 315.6215.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 100 - Geometric Mean Of All Queriesab1020304050Min: 51.98 / Avg: 52.1 / Max: 52.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ab246810SE +/- 0.12625543, N = 38.090088378.37519741
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ab3691215Min: 7.9 / Avg: 8.09 / Max: 8.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ab306090120150SE +/- 1.18, N = 3128.89129.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ab20406080100Min: 126.85 / Avg: 128.89 / Max: 130.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ab714212835SE +/- 0.15, N = 328.7529.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ab612182430Min: 28.47 / Avg: 28.75 / Max: 29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ab612182430SE +/- 0.05, N = 325.3125.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ab612182430Min: 25.21 / Avg: 25.31 / Max: 25.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ab1428425670SE +/- 0.79, N = 363.0262.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ab1224364860Min: 61.7 / Avg: 63.02 / Max: 64.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ab1326395265SE +/- 0.33, N = 358.2959.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ab1224364860Min: 57.67 / Avg: 58.29 / Max: 58.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ab246810SE +/- 0.45590060, N = 36.542334407.12703753
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ab3691215Min: 6.05 / Avg: 6.54 / Max: 7.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ab612182430SE +/- 0.07, N = 323.3523.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ab510152025Min: 23.21 / Avg: 23.35 / Max: 23.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ab612182430SE +/- 0.18, N = 325.6426.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ab612182430Min: 25.31 / Avg: 25.64 / Max: 25.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ab3691215SE +/- 0.16, N = 311.8112.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ab3691215Min: 11.59 / Avg: 11.81 / Max: 12.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ab816243240SE +/- 0.50, N = 332.3832.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ab714212835Min: 31.71 / Avg: 32.38 / Max: 33.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ab246810SE +/- 0.05184602, N = 36.121728905.90383053
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ab246810Min: 6.06 / Avg: 6.12 / Max: 6.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ab816243240SE +/- 0.08, N = 333.0733.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ab714212835Min: 32.93 / Avg: 33.07 / Max: 33.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ab1020304050SE +/- 1.28, N = 345.6744.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ab918273645Min: 43.11 / Avg: 45.67 / Max: 46.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ab816243240SE +/- 0.70, N = 336.2834.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ab816243240Min: 34.89 / Avg: 36.28 / Max: 37.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ab816243240SE +/- 0.34, N = 333.6433.19
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ab714212835Min: 33.11 / Avg: 33.64 / Max: 34.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ab510152025SE +/- 0.04, N = 322.1222.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ab510152025Min: 22.04 / Avg: 22.12 / Max: 22.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ab918273645SE +/- 0.30, N = 336.8637.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ab816243240Min: 36.32 / Avg: 36.86 / Max: 37.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ab714212835SE +/- 0.51, N = 331.1431.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ab714212835Min: 30.48 / Avg: 31.14 / Max: 32.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ab816243240SE +/- 0.48, N = 336.0935.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ab816243240Min: 35.17 / Avg: 36.09 / Max: 36.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ab246810SE +/- 0.10852285, N = 36.857081896.84252167
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ab3691215Min: 6.67 / Avg: 6.86 / Max: 7.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ab612182430SE +/- 0.18, N = 325.4125.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ab612182430Min: 25.15 / Avg: 25.41 / Max: 25.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesab612182430SE +/- 0.30, N = 325.6825.90MIN: 6.05 / MAX: 130.94MIN: 5.9 / MAX: 129.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q01ab612182430SE +/- 0.18, N = 325.4125.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q02ab246810SE +/- 0.10852285, N = 36.857081896.84252167
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q03ab816243240SE +/- 0.48, N = 336.0935.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q04ab714212835SE +/- 0.51, N = 331.1431.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q05ab918273645SE +/- 0.30, N = 336.8637.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q06ab510152025SE +/- 0.04, N = 322.1222.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q07ab816243240SE +/- 0.34, N = 333.6433.19
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q08ab816243240SE +/- 0.70, N = 336.2834.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q09ab1020304050SE +/- 1.28, N = 345.6744.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q10ab816243240SE +/- 0.08, N = 333.0733.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q11ab246810SE +/- 0.05184602, N = 36.121728905.90383053
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q12ab816243240SE +/- 0.50, N = 332.3832.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q13ab3691215SE +/- 0.16, N = 311.8112.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q14ab612182430SE +/- 0.18, N = 325.6426.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q15ab612182430SE +/- 0.07, N = 323.3523.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q16ab246810SE +/- 0.45590060, N = 36.542334407.12703753
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q17ab1326395265SE +/- 0.33, N = 358.2959.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q18ab1428425670SE +/- 0.79, N = 363.0262.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q19ab612182430SE +/- 0.05, N = 325.3125.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q20ab714212835SE +/- 0.15, N = 328.7529.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q21ab306090120150SE +/- 1.18, N = 3128.89129.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Q22ab246810SE +/- 0.12625543, N = 38.090088378.37519741
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 50 - Geometric Mean Of All Queriesab612182430Min: 25.26 / Avg: 25.68 / Max: 26.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ab0.48860.97721.46581.95442.443SE +/- 0.02290474, N = 32.171594382.08513021
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ab246810Min: 2.13 / Avg: 2.17 / Max: 2.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ab612182430SE +/- 0.05, N = 323.4123.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ab510152025Min: 23.34 / Avg: 23.41 / Max: 23.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ab246810SE +/- 0.05893057, N = 36.338078186.10991335
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ab3691215Min: 6.26 / Avg: 6.34 / Max: 6.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ab1.17592.35183.52774.70365.8795SE +/- 0.04884219, N = 35.201790975.22612810
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ab246810Min: 5.11 / Avg: 5.2 / Max: 5.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ab3691215SE +/- 0.02, N = 312.6612.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ab48121620Min: 12.63 / Avg: 12.66 / Max: 12.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ab3691215SE +/- 0.07, N = 311.8311.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ab3691215Min: 11.74 / Avg: 11.83 / Max: 11.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ab0.52631.05261.57892.10522.6315SE +/- 0.03214906, N = 32.277861202.33905911
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ab246810Min: 2.25 / Avg: 2.28 / Max: 2.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ab1.1282.2563.3844.5125.64SE +/- 0.05671005, N = 34.978137975.01319218
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ab246810Min: 4.92 / Avg: 4.98 / Max: 5.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ab1.22612.45223.67834.90446.1305SE +/- 0.03750473, N = 35.449492625.33258104
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ab246810Min: 5.39 / Avg: 5.45 / Max: 5.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ab0.68011.36022.04032.72043.4005SE +/- 0.04012746, N = 33.022573472.90124249
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ab246810Min: 2.97 / Avg: 3.02 / Max: 3.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ab246810SE +/- 0.06795618, N = 36.239727816.35672379
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ab3691215Min: 6.13 / Avg: 6.24 / Max: 6.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ab0.43690.87381.31071.74762.1845SE +/- 0.02123125, N = 31.797285551.94165230
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ab246810Min: 1.77 / Avg: 1.8 / Max: 1.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ab246810SE +/- 0.04310040, N = 37.105355907.15195179
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ab3691215Min: 7.02 / Avg: 7.11 / Max: 7.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ab3691215SE +/- 0.14272942, N = 39.193227459.60581684
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ab3691215Min: 9.02 / Avg: 9.19 / Max: 9.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ab246810SE +/- 0.08511200, N = 37.332035387.11410093
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ab3691215Min: 7.16 / Avg: 7.33 / Max: 7.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ab246810SE +/- 0.15015487, N = 36.747567656.81029701
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ab3691215Min: 6.59 / Avg: 6.75 / Max: 7.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ab0.99761.99522.99283.99044.988SE +/- 0.05008379, N = 34.433709144.36986017
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ab246810Min: 4.34 / Avg: 4.43 / Max: 4.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ab246810SE +/- 0.08963252, N = 37.906052597.57603073
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ab3691215Min: 7.73 / Avg: 7.91 / Max: 8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ab246810SE +/- 0.07691562, N = 36.577117766.30942202
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ab3691215Min: 6.46 / Avg: 6.58 / Max: 6.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ab246810SE +/- 0.05235045, N = 37.481011397.33041668
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ab3691215Min: 7.38 / Avg: 7.48 / Max: 7.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ab0.50631.01261.51892.02522.5315SE +/- 0.04460037, N = 32.250048482.11009860
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ab246810Min: 2.18 / Avg: 2.25 / Max: 2.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ab246810SE +/- 0.10785121, N = 36.311233206.14967728
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ab3691215Min: 6.1 / Avg: 6.31 / Max: 6.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesab1.29542.59083.88625.18166.477SE +/- 0.01148675, N = 35.754907405.75735680MIN: 1.77 / MAX: 23.49MIN: 1.94 / MAX: 23.3
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q01ab246810SE +/- 0.10785121, N = 36.311233206.14967728
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q02ab0.50631.01261.51892.02522.5315SE +/- 0.04460037, N = 32.250048482.11009860
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q03ab246810SE +/- 0.05235045, N = 37.481011397.33041668
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q04ab246810SE +/- 0.07691562, N = 36.577117766.30942202
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q05ab246810SE +/- 0.08963252, N = 37.906052597.57603073
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q06ab0.99761.99522.99283.99044.988SE +/- 0.05008379, N = 34.433709144.36986017
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q07ab246810SE +/- 0.15015487, N = 36.747567656.81029701
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q08ab246810SE +/- 0.08511200, N = 37.332035387.11410093
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q09ab3691215SE +/- 0.14272942, N = 39.193227459.60581684
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q10ab246810SE +/- 0.04310040, N = 37.105355907.15195179
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q11ab0.43690.87381.31071.74762.1845SE +/- 0.02123125, N = 31.797285551.94165230
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q12ab246810SE +/- 0.06795618, N = 36.239727816.35672379
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q13ab0.68011.36022.04032.72043.4005SE +/- 0.04012746, N = 33.022573472.90124249
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q14ab1.22612.45223.67834.90446.1305SE +/- 0.03750473, N = 35.449492625.33258104
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q15ab1.1282.2563.3844.5125.64SE +/- 0.05671005, N = 34.978137975.01319218
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q16ab0.52631.05261.57892.10522.6315SE +/- 0.03214906, N = 32.277861202.33905911
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q17ab3691215SE +/- 0.07, N = 311.8311.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q18ab3691215SE +/- 0.02, N = 312.6612.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q19ab1.17592.35183.52774.70365.8795SE +/- 0.04884219, N = 35.201790975.22612810
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q20ab246810SE +/- 0.05893057, N = 36.338078186.10991335
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q21ab612182430SE +/- 0.05, N = 323.4123.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Q22ab0.48860.97721.46581.95442.443SE +/- 0.02290474, N = 32.171594382.08513021
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 10 - Geometric Mean Of All Queriesab246810Min: 5.74 / Avg: 5.75 / Max: 5.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ab0.13980.27960.41940.55920.699SE +/- 0.03385261, N = 30.621126870.60666102
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ab246810Min: 0.55 / Avg: 0.62 / Max: 0.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ab0.81441.62882.44323.25764.072SE +/- 0.04461235, N = 33.594456043.61977267
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ab246810Min: 3.53 / Avg: 3.59 / Max: 3.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ab0.25950.5190.77851.0381.2975SE +/- 0.02430008, N = 31.074701751.15345001
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ab246810Min: 1.04 / Avg: 1.07 / Max: 1.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ab0.15610.31220.46830.62440.7805SE +/- 0.03020707, N = 30.693959850.66654742
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ab246810Min: 0.66 / Avg: 0.69 / Max: 0.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ab0.40260.80521.20781.61042.013SE +/- 0.05290042, N = 31.789312761.77616072
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ab246810Min: 1.7 / Avg: 1.79 / Max: 1.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ab0.3290.6580.9871.3161.645SE +/- 0.02547655, N = 31.462197541.44221175
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ab246810Min: 1.43 / Avg: 1.46 / Max: 1.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ab0.17450.3490.52350.6980.8725SE +/- 0.01281809, N = 30.775601310.71527606
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ab246810Min: 0.75 / Avg: 0.78 / Max: 0.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ab0.17470.34940.52410.69880.8735SE +/- 0.01635970, N = 30.776500920.77098012
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ab246810Min: 0.76 / Avg: 0.78 / Max: 0.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ab0.17220.34440.51660.68880.861SE +/- 0.00590603, N = 30.738675460.76540375
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ab246810Min: 0.73 / Avg: 0.74 / Max: 0.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ab0.17810.35620.53430.71240.8905SE +/- 0.01146951, N = 30.791692830.76867819
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ab246810Min: 0.77 / Avg: 0.79 / Max: 0.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ab0.23960.47920.71880.95841.198SE +/- 0.02665135, N = 31.057829341.06473088
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ab246810Min: 1.02 / Avg: 1.06 / Max: 1.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ab0.14070.28140.42210.56280.7035SE +/- 0.00652178, N = 30.625227130.61058140
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ab246810Min: 0.61 / Avg: 0.63 / Max: 0.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ab0.29020.58040.87061.16081.451SE +/- 0.00838453, N = 31.266760431.28957009
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ab246810Min: 1.25 / Avg: 1.27 / Max: 1.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ab0.45710.91421.37131.82842.2855SE +/- 0.01974284, N = 31.990826252.03148746
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ab246810Min: 1.97 / Avg: 1.99 / Max: 2.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ab0.26390.52780.79171.05561.3195SE +/- 0.00999755, N = 31.172779881.12742186
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ab246810Min: 1.15 / Avg: 1.17 / Max: 1.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ab0.31790.63580.95371.27161.5895SE +/- 0.03064907, N = 31.412877361.39594340
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ab246810Min: 1.38 / Avg: 1.41 / Max: 1.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ab0.12090.24180.36270.48360.6045SE +/- 0.00241116, N = 30.533354680.53715831
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ab246810Min: 0.53 / Avg: 0.53 / Max: 0.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ab0.33460.66921.00381.33841.673SE +/- 0.01308397, N = 31.430737021.48697722
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ab246810Min: 1.41 / Avg: 1.43 / Max: 1.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ab0.28960.57920.86881.15841.448SE +/- 0.03111532, N = 31.239550631.28710282
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ab246810Min: 1.19 / Avg: 1.24 / Max: 1.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ab0.31150.6230.93451.2461.5575SE +/- 0.05306582, N = 31.384356901.36037207
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ab246810Min: 1.31 / Avg: 1.38 / Max: 1.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ab0.26740.53480.80221.06961.337SE +/- 0.02240378, N = 31.172841791.18847537
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ab246810Min: 1.15 / Avg: 1.17 / Max: 1.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ab0.48390.96781.45171.93562.4195SE +/- 0.02370651, N = 32.150497442.13585591
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ab246810Min: 2.12 / Avg: 2.15 / Max: 2.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesab0.2420.4840.7260.9681.21SE +/- 0.01125755, N = 31.075517761.06830837MIN: 0.55 / MAX: 3.68MIN: 0.61 / MAX: 3.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q01ab0.48390.96781.45171.93562.4195SE +/- 0.02370651, N = 32.150497442.13585591
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q02ab0.26740.53480.80221.06961.337SE +/- 0.02240378, N = 31.172841791.18847537
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q03ab0.31150.6230.93451.2461.5575SE +/- 0.05306582, N = 31.384356901.36037207
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q04ab0.28960.57920.86881.15841.448SE +/- 0.03111532, N = 31.239550631.28710282
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q05ab0.33460.66921.00381.33841.673SE +/- 0.01308397, N = 31.430737021.48697722
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q06ab0.12090.24180.36270.48360.6045SE +/- 0.00241116, N = 30.533354680.53715831
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q07ab0.31790.63580.95371.27161.5895SE +/- 0.03064907, N = 31.412877361.39594340
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q08ab0.26390.52780.79171.05561.3195SE +/- 0.00999755, N = 31.172779881.12742186
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q09ab0.45710.91421.37131.82842.2855SE +/- 0.01974284, N = 31.990826252.03148746
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q10ab0.29020.58040.87061.16081.451SE +/- 0.00838453, N = 31.266760431.28957009
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q11ab0.14070.28140.42210.56280.7035SE +/- 0.00652178, N = 30.625227130.61058140
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q12ab0.23960.47920.71880.95841.198SE +/- 0.02665135, N = 31.057829341.06473088
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q13ab0.17810.35620.53430.71240.8905SE +/- 0.01146951, N = 30.791692830.76867819
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q14ab0.17220.34440.51660.68880.861SE +/- 0.00590603, N = 30.738675460.76540375
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q15ab0.17470.34940.52410.69880.8735SE +/- 0.01635970, N = 30.776500920.77098012
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q16ab0.17450.3490.52350.6980.8725SE +/- 0.01281809, N = 30.775601310.71527606
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q17ab0.3290.6580.9871.3161.645SE +/- 0.02547655, N = 31.462197541.44221175
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q18ab0.40260.80521.20781.61042.013SE +/- 0.05290042, N = 31.789312761.77616072
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q19ab0.15610.31220.46830.62440.7805SE +/- 0.03020707, N = 30.693959850.66654742
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q20ab0.25950.5190.77851.0381.2975SE +/- 0.02430008, N = 31.074701751.15345001
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q21ab0.81441.62882.44323.25764.072SE +/- 0.04461235, N = 33.594456043.61977267
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Q22ab0.13980.27960.41940.55920.699SE +/- 0.03385261, N = 30.621126870.60666102
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark TPC-H 3.5Scale Factor: 1 - Geometric Mean Of All Queriesab246810Min: 1.05 / Avg: 1.08 / Max: 1.09

a

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa601203
Java Notes: OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)
Python Notes: Python 3.11.6
Security Notes: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 4 December 2023 20:28 by user pts.

b

Processor: AMD Ryzen 9 7950X 16-Core @ 5.88GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Samsung SSD 980 PRO 2TB + 4001GB Western Digital WD_BLACK SN850X 4000GB, Graphics: NVIDIA NV174 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: DELL U2723QE, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.10, Kernel: 6.7.0-060700rc2daily20231127-generic (x86_64), Desktop: GNOME Shell 45.1, Display Server: X Server 1.21.1.7 + Wayland, Display Driver: nouveau, OpenGL: 4.3 Mesa 24.0~git2311260600.945288~oibaf~m (git-945288f 2023-11-26 mantic-oibaf-ppa), Compiler: GCC 13.2.0 + LLVM 16.0.6, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa601203
Java Notes: OpenJDK Runtime Environment (build 11.0.21+9-post-Ubuntu-0ubuntu123.10)
Python Notes: Python 3.11.6
Security Notes: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Vulnerable: Safe RET no microcode + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 4 December 2023 22:52 by user pts.