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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  7 Hours, 50 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 TimeABC0.65031.30061.95092.60123.2515SE +/- 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 TimeABC246810Min: 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 TimeABC0.4410.8821.3231.7642.205SE +/- 0.01, N = 12SE +/- 0.03, N = 31.901.931.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeABC246810Min: 1.83 / Avg: 1.9 / Max: 1.97Min: 1.89 / Avg: 1.93 / Max: 1.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABC0.32630.65260.97891.30521.6315SE +/- 0.02, N = 12SE +/- 0.06, N = 31.451.401.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABC246810Min: 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 TimeABC0.3060.6120.9181.2241.53SE +/- 0.02, N = 12SE +/- 0.07, N = 31.311.361.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC246810Min: 1.21 / Avg: 1.31 / Max: 1.45Min: 1.21 / Avg: 1.36 / Max: 1.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABC0.68851.3772.06552.7543.4425SE +/- 0.03, N = 4SE +/- 0.02, N = 33.063.023.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABC246810Min: 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 TimeABC0.73581.47162.20742.94323.679SE +/- 0.03, N = 4SE +/- 0.03, N = 33.153.203.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABC246810Min: 3.08 / Avg: 3.15 / Max: 3.24Min: 3.15 / Avg: 3.2 / Max: 3.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABC0.45450.9091.36351.8182.2725SE +/- 0.02, N = 4SE +/- 0.02, N = 31.991.992.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABC246810Min: 1.95 / Avg: 1.99 / Max: 2.02Min: 1.97 / Avg: 1.99 / Max: 2.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABC0.36680.73361.10041.46721.834SE +/- 0.04, N = 4SE +/- 0.03, N = 31.631.631.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABC246810Min: 1.52 / Avg: 1.63 / Max: 1.73Min: 1.56 / Avg: 1.63 / Max: 1.67

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 TimeABC0.71781.43562.15342.87123.589SE +/- 0.02, N = 3SE +/- 0.03, N = 123.173.193.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC246810Min: 3.14 / Avg: 3.17 / Max: 3.2Min: 3.05 / Avg: 3.19 / Max: 3.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.39, N = 3SE +/- 0.25, N = 12150.41149.52149.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 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 TimeABC0.77181.54362.31543.08723.859SE +/- 0.05, N = 3SE +/- 0.02, N = 123.423.433.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeABC246810Min: 3.33 / Avg: 3.42 / Max: 3.49Min: 3.33 / Avg: 3.43 / Max: 3.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABC0.4950.991.4851.982.475SE +/- 0.01, N = 3SE +/- 0.01, N = 122.202.202.16
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABC246810Min: 2.18 / Avg: 2.2 / Max: 2.22Min: 2.16 / Avg: 2.2 / Max: 2.26

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 TimeABC0.39150.7831.17451.5661.9575SE +/- 0.02, N = 3SE +/- 0.03, N = 121.581.661.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC246810Min: 1.54 / Avg: 1.58 / Max: 1.6Min: 1.53 / Avg: 1.66 / Max: 1.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC0.7831.5662.3493.1323.915SE +/- 0.04, N = 3SE +/- 0.03, N = 33.463.473.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC246810Min: 3.41 / Avg: 3.46 / Max: 3.54Min: 3.43 / Avg: 3.47 / Max: 3.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.94, N = 3SE +/- 0.29, N = 3150.03148.58149.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 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 DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.688.618.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 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 TimeABC0.8641.7282.5923.4564.32SE +/- 0.04, N = 3SE +/- 0.04, N = 33.743.843.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeABC246810Min: 3.66 / Avg: 3.74 / Max: 3.81Min: 3.8 / Avg: 3.84 / Max: 3.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABC0.57151.1431.71452.2862.8575SE +/- 0.01, N = 3SE +/- 0.05, N = 32.502.462.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABC246810Min: 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 TimeABC0.56251.1251.68752.252.8125SE +/- 0.07, N = 3SE +/- 0.07, N = 32.322.362.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABC246810Min: 2.22 / Avg: 2.32 / Max: 2.46Min: 2.24 / Avg: 2.36 / Max: 2.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC0.46130.92261.38391.84522.3065SE +/- 0.04, N = 3SE +/- 0.05, N = 32.022.051.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC246810Min: 1.96 / Avg: 2.02 / Max: 2.08Min: 1.94 / Avg: 2.05 / Max: 2.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABC48121620SE +/- 0.10, N = 3SE +/- 0.05, N = 314.5414.6014.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABC48121620Min: 14.39 / Avg: 14.54 / Max: 14.72Min: 14.53 / Avg: 14.6 / Max: 14.7

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 DataframeABC246810SE +/- 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 DataframeABC3691215Min: 8.64 / Avg: 8.66 / Max: 8.68Min: 8.65 / Avg: 8.66 / Max: 8.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABC246810SE +/- 0.04, N = 3SE +/- 0.07, N = 36.606.646.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABC3691215Min: 6.54 / Avg: 6.6 / Max: 6.69Min: 6.52 / Avg: 6.64 / Max: 6.75

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 TimeABC3691215SE +/- 0.04, N = 3SE +/- 0.22, N = 311.5711.2811.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC3691215Min: 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 TimeABC48121620SE +/- 0.02, N = 3SE +/- 0.02, N = 313.9413.9714.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABC48121620Min: 13.9 / Avg: 13.94 / Max: 13.97Min: 13.94 / Avg: 13.97 / Max: 14.02

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 TimeABC246810SE +/- 0.08, N = 3SE +/- 0.03, N = 36.756.826.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeABC3691215Min: 6.64 / Avg: 6.75 / Max: 6.92Min: 6.76 / Avg: 6.82 / Max: 6.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABC3691215SE +/- 0.03, N = 3SE +/- 0.12, N = 38.949.038.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABC3691215Min: 8.91 / Avg: 8.94 / Max: 9Min: 8.89 / Avg: 9.03 / Max: 9.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABC3691215SE +/- 0.11, N = 3SE +/- 0.19, N = 310.3210.4810.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABC3691215Min: 10.1 / Avg: 10.32 / Max: 10.47Min: 10.18 / Avg: 10.48 / Max: 10.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC3691215SE +/- 0.16, N = 3SE +/- 0.04, N = 310.5910.1110.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC3691215Min: 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 TimeABC612182430SE +/- 0.12, N = 3SE +/- 0.12, N = 327.2227.2427.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeABC612182430Min: 26.98 / Avg: 27.22 / Max: 27.38Min: 27.01 / Avg: 27.24 / Max: 27.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150SE +/- 0.30, N = 3SE +/- 0.50, N = 3149.36148.79149.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150Min: 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 DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.05, N = 38.678.598.71
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC3691215Min: 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 TimeABC3691215SE +/- 0.06, N = 3SE +/- 0.09, N = 310.6510.5010.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeABC3691215Min: 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 TimeABC48121620SE +/- 0.09, N = 3SE +/- 0.19, N = 317.9117.8118.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeABC510152025Min: 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 TimeABC510152025SE +/- 0.26, N = 3SE +/- 0.15, N = 321.8222.0822.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeABC510152025Min: 21.37 / Avg: 21.82 / Max: 22.25Min: 21.89 / Avg: 22.08 / Max: 22.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC510152025SE +/- 0.48, N = 3SE +/- 0.13, N = 322.0822.2722.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC510152025Min: 21.12 / Avg: 22.08 / Max: 22.61Min: 22.06 / Avg: 22.27 / Max: 22.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABC612182430SE +/- 0.12, N = 3SE +/- 0.31, N = 425.7725.9825.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABC612182430Min: 25.59 / Avg: 25.77 / Max: 25.98Min: 25.46 / Avg: 25.98 / Max: 26.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150SE +/- 0.25, N = 3SE +/- 0.53, N = 4148.22149.14148.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150Min: 147.77 / Avg: 148.22 / Max: 148.61Min: 148.01 / Avg: 149.14 / Max: 150.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.03, N = 48.608.608.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.57 / Avg: 8.6 / Max: 8.65Min: 8.54 / Avg: 8.6 / Max: 8.69

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 TimeABC48121620SE +/- 0.11, N = 3SE +/- 0.07, N = 416.9417.0217.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeABC48121620Min: 16.75 / Avg: 16.94 / Max: 17.12Min: 16.87 / Avg: 17.02 / Max: 17.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABC510152025SE +/- 0.21, N = 3SE +/- 0.18, N = 420.0419.7721.21
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABC510152025Min: 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 TimeABC1122334455SE +/- 0.27, N = 3SE +/- 0.22, N = 349.4149.2849.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeABC1020304050Min: 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 BenchmarkABC306090120150SE +/- 0.58, N = 3SE +/- 0.80, N = 3149.23148.60149.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150Min: 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 DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.01, N = 38.638.638.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.58 / Avg: 8.63 / Max: 8.66Min: 8.62 / Avg: 8.63 / Max: 8.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABC612182430SE +/- 0.13, N = 3SE +/- 0.17, N = 327.3627.2827.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABC612182430Min: 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 TimeABC816243240SE +/- 0.38, N = 3SE +/- 0.20, N = 333.9334.4134.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABC714212835Min: 33.5 / Avg: 33.93 / Max: 34.69Min: 34.07 / Avg: 34.41 / Max: 34.76

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABC1020304050SE +/- 0.25, N = 3SE +/- 0.42, N = 340.0039.8741.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABC918273645Min: 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 DataframeABC246810SE +/- 0.03, N = 3SE +/- 0.05, N = 38.598.618.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.54 / Avg: 8.59 / Max: 8.65Min: 8.5 / Avg: 8.61 / Max: 8.68

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 TimeABC816243240SE +/- 0.37, N = 3SE +/- 0.28, N = 333.5533.8534.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABC714212835Min: 33.05 / Avg: 33.55 / Max: 34.27Min: 33.37 / Avg: 33.85 / Max: 34.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABC918273645SE +/- 0.60, N = 3SE +/- 0.14, N = 339.5540.1440.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABC816243240Min: 38.47 / Avg: 39.55 / Max: 40.54Min: 39.88 / Avg: 40.14 / Max: 40.38

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC918273645SE +/- 0.39, N = 3SE +/- 0.53, N = 340.3240.7640.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC816243240Min: 39.76 / Avg: 40.32 / Max: 41.08Min: 40.13 / Avg: 40.76 / Max: 41.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC48121620SE +/- 0.09, N = 3SE +/- 0.10, N = 313.9713.8914.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC48121620Min: 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 BenchmarkABC306090120150SE +/- 0.48, N = 3SE +/- 0.82, N = 3148.55148.53148.99
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 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 DataframeABC246810SE +/- 0.03, N = 3SE +/- 0.01, N = 38.498.548.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.43 / Avg: 8.49 / Max: 8.53Min: 8.51 / Avg: 8.54 / Max: 8.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABC246810SE +/- 0.05, N = 3SE +/- 0.09, N = 36.896.776.86
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABC3691215Min: 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 TimeABC3691215SE +/- 0.41, N = 3SE +/- 0.17, N = 310.7911.0210.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABC3691215Min: 10.38 / Avg: 10.79 / Max: 11.6Min: 10.69 / Avg: 11.02 / Max: 11.25

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 TimeABC48121620SE +/- 0.06, N = 3SE +/- 0.10, N = 314.1514.1214.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC48121620Min: 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 BenchmarkABC306090120150SE +/- 0.22, N = 3SE +/- 0.57, N = 3148.55149.18150.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 148.11 / Avg: 148.55 / Max: 148.83Min: 148.13 / Avg: 149.18 / Max: 150.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.032542604, N = 3SE +/- 0.034828757, N = 38.5800000008.5700000008.687892725
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 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 TimeABC246810SE +/- 0.08, N = 3SE +/- 0.02, N = 37.037.147.04
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABC3691215Min: 6.88 / Avg: 7.03 / Max: 7.15Min: 7.11 / Avg: 7.14 / Max: 7.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABC3691215SE +/- 0.07, N = 3SE +/- 0.03, N = 39.349.229.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABC3691215Min: 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 TimeABC3691215SE +/- 0.18, N = 3SE +/- 0.16, N = 311.2011.2111.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeABC3691215Min: 10.84 / Avg: 11.2 / Max: 11.45Min: 10.93 / Avg: 11.21 / Max: 11.5

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 TimeABC612182430SE +/- 0.03, N = 3SE +/- 0.08, N = 325.5525.5325.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC612182430Min: 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 BenchmarkABC306090120150SE +/- 0.51, N = 3SE +/- 0.38, N = 3149.23147.91149.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 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 TimeABC48121620SE +/- 0.08, N = 3SE +/- 0.04, N = 317.0317.0917.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABC48121620Min: 16.88 / Avg: 17.03 / Max: 17.16Min: 17.05 / Avg: 17.09 / Max: 17.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABC510152025SE +/- 0.19, N = 3SE +/- 0.10, N = 319.9720.3320.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABC510152025Min: 19.59 / Avg: 19.97 / Max: 20.21Min: 20.13 / Avg: 20.33 / Max: 20.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC510152025SE +/- 0.23, N = 3SE +/- 0.37, N = 319.8720.6621.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC510152025Min: 19.45 / Avg: 19.87 / Max: 20.24Min: 19.91 / Avg: 20.66 / Max: 21.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC612182430SE +/- 0.02, N = 3SE +/- 0.02, N = 325.7025.7625.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC612182430Min: 25.67 / Avg: 25.7 / Max: 25.73Min: 25.72 / Avg: 25.76 / Max: 25.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.53, N = 3SE +/- 0.23, N = 3148.85148.30149.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 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 TimeABC3691215SE +/- 0.08, N = 3SE +/- 0.04, N = 310.2510.3210.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeABC3691215Min: 10.12 / Avg: 10.25 / Max: 10.39Min: 10.26 / Avg: 10.32 / Max: 10.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABC48121620SE +/- 0.23, N = 3SE +/- 0.29, N = 317.5217.8117.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABC510152025Min: 17.2 / Avg: 17.52 / Max: 17.96Min: 17.24 / Avg: 17.81 / Max: 18.17

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 TimeABC1122334455SE +/- 0.04, N = 3SE +/- 0.28, N = 349.6349.9549.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC1020304050Min: 49.56 / Avg: 49.63 / Max: 49.71Min: 49.46 / Avg: 49.95 / Max: 50.44

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.40, N = 3SE +/- 0.29, N = 3149.45148.66151.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 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 DataframeABC246810SE +/- 0.02, N = 3SE +/- 0.03, N = 38.618.628.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.56 / Avg: 8.61 / Max: 8.64Min: 8.58 / Avg: 8.62 / Max: 8.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABC612182430SE +/- 0.20, N = 3SE +/- 0.23, N = 322.8923.2423.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABC510152025Min: 22.48 / Avg: 22.89 / Max: 23.13Min: 22.8 / Avg: 23.24 / Max: 23.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABC816243240SE +/- 0.28, N = 3SE +/- 0.43, N = 334.5034.0934.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABC714212835Min: 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 TimeABC918273645SE +/- 0.57, N = 3SE +/- 0.28, N = 339.6040.5039.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeABC816243240Min: 38.49 / Avg: 39.6 / Max: 40.34Min: 40 / Avg: 40.5 / Max: 40.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC918273645SE +/- 0.09, N = 3SE +/- 1.12, N = 340.9941.0141.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC918273645Min: 40.9 / Avg: 40.99 / Max: 41.17Min: 39.1 / Avg: 41.01 / Max: 42.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC1224364860SE +/- 0.17, N = 3SE +/- 0.68, N = 350.3351.3550.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC1020304050Min: 50.03 / Avg: 50.33 / Max: 50.63Min: 50.06 / Avg: 51.35 / Max: 52.35

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 TimeABC612182430SE +/- 0.21, N = 3SE +/- 0.07, N = 323.2622.9423.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeABC510152025Min: 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 TimeABC918273645SE +/- 0.65, N = 3SE +/- 0.48, N = 340.6039.5839.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABC816243240Min: 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 TimeABC918273645SE +/- 0.68, N = 3SE +/- 0.38, N = 341.5540.7141.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC918273645Min: 40.33 / Avg: 41.55 / Max: 42.67Min: 40.24 / Avg: 40.71 / Max: 41.46