apache spark 5800X3D

AMD Ryzen 7 5800X3D 8-Core testing with a ASUS ROG CROSSHAIR VIII HERO (4201 BIOS) and Gigabyte AMD Radeon RX 6600 8GB 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 2208042-PTS-APACHESP16
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August 04
  1 Day, 2 Hours, 55 Minutes
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apache spark 5800X3DOpenBenchmarking.orgPhoronix Test Suite 10.8.4AMD Ryzen 7 5800X3D 8-Core @ 3.40GHz (8 Cores / 16 Threads)ASUS ROG CROSSHAIR VIII HERO (4201 BIOS)AMD Starship/Matisse32GB1000GB Western Digital WDS100T1X0E-00AFY0Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz)AMD Navi 21 HDMI AudioASUS MG28URealtek RTL8125 2.5GbE + Intel I211Ubuntu 22.045.19.0-rc6-drm-next-28july (x86_64)GNOME Shell 42.2X Server 1.21.1.3 + Wayland4.6 Mesa 22.2.0-devel (git-c6ded153d1) (LLVM 12.0.0 DRM 3.48)1.3.211GCC 11.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionApache Spark 5800X3D BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa20120a - 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 + 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%103%105%108%110%Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache Spark1000000 - 1000 - B.I.J.T.T1000000 - 1000 - I.J.T.T1000000 - 2000 - I.J.T.T20000000 - 500 - I.J.T.T1000000 - 500 - B.I.J.T.T20000000 - 1000 - B.I.J.T.T1000000 - 2000 - B.I.J.T.T10000000 - 1000 - B.I.J.T.T40000000 - 100 - I.J.T.T10000000 - 1000 - I.J.T.T10000000 - 500 - B.I.J.T.T1000000 - 100 - B.I.J.T.T10000000 - 2000 - I.J.T.T40000000 - 500 - Group By Test Time1000000 - 500 - Group By Test Time10000000 - 100 - I.J.T.T20000000 - 2000 - B.I.J.T.T1000000 - 100 - I.J.T.T10000000 - 500 - I.J.T.T20000000 - 500 - R.T.T1000000 - 2000 - R.T.T1000000 - 100 - R.T.T

apache spark 5800X3Dspark: 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 - 500 - Group By Test Timespark: 1000000 - 500 - Repartition Test Timespark: 1000000 - 500 - Inner Join Test Timespark: 1000000 - 500 - Broadcast Inner Join Test Timespark: 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: 10000000 - 500 - Group By Test Timespark: 10000000 - 500 - Repartition Test Timespark: 10000000 - 500 - Inner Join Test Timespark: 10000000 - 500 - Broadcast Inner Join Test Timespark: 20000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 100 - Calculate Pi Benchmarkspark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 100 - Group By Test Timespark: 20000000 - 100 - Repartition Test Timespark: 20000000 - 100 - Inner Join Test Timespark: 20000000 - 100 - Broadcast Inner Join Test Timespark: 20000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 500 - Calculate Pi Benchmarkspark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 500 - Group By Test Timespark: 20000000 - 500 - Repartition Test Timespark: 20000000 - 500 - Inner Join Test Timespark: 20000000 - 500 - Broadcast Inner Join Test Timespark: 40000000 - 100 - SHA-512 Benchmark Timespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - Group By Test Timespark: 40000000 - 100 - Repartition Test Timespark: 40000000 - 100 - Inner Join Test Timespark: 40000000 - 100 - Broadcast Inner Join Test Timespark: 40000000 - 500 - SHA-512 Benchmark Timespark: 40000000 - 500 - Calculate Pi Benchmarkspark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 500 - Group By Test Timespark: 40000000 - 500 - Repartition Test Timespark: 40000000 - 500 - Inner Join Test Timespark: 40000000 - 500 - Broadcast Inner Join Test Timespark: 10000000 - 1000 - SHA-512 Benchmark Timespark: 10000000 - 1000 - Calculate Pi Benchmarkspark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 1000 - Group By Test Timespark: 10000000 - 1000 - Repartition Test Timespark: 10000000 - 1000 - Inner Join Test Timespark: 10000000 - 1000 - Broadcast Inner Join Test Timespark: 10000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 2000 - Group By Test Timespark: 10000000 - 2000 - Repartition Test Timespark: 10000000 - 2000 - Inner Join Test Timespark: 10000000 - 2000 - Broadcast Inner Join Test Timespark: 20000000 - 1000 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Calculate Pi Benchmarkspark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 1000 - Group By Test Timespark: 20000000 - 1000 - Repartition Test Timespark: 20000000 - 1000 - Inner Join Test Timespark: 20000000 - 1000 - Broadcast Inner Join Test Timespark: 20000000 - 2000 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Calculate Pi Benchmarkspark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 2000 - Group By Test Timespark: 20000000 - 2000 - Repartition Test Timespark: 20000000 - 2000 - Inner Join Test Timespark: 20000000 - 2000 - Broadcast Inner Join Test Timespark: 40000000 - 1000 - SHA-512 Benchmark Timespark: 40000000 - 1000 - Calculate Pi Benchmarkspark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 1000 - Group By Test Timespark: 40000000 - 1000 - Repartition Test Timespark: 40000000 - 1000 - Inner Join Test Timespark: 40000000 - 1000 - Broadcast Inner Join Test Timespark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - Group By Test Timespark: 40000000 - 2000 - Repartition Test Timespark: 40000000 - 2000 - Inner Join Test Timespark: 40000000 - 2000 - Broadcast Inner Join Test TimeABC2.91149.3487084148.672.891.901.451.313.06150.1846839248.693.151.991.631.483.17150.4094903338.683.422.201.921.583.46150.0316450928.683.742.502.322.0214.539789898149.7587099758.666.609.1611.34007182211.56624935613.94148.9820852318.696.758.9410.32010252610.58974872727.22149.3621860518.6710.6517.90807420021.8222.0825.771477402148.2244582688.6010.11860833916.9420.03552767020.3549.41149.2275087878.6327.36205143533.93305839340.0040.7850.13151.3309837938.5923.9733.54696650039.5540.3213.97148.5484723448.496.899.0510.7910.6514.15148.5485057058.587.039.3411.2010.6025.55149.2301684848.6210.2517.0319.9719.8725.70148.8535805598.6410.2517.5220.7920.0149.63149.4506584238.6122.8934.5039.6040.99309014250.33148.6018937418.5923.2634.5640.6041.552.88148.7353831318.612.881.931.401.363.02149.1346132808.673.201.991.631.453.19149.5204973648.613.432.201.841.663.47148.5830934158.613.842.462.362.0514.60149.5648260298.666.649.1511.0111.2813.97148.9157575358.686.829.0310.4810.1127.24148.7867671118.5910.5017.8122.0822.2725.98149.1399807358.6010.0517.0219.7720.0549.28148.5971756718.6327.2834.4139.8740.1449.86149.1286950608.6123.4933.8540.1440.76068007213.89148.5327314508.546.779.0111.0210.6014.12149.1833871538.577.149.2211.2110.5625.53147.9146059828.5810.1617.0920.3320.6625.76148.3005900128.6010.3217.8120.7219.8749.95148.6644341378.6223.2434.0940.5041.0151.35148.5027161958.5722.9433.9839.5840.712.84146.520975598.522.881.961.441.303.03148.5657660468.553.272.021.621.383.14149.5297730248.593.362.161.761.743.48149.717676978.633.792.542.501.9414.47149.067495028.646.558.9510.9311.5414.07148.0558918258.676.668.8310.1410.2427.29149.2458238998.7110.6018.0522.0922.65042046225.62148.9393673238.5710.0417.49321074521.2119.9449.53149.6108881798.6527.38216917234.7441.9839.62136240548.84147.7151803638.5823.0434.1140.1740.29138936414.07148.9885660838.616.868.9010.5110.0814.14150.2758108048.6878927257.049.2411.6610.41190633325.60149.2927512958.5410.0317.0120.4921.0825.72149.8470028688.5910.4117.4420.5019.3149.84151.9411348698.5623.1834.6239.89910031541.2050.12147.9813802848.5023.17078855933.9639.84819883641.18OpenBenchmarking.org

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABC0.65481.30961.96442.61923.274SE +/- 0.02, N = 12SE +/- 0.03, N = 32.912.882.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABC246810Min: 2.8 / Avg: 2.91 / Max: 3.09Min: 2.84 / Avg: 2.88 / Max: 2.95

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150SE +/- 0.20, N = 12SE +/- 0.46, N = 3149.35148.74146.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150Min: 148.45 / Avg: 149.35 / Max: 150.69Min: 147.85 / Avg: 148.74 / Max: 149.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.01, N = 12SE +/- 0.02, N = 38.678.618.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.57 / Avg: 8.67 / Max: 8.73Min: 8.57 / Avg: 8.61 / Max: 8.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeACB0.65031.30061.95092.60123.2515SE +/- 0.02, N = 12SE +/- 0.01, N = 32.892.882.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeACB246810Min: 2.81 / Avg: 2.89 / Max: 3Min: 2.87 / Avg: 2.88 / Max: 2.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeCBA0.4410.8821.3231.7642.205SE +/- 0.03, N = 3SE +/- 0.01, N = 121.961.931.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeCBA246810Min: 1.89 / Avg: 1.93 / Max: 1.98Min: 1.83 / Avg: 1.9 / Max: 1.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeACB0.32630.65260.97891.30521.6315SE +/- 0.02, N = 12SE +/- 0.06, N = 31.451.441.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeACB246810Min: 1.26 / Avg: 1.45 / Max: 1.52Min: 1.33 / Avg: 1.4 / Max: 1.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeBAC0.3060.6120.9181.2241.53SE +/- 0.07, N = 3SE +/- 0.02, N = 121.361.311.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeBAC246810Min: 1.21 / Avg: 1.36 / Max: 1.43Min: 1.21 / Avg: 1.31 / Max: 1.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeACB0.68851.3772.06552.7543.4425SE +/- 0.03, N = 4SE +/- 0.02, N = 33.063.033.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeACB246810Min: 2.98 / Avg: 3.06 / Max: 3.14Min: 3 / Avg: 3.02 / Max: 3.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150SE +/- 0.65, N = 4SE +/- 0.44, N = 3150.18149.13148.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150Min: 149.04 / Avg: 150.18 / Max: 151.47Min: 148.66 / Avg: 149.13 / Max: 150.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.04, N = 4SE +/- 0.04, N = 38.698.678.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.58 / Avg: 8.69 / Max: 8.73Min: 8.59 / Avg: 8.67 / Max: 8.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeCBA0.73581.47162.20742.94323.679SE +/- 0.03, N = 3SE +/- 0.03, N = 43.273.203.15
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeCBA246810Min: 3.15 / Avg: 3.2 / Max: 3.26Min: 3.08 / Avg: 3.15 / Max: 3.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeCBA0.45450.9091.36351.8182.2725SE +/- 0.02, N = 3SE +/- 0.02, N = 42.021.991.99
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeCBA246810Min: 1.97 / Avg: 1.99 / Max: 2.02Min: 1.95 / Avg: 1.99 / Max: 2.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeBAC0.36680.73361.10041.46721.834SE +/- 0.03, N = 3SE +/- 0.04, N = 41.631.631.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeBAC246810Min: 1.56 / Avg: 1.63 / Max: 1.67Min: 1.52 / Avg: 1.63 / Max: 1.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC0.3330.6660.9991.3321.665SE +/- 0.07, N = 4SE +/- 0.02, N = 31.481.451.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC246810Min: 1.37 / Avg: 1.48 / Max: 1.67Min: 1.42 / Avg: 1.45 / Max: 1.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC0.71781.43562.15342.87123.589SE +/- 0.03, N = 12SE +/- 0.02, N = 33.193.173.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC246810Min: 3.05 / Avg: 3.19 / Max: 3.39Min: 3.14 / Avg: 3.17 / Max: 3.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkACB306090120150SE +/- 0.39, N = 3SE +/- 0.25, N = 12150.41149.53149.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkACB306090120150Min: 149.93 / Avg: 150.41 / Max: 151.19Min: 148.52 / Avg: 149.52 / Max: 151.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.04, N = 3SE +/- 0.02, N = 128.688.618.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.61 / Avg: 8.68 / Max: 8.75Min: 8.54 / Avg: 8.61 / Max: 8.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeBAC0.77181.54362.31543.08723.859SE +/- 0.02, N = 12SE +/- 0.05, N = 33.433.423.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeBAC246810Min: 3.33 / Avg: 3.43 / Max: 3.5Min: 3.33 / Avg: 3.42 / Max: 3.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeBAC0.4950.991.4851.982.475SE +/- 0.01, N = 12SE +/- 0.01, N = 32.202.202.16
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeBAC246810Min: 2.16 / Avg: 2.2 / Max: 2.26Min: 2.18 / Avg: 2.2 / Max: 2.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABC0.4320.8641.2961.7282.16SE +/- 0.01, N = 3SE +/- 0.02, N = 121.921.841.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABC246810Min: 1.89 / Avg: 1.92 / Max: 1.94Min: 1.67 / Avg: 1.84 / Max: 1.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA0.39150.7831.17451.5661.9575SE +/- 0.03, N = 12SE +/- 0.02, N = 31.741.661.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA246810Min: 1.53 / Avg: 1.66 / Max: 1.81Min: 1.54 / Avg: 1.58 / Max: 1.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA0.7831.5662.3493.1323.915SE +/- 0.03, N = 3SE +/- 0.04, N = 33.483.473.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA246810Min: 3.43 / Avg: 3.47 / Max: 3.53Min: 3.41 / Avg: 3.46 / Max: 3.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkACB306090120150SE +/- 0.94, N = 3SE +/- 0.29, N = 3150.03149.72148.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkACB306090120150Min: 148.17 / Avg: 150.03 / Max: 151.09Min: 148.01 / Avg: 148.58 / Max: 148.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeACB246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.688.638.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeACB3691215Min: 8.64 / Avg: 8.68 / Max: 8.71Min: 8.57 / Avg: 8.61 / Max: 8.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeBCA0.8641.7282.5923.4564.32SE +/- 0.04, N = 3SE +/- 0.04, N = 33.843.793.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeBCA246810Min: 3.8 / Avg: 3.84 / Max: 3.91Min: 3.66 / Avg: 3.74 / Max: 3.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCAB0.57151.1431.71452.2862.8575SE +/- 0.01, N = 3SE +/- 0.05, N = 32.542.502.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCAB246810Min: 2.49 / Avg: 2.5 / Max: 2.51Min: 2.41 / Avg: 2.46 / Max: 2.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeCBA0.56251.1251.68752.252.8125SE +/- 0.07, N = 3SE +/- 0.07, N = 32.502.362.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeCBA246810Min: 2.24 / Avg: 2.36 / Max: 2.47Min: 2.22 / Avg: 2.32 / Max: 2.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeBAC0.46130.92261.38391.84522.3065SE +/- 0.05, N = 3SE +/- 0.04, N = 32.052.021.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeBAC246810Min: 1.94 / Avg: 2.05 / Max: 2.11Min: 1.96 / Avg: 2.02 / Max: 2.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC48121620SE +/- 0.05, N = 3SE +/- 0.10, N = 314.6014.5414.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC48121620Min: 14.53 / Avg: 14.6 / Max: 14.7Min: 14.39 / Avg: 14.54 / Max: 14.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150SE +/- 0.68, N = 3SE +/- 0.44, N = 3149.76149.56149.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150Min: 148.4 / Avg: 149.76 / Max: 150.57Min: 148.69 / Avg: 149.56 / Max: 150.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.01, N = 3SE +/- 0.01, N = 38.668.668.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.65 / Avg: 8.66 / Max: 8.69Min: 8.64 / Avg: 8.66 / Max: 8.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeBAC246810SE +/- 0.07, N = 3SE +/- 0.04, N = 36.646.606.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeBAC3691215Min: 6.52 / Avg: 6.64 / Max: 6.75Min: 6.54 / Avg: 6.6 / Max: 6.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABC3691215SE +/- 0.12, N = 3SE +/- 0.11, N = 39.169.158.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABC3691215Min: 8.99 / Avg: 9.16 / Max: 9.39Min: 8.95 / Avg: 9.15 / Max: 9.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABC3691215SE +/- 0.02, N = 3SE +/- 0.27, N = 311.3411.0110.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABC3691215Min: 11.3 / Avg: 11.34 / Max: 11.37Min: 10.49 / Avg: 11.01 / Max: 11.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeACB3691215SE +/- 0.04, N = 3SE +/- 0.22, N = 311.5711.5411.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeACB3691215Min: 11.52 / Avg: 11.57 / Max: 11.65Min: 10.85 / Avg: 11.28 / Max: 11.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA48121620SE +/- 0.02, N = 3SE +/- 0.02, N = 314.0713.9713.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA48121620Min: 13.94 / Avg: 13.97 / Max: 14.02Min: 13.9 / Avg: 13.94 / Max: 13.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150SE +/- 0.27, N = 3SE +/- 0.45, N = 3148.98148.92148.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150Min: 148.46 / Avg: 148.98 / Max: 149.34Min: 148.4 / Avg: 148.92 / Max: 149.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.03, N = 38.698.688.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.64 / Avg: 8.69 / Max: 8.72Min: 8.63 / Avg: 8.68 / Max: 8.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeBAC246810SE +/- 0.03, N = 3SE +/- 0.08, N = 36.826.756.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeBAC3691215Min: 6.76 / Avg: 6.82 / Max: 6.86Min: 6.64 / Avg: 6.75 / Max: 6.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeBAC3691215SE +/- 0.12, N = 3SE +/- 0.03, N = 39.038.948.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeBAC3691215Min: 8.89 / Avg: 9.03 / Max: 9.26Min: 8.91 / Avg: 8.94 / Max: 9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeBAC3691215SE +/- 0.19, N = 3SE +/- 0.11, N = 310.4810.3210.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeBAC3691215Min: 10.18 / Avg: 10.48 / Max: 10.84Min: 10.1 / Avg: 10.32 / Max: 10.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeACB3691215SE +/- 0.16, N = 3SE +/- 0.04, N = 310.5910.2410.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeACB3691215Min: 10.27 / Avg: 10.59 / Max: 10.78Min: 10.04 / Avg: 10.11 / Max: 10.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA612182430SE +/- 0.12, N = 3SE +/- 0.12, N = 327.2927.2427.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA612182430Min: 27.01 / Avg: 27.24 / Max: 27.36Min: 26.98 / Avg: 27.22 / Max: 27.38

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkACB306090120150SE +/- 0.30, N = 3SE +/- 0.50, N = 3149.36149.25148.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkACB306090120150Min: 148.97 / Avg: 149.36 / Max: 149.96Min: 148.2 / Avg: 148.79 / Max: 149.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.02, N = 3SE +/- 0.05, N = 38.718.678.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.62 / Avg: 8.67 / Max: 8.69Min: 8.51 / Avg: 8.59 / Max: 8.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeACB3691215SE +/- 0.06, N = 3SE +/- 0.09, N = 310.6510.6010.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeACB3691215Min: 10.53 / Avg: 10.65 / Max: 10.73Min: 10.34 / Avg: 10.5 / Max: 10.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCAB48121620SE +/- 0.09, N = 3SE +/- 0.19, N = 318.0517.9117.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCAB510152025Min: 17.78 / Avg: 17.91 / Max: 18.07Min: 17.44 / Avg: 17.81 / Max: 18.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeCBA510152025SE +/- 0.15, N = 3SE +/- 0.26, N = 322.0922.0821.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeCBA510152025Min: 21.89 / Avg: 22.08 / Max: 22.37Min: 21.37 / Avg: 21.82 / Max: 22.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA510152025SE +/- 0.13, N = 3SE +/- 0.48, N = 322.6522.2722.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA510152025Min: 22.06 / Avg: 22.27 / Max: 22.51Min: 21.12 / Avg: 22.08 / Max: 22.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBAC612182430SE +/- 0.31, N = 4SE +/- 0.12, N = 325.9825.7725.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBAC612182430Min: 25.46 / Avg: 25.98 / Max: 26.87Min: 25.59 / Avg: 25.77 / Max: 25.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBCA306090120150SE +/- 0.53, N = 4SE +/- 0.25, N = 3149.14148.94148.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBCA306090120150Min: 148.01 / Avg: 149.14 / Max: 150.19Min: 147.77 / Avg: 148.22 / Max: 148.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.03, N = 4SE +/- 0.02, N = 38.608.608.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.54 / Avg: 8.6 / Max: 8.69Min: 8.57 / Avg: 8.6 / Max: 8.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABC3691215SE +/- 0.08, N = 3SE +/- 0.06, N = 410.1210.0510.04
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABC3691215Min: 10.02 / Avg: 10.12 / Max: 10.27Min: 9.9 / Avg: 10.05 / Max: 10.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeCBA48121620SE +/- 0.07, N = 4SE +/- 0.11, N = 317.4917.0216.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeCBA48121620Min: 16.87 / Avg: 17.02 / Max: 17.19Min: 16.75 / Avg: 16.94 / Max: 17.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeCAB510152025SE +/- 0.21, N = 3SE +/- 0.18, N = 421.2120.0419.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeCAB510152025Min: 19.64 / Avg: 20.04 / Max: 20.33Min: 19.39 / Avg: 19.77 / Max: 20.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC510152025SE +/- 0.11, N = 3SE +/- 0.22, N = 420.3520.0519.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC510152025Min: 20.14 / Avg: 20.35 / Max: 20.48Min: 19.77 / Avg: 20.05 / Max: 20.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCAB1122334455SE +/- 0.27, N = 3SE +/- 0.22, N = 349.5349.4149.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCAB1020304050Min: 48.87 / Avg: 49.41 / Max: 49.74Min: 48.93 / Avg: 49.28 / Max: 49.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.58, N = 3SE +/- 0.80, N = 3149.61149.23148.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB306090120150Min: 148.52 / Avg: 149.23 / Max: 150.38Min: 147.01 / Avg: 148.6 / Max: 149.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.01, N = 3SE +/- 0.02, N = 38.658.638.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.62 / Avg: 8.63 / Max: 8.64Min: 8.58 / Avg: 8.63 / Max: 8.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCAB612182430SE +/- 0.13, N = 3SE +/- 0.17, N = 327.3827.3627.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCAB612182430Min: 27.16 / Avg: 27.36 / Max: 27.61Min: 26.94 / Avg: 27.28 / Max: 27.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeCBA816243240SE +/- 0.20, N = 3SE +/- 0.38, N = 334.7434.4133.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeCBA714212835Min: 34.07 / Avg: 34.41 / Max: 34.76Min: 33.5 / Avg: 33.93 / Max: 34.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeCAB1020304050SE +/- 0.25, N = 3SE +/- 0.42, N = 341.9840.0039.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeCAB918273645Min: 39.6 / Avg: 40 / Max: 40.46Min: 39.09 / Avg: 39.87 / Max: 40.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC918273645SE +/- 0.51, N = 3SE +/- 0.23, N = 340.7840.1439.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC816243240Min: 39.82 / Avg: 40.78 / Max: 41.55Min: 39.78 / Avg: 40.14 / Max: 40.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC1122334455SE +/- 0.32, N = 3SE +/- 0.23, N = 350.1349.8648.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC1020304050Min: 49.65 / Avg: 50.13 / Max: 50.74Min: 49.47 / Avg: 49.86 / Max: 50.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150SE +/- 2.16, N = 3SE +/- 0.46, N = 3151.33149.13147.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150Min: 149.13 / Avg: 151.33 / Max: 155.65Min: 148.28 / Avg: 149.13 / Max: 149.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.05, N = 3SE +/- 0.03, N = 38.618.598.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.5 / Avg: 8.61 / Max: 8.68Min: 8.54 / Avg: 8.59 / Max: 8.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABC612182430SE +/- 0.11, N = 3SE +/- 0.15, N = 323.9723.4923.04
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABC612182430Min: 23.8 / Avg: 23.97 / Max: 24.16Min: 23.25 / Avg: 23.49 / Max: 23.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeCBA816243240SE +/- 0.28, N = 3SE +/- 0.37, N = 334.1133.8533.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeCBA714212835Min: 33.37 / Avg: 33.85 / Max: 34.35Min: 33.05 / Avg: 33.55 / Max: 34.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeCBA918273645SE +/- 0.14, N = 3SE +/- 0.60, N = 340.1740.1439.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeCBA816243240Min: 39.88 / Avg: 40.14 / Max: 40.38Min: 38.47 / Avg: 39.55 / Max: 40.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeBAC918273645SE +/- 0.53, N = 3SE +/- 0.39, N = 340.7640.3240.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeBAC816243240Min: 40.13 / Avg: 40.76 / Max: 41.81Min: 39.76 / Avg: 40.32 / Max: 41.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB48121620SE +/- 0.09, N = 3SE +/- 0.10, N = 314.0713.9713.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB48121620Min: 13.84 / Avg: 13.97 / Max: 14.14Min: 13.79 / Avg: 13.89 / Max: 14.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.48, N = 3SE +/- 0.82, N = 3148.99148.55148.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150Min: 147.6 / Avg: 148.55 / Max: 149.17Min: 147.24 / Avg: 148.53 / Max: 150.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.01, N = 3SE +/- 0.03, N = 38.618.548.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.51 / Avg: 8.54 / Max: 8.55Min: 8.43 / Avg: 8.49 / Max: 8.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeACB246810SE +/- 0.05, N = 3SE +/- 0.09, N = 36.896.866.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeACB3691215Min: 6.79 / Avg: 6.89 / Max: 6.95Min: 6.62 / Avg: 6.77 / Max: 6.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABC3691215SE +/- 0.08, N = 3SE +/- 0.12, N = 39.059.018.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABC3691215Min: 8.92 / Avg: 9.05 / Max: 9.19Min: 8.89 / Avg: 9.01 / Max: 9.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeBAC3691215SE +/- 0.17, N = 3SE +/- 0.41, N = 311.0210.7910.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeBAC3691215Min: 10.69 / Avg: 11.02 / Max: 11.25Min: 10.38 / Avg: 10.79 / Max: 11.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC3691215SE +/- 0.43, N = 3SE +/- 0.41, N = 310.6510.6010.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC3691215Min: 10.22 / Avg: 10.65 / Max: 11.51Min: 10.12 / Avg: 10.6 / Max: 11.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeACB48121620SE +/- 0.06, N = 3SE +/- 0.10, N = 314.1514.1414.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeACB48121620Min: 14.07 / Avg: 14.15 / Max: 14.26Min: 13.95 / Avg: 14.12 / Max: 14.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.57, N = 3SE +/- 0.22, N = 3150.28149.18148.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150Min: 148.13 / Avg: 149.18 / Max: 150.1Min: 148.11 / Avg: 148.55 / Max: 148.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.032542604, N = 3SE +/- 0.034828757, N = 38.6878927258.5800000008.570000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.54 / Avg: 8.58 / Max: 8.64Min: 8.5 / Avg: 8.57 / Max: 8.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeBCA246810SE +/- 0.02, N = 3SE +/- 0.08, N = 37.147.047.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeBCA3691215Min: 7.11 / Avg: 7.14 / Max: 7.17Min: 6.88 / Avg: 7.03 / Max: 7.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeACB3691215SE +/- 0.07, N = 3SE +/- 0.03, N = 39.349.249.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeACB3691215Min: 9.22 / Avg: 9.34 / Max: 9.47Min: 9.18 / Avg: 9.22 / Max: 9.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeCBA3691215SE +/- 0.16, N = 3SE +/- 0.18, N = 311.6611.2111.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeCBA3691215Min: 10.93 / Avg: 11.21 / Max: 11.5Min: 10.84 / Avg: 11.2 / Max: 11.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC3691215SE +/- 0.31, N = 3SE +/- 0.15, N = 310.6010.5610.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC3691215Min: 10.22 / Avg: 10.6 / Max: 11.21Min: 10.4 / Avg: 10.56 / Max: 10.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB612182430SE +/- 0.03, N = 3SE +/- 0.08, N = 325.6025.5525.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB612182430Min: 25.49 / Avg: 25.55 / Max: 25.6Min: 25.4 / Avg: 25.53 / Max: 25.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.51, N = 3SE +/- 0.38, N = 3149.29149.23147.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150Min: 148.67 / Avg: 149.23 / Max: 150.25Min: 147.5 / Avg: 147.91 / Max: 148.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.01, N = 3SE +/- 0.03, N = 38.628.588.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.6 / Avg: 8.62 / Max: 8.64Min: 8.52 / Avg: 8.58 / Max: 8.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABC3691215SE +/- 0.09, N = 3SE +/- 0.04, N = 310.2510.1610.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABC3691215Min: 10.12 / Avg: 10.25 / Max: 10.43Min: 10.08 / Avg: 10.16 / Max: 10.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeBAC48121620SE +/- 0.04, N = 3SE +/- 0.08, N = 317.0917.0317.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeBAC48121620Min: 17.05 / Avg: 17.09 / Max: 17.16Min: 16.88 / Avg: 17.03 / Max: 17.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeCBA510152025SE +/- 0.10, N = 3SE +/- 0.19, N = 320.4920.3319.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeCBA510152025Min: 20.13 / Avg: 20.33 / Max: 20.44Min: 19.59 / Avg: 19.97 / Max: 20.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA510152025SE +/- 0.37, N = 3SE +/- 0.23, N = 321.0820.6619.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA510152025Min: 19.91 / Avg: 20.66 / Max: 21.05Min: 19.45 / Avg: 19.87 / Max: 20.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeBCA612182430SE +/- 0.02, N = 3SE +/- 0.02, N = 325.7625.7225.70
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeBCA612182430Min: 25.72 / Avg: 25.76 / Max: 25.78Min: 25.67 / Avg: 25.7 / Max: 25.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.53, N = 3SE +/- 0.23, N = 3149.85148.85148.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB306090120150Min: 148.18 / Avg: 148.85 / Max: 149.9Min: 147.85 / Avg: 148.3 / Max: 148.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.04, N = 38.648.608.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.61 / Avg: 8.64 / Max: 8.67Min: 8.52 / Avg: 8.6 / Max: 8.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeCBA3691215SE +/- 0.04, N = 3SE +/- 0.08, N = 310.4110.3210.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeCBA3691215Min: 10.26 / Avg: 10.32 / Max: 10.39Min: 10.12 / Avg: 10.25 / Max: 10.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeBAC48121620SE +/- 0.29, N = 3SE +/- 0.23, N = 317.8117.5217.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeBAC510152025Min: 17.24 / Avg: 17.81 / Max: 18.17Min: 17.2 / Avg: 17.52 / Max: 17.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABC510152025SE +/- 0.36, N = 3SE +/- 0.17, N = 320.7920.7220.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABC510152025Min: 20.31 / Avg: 20.79 / Max: 21.49Min: 20.44 / Avg: 20.72 / Max: 21.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC510152025SE +/- 0.31, N = 3SE +/- 0.18, N = 320.0119.8719.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC510152025Min: 19.42 / Avg: 20.01 / Max: 20.43Min: 19.5 / Avg: 19.87 / Max: 20.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeBCA1122334455SE +/- 0.28, N = 3SE +/- 0.04, N = 349.9549.8449.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeBCA1020304050Min: 49.46 / Avg: 49.95 / Max: 50.44Min: 49.56 / Avg: 49.63 / Max: 49.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.40, N = 3SE +/- 0.29, N = 3151.94149.45148.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150Min: 148.7 / Avg: 149.45 / Max: 150.04Min: 148.09 / Avg: 148.66 / Max: 149.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.03, N = 3SE +/- 0.02, N = 38.628.618.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.58 / Avg: 8.62 / Max: 8.67Min: 8.56 / Avg: 8.61 / Max: 8.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeBCA612182430SE +/- 0.23, N = 3SE +/- 0.20, N = 323.2423.1822.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeBCA510152025Min: 22.8 / Avg: 23.24 / Max: 23.59Min: 22.48 / Avg: 22.89 / Max: 23.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeCAB816243240SE +/- 0.28, N = 3SE +/- 0.43, N = 334.6234.5034.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeCAB714212835Min: 34 / Avg: 34.5 / Max: 34.95Min: 33.5 / Avg: 34.09 / Max: 34.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeBCA918273645SE +/- 0.28, N = 3SE +/- 0.57, N = 340.5039.9039.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeBCA816243240Min: 40 / Avg: 40.5 / Max: 40.99Min: 38.49 / Avg: 39.6 / Max: 40.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA918273645SE +/- 1.12, N = 3SE +/- 0.09, N = 341.2041.0140.99
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA918273645Min: 39.1 / Avg: 41.01 / Max: 42.96Min: 40.9 / Avg: 40.99 / Max: 41.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeBAC1224364860SE +/- 0.68, N = 3SE +/- 0.17, N = 351.3550.3350.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeBAC1020304050Min: 50.06 / Avg: 51.35 / Max: 52.35Min: 50.03 / Avg: 50.33 / Max: 50.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.43, N = 3SE +/- 0.45, N = 3148.60148.50147.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 147.96 / Avg: 148.6 / Max: 149.41Min: 147.76 / Avg: 148.5 / Max: 149.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.03, N = 3SE +/- 0.04, N = 38.598.578.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.55 / Avg: 8.59 / Max: 8.63Min: 8.51 / Avg: 8.57 / Max: 8.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeACB612182430SE +/- 0.21, N = 3SE +/- 0.07, N = 323.2623.1722.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeACB510152025Min: 22.97 / Avg: 23.26 / Max: 23.66Min: 22.86 / Avg: 22.94 / Max: 23.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABC816243240SE +/- 0.21, N = 3SE +/- 0.42, N = 334.5633.9833.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABC714212835Min: 34.26 / Avg: 34.56 / Max: 34.97Min: 33.44 / Avg: 33.98 / Max: 34.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeACB918273645SE +/- 0.65, N = 3SE +/- 0.48, N = 340.6039.8539.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeACB816243240Min: 39.32 / Avg: 40.6 / Max: 41.42Min: 39.08 / Avg: 39.58 / Max: 40.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeACB918273645SE +/- 0.68, N = 3SE +/- 0.38, N = 341.5541.1840.71
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeACB918273645Min: 40.33 / Avg: 41.55 / Max: 42.67Min: 40.24 / Avg: 40.71 / Max: 41.46