Apache Spark AMD EPYC

2 x AMD EPYC 7713 64-Core testing with a AMD DAYTONA_X (RYM1009B BIOS) and ASPEED on Ubuntu 22.04 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 2208047-NE-APACHESPA20
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August 04
  15 Hours
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August 04
  19 Hours, 18 Minutes
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August 04
  2 Hours, 32 Minutes
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Apache Spark AMD EPYCOpenBenchmarking.orgPhoronix Test Suite 10.8.42 x AMD EPYC 7713 64-Core @ 2.00GHz (128 Cores / 256 Threads)AMD DAYTONA_X (RYM1009B BIOS)AMD Starship/Matisse512GB3841GB Micron_9300_MTFDHAL3T8TDPASPEEDVE2282 x Mellanox MT27710Ubuntu 22.045.19.0-051900daily20220803-generic (x86_64)GNOME Shell 42.2X Server 1.21.1.31.2.204GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerVulkanCompilerFile-SystemScreen ResolutionApache Spark AMD EPYC BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001173 - OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)- Python 3.10.4- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABCResult OverviewPhoronix Test Suite 10.8.4100%129%157%186%214%Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache Spark40000000 - 2000 - C.P.B.U.D1000000 - 2000 - R.T.T20000000 - 1000 - C.P.B.U.D1000000 - 1000 - C.P.B.U.D40000000 - 100 - C.P.B.U.D40000000 - 1000 - C.P.B.U.D1000000 - 1000 - Group By Test Time10000000 - 500 - C.P.B.U.D10000000 - 1000 - C.P.B.U.D40000000 - 500 - C.P.B.U.D1000000 - 100 - C.P.B.U.D10000000 - 100 - R.T.T1000000 - 1000 - R.T.T20000000 - 500 - C.P.B.U.D20000000 - 2000 - C.P.B.U.D1000000 - 100 - I.J.T.T1000000 - 2000 - B.I.J.T.T10000000 - 100 - I.J.T.T1000000 - 2000 - Group By Test Time1000000 - 100 - B.I.J.T.T10000000 - 100 - Group By Test Time1000000 - 1000 - S.5.B.T10000000 - 100 - B.I.J.T.T1000000 - 100 - R.T.T1000000 - 1000 - I.J.T.T20000000 - 2000 - S.5.B.T1000000 - 1000 - B.I.J.T.T1000000 - 100 - Group By Test Time10000000 - 1000 - S.5.B.T10000000 - 500 - S.5.B.T1000000 - 2000 - I.J.T.T1000000 - 100 - S.5.B.T20000000 - 1000 - S.5.B.T40000000 - 100 - S.5.B.T40000000 - 1000 - C.P.B40000000 - 1000 - S.5.B.T40000000 - 500 - C.P.B20000000 - 500 - C.P.B40000000 - 2000 - S.5.B.T1000000 - 1000 - C.P.B40000000 - 2000 - C.P.B20000000 - 2000 - C.P.B1000000 - 100 - C.P.B40000000 - 100 - C.P.B20000000 - 500 - S.5.B.T10000000 - 1000 - C.P.B40000000 - 500 - S.5.B.T20000000 - 1000 - C.P.B10000000 - 500 - C.P.B

Apache Spark AMD EPYCspark: 1000000 - 100 - SHA-512 Benchmark Timespark: 1000000 - 100 - Calculate Pi Benchmarkspark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 100 - Group By Test Timespark: 1000000 - 100 - Repartition Test Timespark: 1000000 - 100 - Inner Join Test Timespark: 1000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 500 - SHA-512 Benchmark Timespark: 1000000 - 500 - Calculate Pi Benchmarkspark: 1000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 1000 - Calculate Pi Benchmarkspark: 1000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 1000 - Group By Test Timespark: 1000000 - 1000 - Repartition Test Timespark: 1000000 - 1000 - Inner Join Test Timespark: 1000000 - 1000 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - SHA-512 Benchmark Timespark: 1000000 - 2000 - Calculate Pi Benchmarkspark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 2000 - Group By Test Timespark: 1000000 - 2000 - Repartition Test Timespark: 1000000 - 2000 - Inner Join Test Timespark: 1000000 - 2000 - Broadcast Inner Join Test Timespark: 10000000 - 100 - SHA-512 Benchmark Timespark: 10000000 - 100 - Calculate Pi Benchmarkspark: 10000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 100 - Group By Test Timespark: 10000000 - 100 - Repartition Test Timespark: 10000000 - 100 - Inner Join Test Timespark: 10000000 - 100 - Broadcast Inner Join Test Timespark: 10000000 - 500 - SHA-512 Benchmark Timespark: 10000000 - 500 - Calculate Pi Benchmarkspark: 10000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 100 - Calculate Pi Benchmarkspark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 500 - Calculate Pi Benchmarkspark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - SHA-512 Benchmark Timespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 500 - SHA-512 Benchmark Timespark: 40000000 - 500 - Calculate Pi Benchmarkspark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 1000 - SHA-512 Benchmark Timespark: 10000000 - 1000 - Calculate Pi Benchmarkspark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Calculate Pi Benchmarkspark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 2000 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Calculate Pi Benchmarkspark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 1000 - SHA-512 Benchmark Timespark: 40000000 - 1000 - Calculate Pi Benchmarkspark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 500 - Group By Test Timespark: 1000000 - 500 - Repartition Test Timespark: 1000000 - 500 - Inner Join Test Timespark: 1000000 - 500 - Broadcast Inner Join Test Timespark: 20000000 - 100 - Group By Test Timespark: 20000000 - 100 - Repartition Test Timespark: 20000000 - 100 - Inner Join Test Timespark: 20000000 - 100 - Broadcast Inner Join Test Timespark: 10000000 - 2000 - Group By Test Timespark: 10000000 - 2000 - Repartition Test Timespark: 10000000 - 2000 - Inner Join Test Timespark: 10000000 - 2000 - Broadcast Inner Join Test TimeABC4.5417.583.676.532.942.921.865.9317.473.185.9117.453.3811.955.496.583.905.9117.523.2111.056.047.184.4211.6017.483.5112.327.288.515.8113.2917.453.8018.8317.384.2520.3717.453.4434.9617.543.4435.2617.673.3812.9117.443.5413.1917.483.3420.9517.473.3420.9617.423.6735.1817.332.9035.7817.632.044.6217.533.126.782.753.171.846.0117.493.226.3617.592.4614.256.256.933.976.1617.553.6410.965.987.344.0411.6317.373.6813.268.379.126.2312.8517.493.3119.2017.403.3920.4617.643.8235.1217.513.0935.0317.413.2813.0917.543.2213.0917.423.2220.6517.503.5720.4717.303.6235.5517.313.5535.3617.543.4315.624.875.594.4937.6113.4814.2512.0218.1914.4412.768.184.4517.753.486.912.913.211.996.0617.172.696.0817.803.0311.056.167.014.135.9117.693.2511.868.517.474.4412.2417.3789735352.0412.678.169.276.0312.72350245817.483.0819.3317.193.4020.2617.263.4033.9417.712.5335.2817.283.9712.5317.612.8912.6217.804.0921.4217.432.5621.7417.613.3336.2117.843.8035.0717.314.3670292639.2613.8612.7610.87OpenBenchmarking.org

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC1.03952.0793.11854.1585.1975SE +/- 0.06, N = 4SE +/- 0.03, N = 34.624.544.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC246810Min: 4.5 / Avg: 4.62 / Max: 4.76Min: 4.5 / Avg: 4.54 / Max: 4.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkCAB48121620SE +/- 0.20, N = 3SE +/- 0.13, N = 417.7517.5817.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkCAB48121620Min: 17.24 / Avg: 17.58 / Max: 17.94Min: 17.35 / Avg: 17.53 / Max: 17.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB0.82581.65162.47743.30324.129SE +/- 0.32, N = 3SE +/- 0.31, N = 43.673.483.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB246810Min: 3.31 / Avg: 3.67 / Max: 4.32Min: 2.57 / Avg: 3.12 / Max: 3.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeCBA246810SE +/- 0.02, N = 4SE +/- 0.04, N = 36.916.786.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeCBA3691215Min: 6.74 / Avg: 6.78 / Max: 6.82Min: 6.46 / Avg: 6.53 / Max: 6.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeACB0.66151.3231.98452.6463.3075SE +/- 0.12, N = 3SE +/- 0.07, N = 42.942.912.75
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeACB246810Min: 2.73 / Avg: 2.94 / Max: 3.15Min: 2.59 / Avg: 2.75 / Max: 2.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeCBA0.72231.44462.16692.88923.6115SE +/- 0.03, N = 4SE +/- 0.04, N = 33.213.172.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeCBA246810Min: 3.08 / Avg: 3.17 / Max: 3.25Min: 2.88 / Avg: 2.92 / Max: 3.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeCAB0.44780.89561.34341.79122.239SE +/- 0.08, N = 3SE +/- 0.05, N = 41.991.861.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeCAB246810Min: 1.77 / Avg: 1.86 / Max: 2.01Min: 1.75 / Avg: 1.84 / Max: 1.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA246810SE +/- 0.09, N = 15SE +/- 0.09, N = 156.106.015.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA246810Min: 5.42 / Avg: 6.01 / Max: 6.77Min: 5.32 / Avg: 5.93 / Max: 6.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkCBA48121620SE +/- 0.07, N = 15SE +/- 0.07, N = 1517.6617.4917.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkCBA48121620Min: 17.07 / Avg: 17.49 / Max: 17.92Min: 17.05 / Avg: 17.47 / Max: 17.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCBA0.85281.70562.55843.41124.264SE +/- 0.16, N = 15SE +/- 0.16, N = 153.793.223.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCBA246810Min: 2.25 / Avg: 3.22 / Max: 4.09Min: 2.36 / Avg: 3.18 / Max: 4.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeBCA246810SE +/- 0.06, N = 3SE +/- 0.06, N = 156.366.085.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeBCA3691215Min: 6.28 / Avg: 6.36 / Max: 6.47Min: 5.44 / Avg: 5.91 / Max: 6.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA48121620SE +/- 0.19, N = 3SE +/- 0.06, N = 1517.8017.5917.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA510152025Min: 17.27 / Avg: 17.59 / Max: 17.92Min: 17.13 / Avg: 17.45 / Max: 17.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeACB0.76051.5212.28153.0423.8025SE +/- 0.21, N = 15SE +/- 0.30, N = 33.383.032.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeACB246810Min: 2.15 / Avg: 3.38 / Max: 4.42Min: 1.97 / Avg: 2.46 / Max: 3.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeBAC48121620SE +/- 2.86, N = 2SE +/- 0.70, N = 914.2511.9511.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeBAC48121620Min: 11.39 / Avg: 14.25 / Max: 17.12Min: 10.45 / Avg: 11.95 / Max: 17.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeBCA246810SE +/- 0.43, N = 2SE +/- 0.16, N = 96.256.165.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeBCA3691215Min: 5.82 / Avg: 6.25 / Max: 6.69Min: 4.86 / Avg: 5.49 / Max: 6.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeCBA246810SE +/- 0.77, N = 2SE +/- 0.25, N = 97.016.936.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeCBA3691215Min: 6.16 / Avg: 6.93 / Max: 7.71Min: 5.67 / Avg: 6.58 / Max: 7.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA0.92931.85862.78793.71724.6465SE +/- 0.30, N = 2SE +/- 0.10, N = 94.133.973.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA246810Min: 3.67 / Avg: 3.97 / Max: 4.26Min: 3.38 / Avg: 3.9 / Max: 4.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeBCA246810SE +/- 0.05, N = 8SE +/- 0.07, N = 156.166.135.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeBCA246810Min: 5.95 / Avg: 6.16 / Max: 6.47Min: 5.5 / Avg: 5.91 / Max: 6.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA48121620SE +/- 0.09, N = 8SE +/- 0.07, N = 1517.6917.5517.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA48121620Min: 17.12 / Avg: 17.55 / Max: 17.98Min: 17 / Avg: 17.52 / Max: 17.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeBCA0.8191.6382.4573.2764.095SE +/- 0.27, N = 8SE +/- 0.18, N = 153.643.313.21
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeBCA246810Min: 2.18 / Avg: 3.64 / Max: 4.7Min: 2.11 / Avg: 3.21 / Max: 4.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeCAB3691215SE +/- 0.24, N = 11SE +/- 0.32, N = 611.8611.0510.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeCAB3691215Min: 10.13 / Avg: 11.05 / Max: 12.82Min: 10.4 / Avg: 10.96 / Max: 12.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCAB246810SE +/- 0.22, N = 11SE +/- 0.25, N = 68.516.045.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCAB3691215Min: 5.05 / Avg: 6.04 / Max: 7Min: 5.22 / Avg: 5.98 / Max: 6.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeCBA246810SE +/- 0.23, N = 6SE +/- 0.22, N = 117.477.347.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeCBA3691215Min: 6.42 / Avg: 7.34 / Max: 7.73Min: 6.37 / Avg: 7.18 / Max: 8.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCAB0.9991.9982.9973.9964.995SE +/- 0.11, N = 11SE +/- 0.12, N = 64.444.424.04
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCAB246810Min: 3.68 / Avg: 4.42 / Max: 4.79Min: 3.83 / Avg: 4.04 / Max: 4.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA3691215SE +/- 0.11, N = 15SE +/- 0.09, N = 312.2411.6311.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA48121620Min: 10.97 / Avg: 11.63 / Max: 12.28Min: 11.44 / Avg: 11.6 / Max: 11.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkACB48121620SE +/- 0.11, N = 3SE +/- 0.05, N = 1517.4817.3917.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkACB48121620Min: 17.35 / Avg: 17.48 / Max: 17.7Min: 16.99 / Avg: 17.37 / Max: 17.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBAC0.8281.6562.4843.3124.14SE +/- 0.13, N = 15SE +/- 0.13, N = 33.683.512.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBAC246810Min: 2.62 / Avg: 3.68 / Max: 4.68Min: 3.35 / Avg: 3.51 / Max: 3.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeBCA3691215SE +/- 0.27, N = 11SE +/- 0.23, N = 313.2612.6712.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeBCA48121620Min: 12.44 / Avg: 13.26 / Max: 15.7Min: 11.94 / Avg: 12.32 / Max: 12.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeBCA246810SE +/- 0.16, N = 11SE +/- 0.41, N = 38.378.167.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeBCA3691215Min: 7.47 / Avg: 8.37 / Max: 9.24Min: 6.79 / Avg: 7.28 / Max: 8.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeCBA3691215SE +/- 0.18, N = 11SE +/- 0.09, N = 39.279.128.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeCBA3691215Min: 8.04 / Avg: 9.12 / Max: 9.95Min: 8.35 / Avg: 8.51 / Max: 8.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeBCA246810SE +/- 0.13, N = 11SE +/- 0.24, N = 36.236.035.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeBCA246810Min: 5.57 / Avg: 6.23 / Max: 7.06Min: 5.34 / Avg: 5.81 / Max: 6.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABC3691215SE +/- 0.15, N = 3SE +/- 0.13, N = 513.2912.8512.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABC48121620Min: 13.02 / Avg: 13.29 / Max: 13.55Min: 12.38 / Avg: 12.85 / Max: 13.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkBCA48121620SE +/- 0.13, N = 5SE +/- 0.11, N = 317.4917.4817.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkBCA48121620Min: 17.16 / Avg: 17.49 / Max: 17.86Min: 17.27 / Avg: 17.45 / Max: 17.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC0.8551.712.5653.424.275SE +/- 0.30, N = 3SE +/- 0.46, N = 53.803.313.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC246810Min: 3.2 / Avg: 3.8 / Max: 4.11Min: 2.05 / Avg: 3.31 / Max: 4.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA510152025SE +/- 0.17, N = 12SE +/- 0.20, N = 320.1919.2018.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA510152025Min: 18.41 / Avg: 19.2 / Max: 20.14Min: 18.45 / Avg: 18.83 / Max: 19.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkCBA48121620SE +/- 0.06, N = 12SE +/- 0.16, N = 317.4017.4017.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkCBA48121620Min: 17.01 / Avg: 17.4 / Max: 17.81Min: 17.08 / Avg: 17.38 / Max: 17.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB0.95631.91262.86893.82524.7815SE +/- 0.03, N = 3SE +/- 0.21, N = 124.253.623.39
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeACB246810Min: 4.21 / Avg: 4.25 / Max: 4.32Min: 2.32 / Avg: 3.39 / Max: 4.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBAC510152025SE +/- 0.13, N = 3SE +/- 0.21, N = 320.4620.3720.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBAC510152025Min: 20.27 / Avg: 20.46 / Max: 20.72Min: 19.96 / Avg: 20.37 / Max: 20.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBAC48121620SE +/- 0.10, N = 3SE +/- 0.18, N = 317.6417.4517.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBAC48121620Min: 17.45 / Avg: 17.64 / Max: 17.79Min: 17.09 / Avg: 17.45 / Max: 17.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC0.85951.7192.57853.4384.2975SE +/- 0.64, N = 3SE +/- 0.33, N = 33.823.443.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC246810Min: 2.7 / Avg: 3.82 / Max: 4.92Min: 3.03 / Avg: 3.44 / Max: 4.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC816243240SE +/- 0.38, N = 9SE +/- 0.27, N = 1235.1234.9633.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC816243240Min: 33.28 / Avg: 35.12 / Max: 36.65Min: 33.64 / Avg: 34.96 / Max: 36.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB48121620SE +/- 0.06, N = 12SE +/- 0.10, N = 917.7117.5417.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB48121620Min: 17.18 / Avg: 17.54 / Max: 17.99Min: 17.06 / Avg: 17.51 / Max: 17.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC0.7741.5482.3223.0963.87SE +/- 0.20, N = 12SE +/- 0.24, N = 93.443.092.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC246810Min: 2.33 / Avg: 3.44 / Max: 4.8Min: 2.18 / Avg: 3.09 / Max: 4.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeCAB816243240SE +/- 0.33, N = 3SE +/- 0.38, N = 535.2835.2635.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeCAB816243240Min: 34.64 / Avg: 35.26 / Max: 35.74Min: 34.51 / Avg: 35.03 / Max: 36.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC48121620SE +/- 0.09, N = 3SE +/- 0.07, N = 517.6717.4117.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC48121620Min: 17.49 / Avg: 17.67 / Max: 17.8Min: 17.2 / Avg: 17.41 / Max: 17.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCAB0.89331.78662.67993.57324.4665SE +/- 0.34, N = 3SE +/- 0.36, N = 53.973.383.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCAB246810Min: 2.94 / Avg: 3.38 / Max: 4.05Min: 2.1 / Avg: 3.28 / Max: 4.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC3691215SE +/- 0.15, N = 12SE +/- 0.10, N = 1213.0912.9112.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC48121620Min: 12.41 / Avg: 13.09 / Max: 14.06Min: 12.34 / Avg: 12.91 / Max: 13.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA48121620SE +/- 0.13, N = 12SE +/- 0.07, N = 1217.6117.5417.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA48121620Min: 17.01 / Avg: 17.54 / Max: 18.66Min: 17.16 / Avg: 17.44 / Max: 18.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC0.79651.5932.38953.1863.9825SE +/- 0.19, N = 12SE +/- 0.15, N = 123.543.222.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810Min: 2.34 / Avg: 3.54 / Max: 4.46Min: 2.26 / Avg: 3.22 / Max: 3.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB48121620SE +/- 0.15, N = 15SE +/- 0.12, N = 1513.6913.1913.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB48121620Min: 12.46 / Avg: 13.19 / Max: 14.44Min: 12.51 / Avg: 13.09 / Max: 14.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB48121620SE +/- 0.05, N = 15SE +/- 0.07, N = 1517.8017.4817.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB510152025Min: 17.08 / Avg: 17.48 / Max: 17.77Min: 16.99 / Avg: 17.42 / Max: 17.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB0.92031.84062.76093.68124.6015SE +/- 0.22, N = 15SE +/- 0.18, N = 154.093.343.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB246810Min: 1.95 / Avg: 3.34 / Max: 4.99Min: 2.33 / Avg: 3.22 / Max: 4.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB510152025SE +/- 0.23, N = 5SE +/- 0.28, N = 321.4220.9520.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB510152025Min: 20.3 / Avg: 20.95 / Max: 21.67Min: 20.09 / Avg: 20.65 / Max: 20.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkBAC48121620SE +/- 0.12, N = 3SE +/- 0.11, N = 517.5017.4717.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkBAC48121620Min: 17.29 / Avg: 17.5 / Max: 17.69Min: 17.16 / Avg: 17.47 / Max: 17.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC0.80331.60662.40993.21324.0165SE +/- 0.29, N = 3SE +/- 0.33, N = 53.573.342.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC246810Min: 3.02 / Avg: 3.57 / Max: 4.01Min: 2.26 / Avg: 3.34 / Max: 4.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB510152025SE +/- 0.18, N = 12SE +/- 0.25, N = 321.7420.9620.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB510152025Min: 19.74 / Avg: 20.96 / Max: 21.81Min: 19.99 / Avg: 20.47 / Max: 20.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB48121620SE +/- 0.06, N = 12SE +/- 0.06, N = 317.6117.4217.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB48121620Min: 17.03 / Avg: 17.42 / Max: 17.74Min: 17.2 / Avg: 17.3 / Max: 17.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC0.82581.65162.47743.30324.129SE +/- 0.23, N = 12SE +/- 0.57, N = 33.673.623.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810Min: 2.72 / Avg: 3.67 / Max: 4.92Min: 2.66 / Avg: 3.62 / Max: 4.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA816243240SE +/- 0.50, N = 3SE +/- 0.38, N = 536.2135.5535.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA816243240Min: 34.59 / Avg: 35.55 / Max: 36.29Min: 34.25 / Avg: 35.18 / Max: 36.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB48121620SE +/- 0.07, N = 5SE +/- 0.01, N = 317.8417.3317.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB510152025Min: 17.14 / Avg: 17.33 / Max: 17.55Min: 17.3 / Avg: 17.31 / Max: 17.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA0.8551.712.5653.424.275SE +/- 0.36, N = 3SE +/- 0.35, N = 53.803.552.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA246810Min: 3.17 / Avg: 3.55 / Max: 4.27Min: 1.98 / Avg: 2.9 / Max: 3.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC816243240SE +/- 0.09, N = 3SE +/- 0.39, N = 535.7835.3635.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC816243240Min: 35.62 / Avg: 35.78 / Max: 35.93Min: 34.06 / Avg: 35.36 / Max: 36.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC48121620SE +/- 0.16, N = 3SE +/- 0.10, N = 517.6317.5417.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC48121620Min: 17.32 / Avg: 17.63 / Max: 17.88Min: 17.25 / Avg: 17.54 / Max: 17.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA0.98261.96522.94783.93044.913SE +/- 0.23677806, N = 5SE +/- 0.01771345, N = 34.367029263.430000002.04000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA246810Min: 2.93 / Avg: 3.43 / Max: 4.24Min: 2 / Avg: 2.04 / Max: 2.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeB48121620SE +/- 4.11, N = 215.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeB1.09582.19163.28744.38325.479SE +/- 0.07, N = 24.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeB1.25782.51563.77345.03126.289SE +/- 0.17, N = 25.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeB1.01032.02063.03094.04125.0515SE +/- 0.46, N = 24.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeCB918273645SE +/- 3.13, N = 239.2637.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeCB816243240Min: 34.48 / Avg: 37.61 / Max: 40.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCB48121620SE +/- 0.08, N = 213.8613.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCB48121620Min: 13.39 / Avg: 13.48 / Max: 13.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeBC48121620SE +/- 0.76, N = 214.2512.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeBC48121620Min: 13.49 / Avg: 14.25 / Max: 15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeBC3691215SE +/- 0.81, N = 212.0210.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeBC48121620Min: 11.21 / Avg: 12.02 / Max: 12.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeB48121620SE +/- 0.52, N = 218.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeB48121620SE +/- 0.97, N = 214.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeB3691215SE +/- 1.47, N = 212.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeB246810SE +/- 0.39, N = 28.18