apache spark 5900HX

AMD Ryzen 9 5900HX testing with a ASUS G513QY v1.0 (G513QY.318 BIOS) and ASUS AMD Cezanne 512MB on Ubuntu 22.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2208048-PTS-APACHESP92
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apache spark 5900HXOpenBenchmarking.orgPhoronix Test Suite 10.8.4AMD Ryzen 9 5900HX @ 3.30GHz (8 Cores / 16 Threads)ASUS G513QY v1.0 (G513QY.318 BIOS)AMD Renoir/Cezanne16GB512GB SAMSUNG MZVLQ512HBLU-00B00 + 15GB Ultra USB 3.0ASUS AMD Cezanne 512MB (2500/1000MHz)ASUS AMD Cezanne 512MBAMD Navi 21/23LQ156M1JW25Realtek RTL8111/8168/8411 + MEDIATEK MT7921 802.11ax PCIUbuntu 22.105.15.0-27-generic (x86_64)GNOME Shell 42.3.1X Server + Wayland4.6 Mesa 22.1.3 (LLVM 14.0.6 DRM 3.42)1.3.211GCC 11.3.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionApache Spark 5900HX BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - Platform Profile: balanced - CPU Microcode: 0xa50000c - ACPI Profile: balanced - OpenJDK Runtime Environment (build 11.0.16+8-post-Ubuntu-0ubuntu1)- Python 3.10.5- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + 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

ABCDResult 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 SparkApache SparkApache Spark1000000 - 1000 - S.5.B.T1000000 - 100 - I.J.T.T1000000 - 2000 - B.I.J.T.T1000000 - 1000 - B.I.J.T.T20000000 - 100 - I.J.T.T1000000 - 100 - R.T.T20000000 - 100 - Group By Test Time10000000 - 100 - B.I.J.T.T10000000 - 500 - Group By Test Time1000000 - 2000 - I.J.T.T1000000 - 500 - B.I.J.T.T1000000 - 2000 - Group By Test Time1000000 - 1000 - R.T.T20000000 - 500 - Group By Test Time1000000 - 100 - B.I.J.T.T20000000 - 100 - B.I.J.T.T1000000 - 500 - Group By Test Time10000000 - 100 - I.J.T.T10000000 - 100 - Group By Test Time1000000 - 500 - S.5.B.T1000000 - 2000 - S.5.B.T1000000 - 500 - I.J.T.T1000000 - 1000 - I.J.T.T1000000 - 100 - Group By Test Time

apache spark 5900HXspark: 1000000 - 1000 - Broadcast Inner Join Test Timespark: 1000000 - 1000 - Inner Join Test Timespark: 1000000 - 1000 - Repartition Test Timespark: 1000000 - 1000 - Group By Test Timespark: 1000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 1000 - Calculate Pi Benchmarkspark: 1000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 500 - Broadcast Inner Join Test Timespark: 1000000 - 500 - Inner Join Test Timespark: 1000000 - 500 - Repartition Test Timespark: 1000000 - 500 - Group By Test Timespark: 1000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 500 - Calculate Pi Benchmarkspark: 1000000 - 500 - SHA-512 Benchmark Timespark: 40000000 - 2000 - Broadcast Inner Join Test Timespark: 40000000 - 2000 - Inner Join Test Timespark: 40000000 - 2000 - Repartition Test Timespark: 40000000 - 2000 - Group By Test Timespark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 100 - Broadcast Inner Join Test Timespark: 40000000 - 100 - Inner Join Test Timespark: 40000000 - 100 - Repartition Test Timespark: 40000000 - 100 - Group By Test Timespark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 100 - SHA-512 Benchmark Timespark: 40000000 - 1000 - Broadcast Inner Join Test Timespark: 40000000 - 1000 - Inner Join Test Timespark: 40000000 - 1000 - Repartition Test Timespark: 40000000 - 1000 - Group By Test Timespark: 40000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 1000 - Calculate Pi Benchmarkspark: 40000000 - 1000 - SHA-512 Benchmark Timespark: 40000000 - 500 - Broadcast Inner Join Test Timespark: 40000000 - 500 - Inner Join Test Timespark: 40000000 - 500 - Repartition Test Timespark: 40000000 - 500 - Group By Test Timespark: 40000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 500 - Calculate Pi Benchmarkspark: 40000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 100 - Broadcast Inner Join Test Timespark: 20000000 - 100 - Inner Join Test Timespark: 20000000 - 100 - Repartition Test Timespark: 20000000 - 100 - Group By Test Timespark: 20000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 100 - Calculate Pi Benchmarkspark: 20000000 - 100 - SHA-512 Benchmark Timespark: 20000000 - 2000 - Broadcast Inner Join Test Timespark: 20000000 - 2000 - Inner Join Test Timespark: 20000000 - 2000 - Repartition Test Timespark: 20000000 - 2000 - Group By Test Timespark: 20000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 2000 - Calculate Pi Benchmarkspark: 20000000 - 2000 - SHA-512 Benchmark Timespark: 20000000 - 1000 - Broadcast Inner Join Test Timespark: 20000000 - 1000 - Inner Join Test Timespark: 20000000 - 1000 - Repartition Test Timespark: 20000000 - 1000 - Group By Test Timespark: 20000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 1000 - Calculate Pi Benchmarkspark: 20000000 - 1000 - SHA-512 Benchmark Timespark: 10000000 - 100 - Broadcast Inner Join Test Timespark: 10000000 - 100 - Inner Join Test Timespark: 10000000 - 100 - Repartition Test Timespark: 10000000 - 100 - Group By Test Timespark: 10000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 100 - Calculate Pi Benchmarkspark: 10000000 - 100 - SHA-512 Benchmark Timespark: 10000000 - 500 - Broadcast Inner Join Test Timespark: 10000000 - 500 - Inner Join Test Timespark: 10000000 - 500 - Repartition Test Timespark: 10000000 - 500 - Group By Test Timespark: 10000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 500 - Calculate Pi Benchmarkspark: 10000000 - 500 - SHA-512 Benchmark Timespark: 20000000 - 500 - Broadcast Inner Join Test Timespark: 20000000 - 500 - Inner Join Test Timespark: 20000000 - 500 - Repartition Test Timespark: 20000000 - 500 - Group By Test Timespark: 20000000 - 500 - Calculate Pi Benchmark Using Dataframespark: 20000000 - 500 - Calculate Pi Benchmarkspark: 20000000 - 500 - SHA-512 Benchmark Timespark: 10000000 - 2000 - Broadcast Inner Join Test Timespark: 10000000 - 2000 - Inner Join Test Timespark: 10000000 - 2000 - Repartition Test Timespark: 10000000 - 2000 - Group By Test Timespark: 10000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 2000 - Calculate Pi Benchmarkspark: 10000000 - 2000 - SHA-512 Benchmark Timespark: 10000000 - 1000 - Broadcast Inner Join Test Timespark: 10000000 - 1000 - Inner Join Test Timespark: 10000000 - 1000 - Repartition Test Timespark: 10000000 - 1000 - Group By Test Timespark: 10000000 - 1000 - Calculate Pi Benchmark Using Dataframespark: 10000000 - 1000 - Calculate Pi Benchmarkspark: 10000000 - 1000 - SHA-512 Benchmark Timespark: 1000000 - 2000 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - Inner Join Test Timespark: 1000000 - 2000 - Repartition Test Timespark: 1000000 - 2000 - Group By Test Timespark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 2000 - Calculate Pi Benchmarkspark: 1000000 - 2000 - SHA-512 Benchmark Timespark: 1000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 100 - Inner Join Test Timespark: 1000000 - 100 - Repartition Test Timespark: 1000000 - 100 - Group By Test Timespark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 100 - Calculate Pi Benchmarkspark: 1000000 - 100 - SHA-512 Benchmark TimeABCD2.763.223.304.548.86153.1137238664.532.282.652.934.078.85153.0827448004.2560.4661.6455.5032.978.88153.4380.9358.7960.5854.6339.498.88153.3578.8560.4160.9254.5832.918.87152.83197262879.5759.0759.9153.9634.168.82152.9378.9031.9732.4828.5514.368.93152.9542.3931.0132.3828.5214.388.80152.40215181841.9630.7231.7728.1414.118.80153.27199343941.6516.0916.6014.478.738.82153.42082714022.4815.2615.7614.348.858.90155.30438847621.9529.4730.1527.3213.738.89153.11906837240.8916.4317.9315.369.978.80153.33595905422.9415.4416.4414.639.408.84151.9322.263.474.503.985.438.87154.9018160945.091.892.282.693.698.84153.794.022.893.343.334.558.91154.624.722.312.702.944.108.95154.324.4261.1963.2356.2633.178.89159.37749738380.2658.7061.0355.9139.6974089258.90153.1379.6260.2562.6855.2432.758.77157.25160551479.4958.7862.2154.7534.178.94152.40549228379.3633.4134.8629.0814.779.05153.3043.2430.9132.2828.5214.338.87152.2541.9530.1430.6127.4913.9080101578.77153.6803410441.5016.6216.8314.409.038.92154.6722.7415.6215.9214.719.249.05154.5522.3329.3130.3727.0814.178.84154.8540.7216.2517.7415.579.918.73152.8636641823.0115.4416.6414.879.298.79152.07498626922.163.584.483.955.618.86154.265.211.982.422.883.698.91153.244.132.693.273.284.478.90151.0470008724.982.412.712.894.258.79151.830824854.3261.5063.0855.9433.468.82153.71904667880.5658.3661.4755.1639.358.97154.72576074178.7359.4761.7355.0232.498.90151.7076389579.4560.6362.4454.5434.128.79153.00140108179.9532.2833.0228.3013.878.86152.4842.4230.8432.9228.2614.708.88153.6641.6430.5730.8727.7314.148.76152.5341.4717.1116.7714.378.798.78152.8322.1815.7015.6036520714.368.698.85152.48556702321.8629.5830.05269529827.3913.528.79151.75682410740.7816.38166314817.6515.489.928.81152.3722.8215.4016.3714.599.018.83152.6722.303.744.593.915.368.89151.745.021.942.202.863.568.76152.154.112.773.333.174.428.77152.864.512.302.752.964.118.88153.134.3632.8033.5228.8713.978.83153.9142.5516.4716.1214.498.658.88153.29486606422.6415.2915.6914.328.908.89152.1122.0729.6630.4127.4413.498.82152.4440.8332057233.754.344.025.318.77152.075.091.952.262.773.638.91152.204.13OpenBenchmarking.org

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABCD0.65031.30061.95092.60123.2515SE +/- 0.07, N = 3SE +/- 0.08, N = 122.762.892.692.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABCD246810Min: 2.66 / Avg: 2.76 / Max: 2.9Min: 2.66 / Avg: 2.89 / Max: 3.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABCD0.75151.5032.25453.0063.7575SE +/- 0.02, N = 3SE +/- 0.05, N = 123.223.343.273.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABCD246810Min: 3.18 / Avg: 3.22 / Max: 3.26Min: 3.15 / Avg: 3.34 / Max: 3.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABCD0.74931.49862.24792.99723.7465SE +/- 0.03, N = 3SE +/- 0.02, N = 123.303.333.283.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABCD246810Min: 3.24 / Avg: 3.3 / Max: 3.35Min: 3.23 / Avg: 3.33 / Max: 3.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeABCD1.02382.04763.07144.09525.119SE +/- 0.04, N = 3SE +/- 0.05, N = 124.544.554.474.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeABCD246810Min: 4.51 / Avg: 4.54 / Max: 4.62Min: 4.4 / Avg: 4.55 / Max: 5.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABCD246810SE +/- 0.02, N = 3SE +/- 0.03, N = 128.868.918.908.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.82 / Avg: 8.86 / Max: 8.9Min: 8.76 / Avg: 8.91 / Max: 9.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.71, N = 3SE +/- 0.31, N = 12153.11154.62151.05152.86
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABCD306090120150Min: 151.94 / Avg: 153.11 / Max: 154.39Min: 153.4 / Avg: 154.62 / Max: 156.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeABCD1.12052.2413.36154.4825.6025SE +/- 0.02, N = 3SE +/- 0.05, N = 124.534.724.984.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeABCD246810Min: 4.5 / Avg: 4.53 / Max: 4.58Min: 4.53 / Avg: 4.72 / Max: 4.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD0.54231.08461.62692.16922.7115SE +/- 0.02, N = 3SE +/- 0.02, N = 122.282.312.412.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD246810Min: 2.26 / Avg: 2.28 / Max: 2.31Min: 2.19 / Avg: 2.31 / Max: 2.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABCD0.61881.23761.85642.47523.094SE +/- 0.01, N = 3SE +/- 0.01, N = 122.652.702.712.75
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABCD246810Min: 2.64 / Avg: 2.65 / Max: 2.66Min: 2.63 / Avg: 2.7 / Max: 2.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABCD0.6661.3321.9982.6643.33SE +/- 0.02, N = 3SE +/- 0.02, N = 122.932.942.892.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABCD246810Min: 2.91 / Avg: 2.93 / Max: 2.98Min: 2.8 / Avg: 2.94 / Max: 3.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABCD0.95631.91262.86893.82524.7815SE +/- 0.04, N = 3SE +/- 0.03, N = 124.074.104.254.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABCD246810Min: 4.01 / Avg: 4.07 / Max: 4.15Min: 3.96 / Avg: 4.1 / Max: 4.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD3691215SE +/- 0.03, N = 3SE +/- 0.04, N = 128.858.958.798.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.8 / Avg: 8.85 / Max: 8.89Min: 8.76 / Avg: 8.95 / Max: 9.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.84, N = 3SE +/- 0.26, N = 12153.08154.32151.83153.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150Min: 151.42 / Avg: 153.08 / Max: 154.08Min: 153.42 / Avg: 154.32 / Max: 156.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD0.99451.9892.98353.9784.9725SE +/- 0.04, N = 3SE +/- 0.05, N = 124.254.424.324.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD246810Min: 4.17 / Avg: 4.25 / Max: 4.3Min: 4.19 / Avg: 4.42 / Max: 4.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC1428425670SE +/- 0.51, N = 360.4661.1961.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC1224364860Min: 59.82 / Avg: 60.46 / Max: 61.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABC1428425670SE +/- 0.39, N = 361.6463.2363.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABC1224364860Min: 61.09 / Avg: 61.64 / Max: 62.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABC1326395265SE +/- 0.24, N = 355.5056.2655.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABC1122334455Min: 55.25 / Avg: 55.5 / Max: 55.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeABC816243240SE +/- 0.29, N = 332.9733.1733.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeABC714212835Min: 32.5 / Avg: 32.97 / Max: 33.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.05, N = 38.888.898.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.8 / Avg: 8.88 / Max: 8.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC4080120160200SE +/- 0.66, N = 3153.43159.38153.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 152.16 / Avg: 153.43 / Max: 154.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC20406080100SE +/- 0.20, N = 380.9380.2680.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC1530456075Min: 80.59 / Avg: 80.93 / Max: 81.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC1326395265SE +/- 0.96, N = 358.7958.7058.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABC1224364860Min: 57.29 / Avg: 58.79 / Max: 60.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABC1428425670SE +/- 0.78, N = 360.5861.0361.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABC1224364860Min: 59.03 / Avg: 60.58 / Max: 61.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABC1326395265SE +/- 0.82, N = 354.6355.9155.16
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABC1122334455Min: 53.4 / Avg: 54.63 / Max: 56.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABC918273645SE +/- 0.17, N = 339.4939.7039.35
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABC816243240Min: 39.21 / Avg: 39.49 / Max: 39.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC3691215SE +/- 0.02, N = 38.888.908.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.86 / Avg: 8.88 / Max: 8.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150SE +/- 0.83, N = 3153.35153.13154.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkABC306090120150Min: 152.49 / Avg: 153.35 / Max: 155

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeABC20406080100SE +/- 0.13, N = 378.8579.6278.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeABC1530456075Min: 78.59 / Avg: 78.85 / Max: 78.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC1428425670SE +/- 0.03, N = 360.4160.2559.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC1224364860Min: 60.37 / Avg: 60.41 / Max: 60.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeABC1428425670SE +/- 0.45, N = 360.9262.6861.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeABC1224364860Min: 60.06 / Avg: 60.92 / Max: 61.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABC1224364860SE +/- 0.36, N = 354.5855.2455.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABC1122334455Min: 54.18 / Avg: 54.58 / Max: 55.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABC816243240SE +/- 0.30, N = 332.9132.7532.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABC714212835Min: 32.32 / Avg: 32.91 / Max: 33.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.02, N = 38.878.778.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.82 / Avg: 8.87 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.69, N = 3152.83157.25151.71
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 151.46 / Avg: 152.83 / Max: 153.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC20406080100SE +/- 0.03, N = 379.5779.4979.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC1530456075Min: 79.53 / Avg: 79.57 / Max: 79.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC1428425670SE +/- 0.30, N = 359.0758.7860.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABC1224364860Min: 58.54 / Avg: 59.07 / Max: 59.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABC1428425670SE +/- 0.07, N = 359.9162.2162.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABC1224364860Min: 59.82 / Avg: 59.91 / Max: 60.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABC1224364860SE +/- 0.21, N = 353.9654.7554.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABC1122334455Min: 53.57 / Avg: 53.96 / Max: 54.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABC816243240SE +/- 0.36, N = 334.1634.1734.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABC714212835Min: 33.45 / Avg: 34.16 / Max: 34.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.01, N = 38.828.948.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.8 / Avg: 8.82 / Max: 8.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150SE +/- 0.43, N = 3152.93152.41153.00
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABC306090120150Min: 152.23 / Avg: 152.93 / Max: 153.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC20406080100SE +/- 0.09, N = 378.9079.3679.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC1530456075Min: 78.72 / Avg: 78.9 / Max: 79.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD816243240SE +/- 0.57, N = 3SE +/- 0.16, N = 331.9733.4132.2832.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD714212835Min: 31.13 / Avg: 31.97 / Max: 33.05Min: 33.09 / Avg: 33.41 / Max: 33.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeABCD816243240SE +/- 0.79, N = 3SE +/- 0.25, N = 332.4834.8633.0233.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeABCD714212835Min: 30.93 / Avg: 32.48 / Max: 33.55Min: 34.52 / Avg: 34.86 / Max: 35.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeABCD714212835SE +/- 0.35, N = 3SE +/- 0.15, N = 328.5529.0828.3028.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeABCD612182430Min: 27.91 / Avg: 28.55 / Max: 29.13Min: 28.89 / Avg: 29.08 / Max: 29.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeABCD48121620SE +/- 0.13, N = 3SE +/- 0.33, N = 314.3614.7713.8713.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeABCD48121620Min: 14.14 / Avg: 14.36 / Max: 14.58Min: 14.35 / Avg: 14.77 / Max: 15.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD3691215SE +/- 0.09, N = 3SE +/- 0.09, N = 38.939.058.868.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.8 / Avg: 8.93 / Max: 9.1Min: 8.89 / Avg: 9.05 / Max: 9.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.26, N = 3SE +/- 0.44, N = 3152.95153.30152.48153.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150Min: 152.45 / Avg: 152.95 / Max: 153.33Min: 152.43 / Avg: 153.3 / Max: 153.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD1020304050SE +/- 0.01, N = 3SE +/- 0.06, N = 342.3943.2442.4242.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD918273645Min: 42.36 / Avg: 42.39 / Max: 42.4Min: 43.16 / Avg: 43.24 / Max: 43.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC714212835SE +/- 0.27, N = 331.0130.9130.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC714212835Min: 30.5 / Avg: 31.01 / Max: 31.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABC816243240SE +/- 0.17, N = 332.3832.2832.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABC714212835Min: 32.04 / Avg: 32.38 / Max: 32.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABC714212835SE +/- 0.12, N = 328.5228.5228.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABC612182430Min: 28.38 / Avg: 28.52 / Max: 28.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeABC48121620SE +/- 0.18, N = 314.3814.3314.70
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeABC48121620Min: 14.08 / Avg: 14.38 / Max: 14.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.01, N = 38.808.878.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.78 / Avg: 8.8 / Max: 8.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.32, N = 3152.40152.25153.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 152.04 / Avg: 152.4 / Max: 153.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC1020304050SE +/- 0.13, N = 341.9641.9541.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC918273645Min: 41.81 / Avg: 41.96 / Max: 42.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC714212835SE +/- 0.50, N = 330.7230.1430.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC714212835Min: 29.95 / Avg: 30.72 / Max: 31.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABC714212835SE +/- 0.80, N = 331.7730.6130.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABC714212835Min: 30.74 / Avg: 31.77 / Max: 33.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABC714212835SE +/- 0.31, N = 328.1427.4927.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABC612182430Min: 27.7 / Avg: 28.14 / Max: 28.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABC48121620SE +/- 0.14, N = 314.1113.9114.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABC48121620Min: 13.87 / Avg: 14.11 / Max: 14.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.05, N = 38.808.778.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.73 / Avg: 8.8 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.66, N = 3153.27153.68152.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 152.25 / Avg: 153.27 / Max: 154.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC1020304050SE +/- 0.17, N = 341.6541.5041.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC918273645Min: 41.43 / Avg: 41.65 / Max: 41.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD48121620SE +/- 0.43, N = 3SE +/- 0.81, N = 316.0916.6217.1116.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD48121620Min: 15.49 / Avg: 16.09 / Max: 16.93Min: 15.53 / Avg: 16.62 / Max: 18.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABCD48121620SE +/- 0.35, N = 3SE +/- 0.28, N = 316.6016.8316.7716.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABCD48121620Min: 16.19 / Avg: 16.6 / Max: 17.3Min: 16.3 / Avg: 16.83 / Max: 17.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABCD48121620SE +/- 0.20, N = 3SE +/- 0.11, N = 314.4714.4014.3714.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABCD48121620Min: 14.18 / Avg: 14.47 / Max: 14.86Min: 14.18 / Avg: 14.4 / Max: 14.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABCD3691215SE +/- 0.07, N = 3SE +/- 0.14, N = 38.739.038.798.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABCD3691215Min: 8.62 / Avg: 8.73 / Max: 8.86Min: 8.76 / Avg: 9.03 / Max: 9.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD246810SE +/- 0.01, N = 3SE +/- 0.05, N = 38.828.928.788.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.8 / Avg: 8.82 / Max: 8.84Min: 8.84 / Avg: 8.92 / Max: 9.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.40, N = 3SE +/- 0.15, N = 3153.42154.67152.83153.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150Min: 152.7 / Avg: 153.42 / Max: 154.08Min: 154.4 / Avg: 154.67 / Max: 154.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD510152025SE +/- 0.10, N = 3SE +/- 0.26, N = 322.4822.7422.1822.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD510152025Min: 22.31 / Avg: 22.48 / Max: 22.67Min: 22.24 / Avg: 22.74 / Max: 23.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD48121620SE +/- 0.15, N = 3SE +/- 0.16, N = 315.2615.6215.7015.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD48121620Min: 15.03 / Avg: 15.26 / Max: 15.55Min: 15.31 / Avg: 15.62 / Max: 15.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABCD48121620SE +/- 0.06, N = 3SE +/- 0.19, N = 315.7615.9215.6015.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABCD48121620Min: 15.65 / Avg: 15.76 / Max: 15.82Min: 15.72 / Avg: 15.92 / Max: 16.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABCD48121620SE +/- 0.06, N = 3SE +/- 0.25, N = 314.3414.7114.3614.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABCD48121620Min: 14.23 / Avg: 14.34 / Max: 14.41Min: 14.26 / Avg: 14.71 / Max: 15.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeABCD3691215SE +/- 0.04, N = 3SE +/- 0.20, N = 38.859.248.698.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeABCD3691215Min: 8.78 / Avg: 8.85 / Max: 8.92Min: 8.95 / Avg: 9.24 / Max: 9.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD3691215SE +/- 0.03, N = 3SE +/- 0.14, N = 38.909.058.858.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.87 / Avg: 8.9 / Max: 8.96Min: 8.76 / Avg: 9.05 / Max: 9.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150SE +/- 2.71, N = 3SE +/- 0.65, N = 3155.30154.55152.49152.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150Min: 152.54 / Avg: 155.3 / Max: 160.72Min: 153.69 / Avg: 154.55 / Max: 155.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD510152025SE +/- 0.09, N = 3SE +/- 0.16, N = 321.9522.3321.8622.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD510152025Min: 21.86 / Avg: 21.95 / Max: 22.13Min: 22.04 / Avg: 22.33 / Max: 22.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD714212835SE +/- 0.07, N = 329.4729.3129.5829.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABCD714212835Min: 29.35 / Avg: 29.47 / Max: 29.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABCD714212835SE +/- 0.20, N = 330.1530.3730.0530.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABCD714212835Min: 29.91 / Avg: 30.15 / Max: 30.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeABCD612182430SE +/- 0.03, N = 327.3227.0827.3927.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeABCD612182430Min: 27.26 / Avg: 27.32 / Max: 27.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABCD48121620SE +/- 0.03, N = 313.7314.1713.5213.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABCD48121620Min: 13.7 / Avg: 13.73 / Max: 13.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD246810SE +/- 0.02, N = 38.898.848.798.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.85 / Avg: 8.89 / Max: 8.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.19, N = 3153.12154.85151.76152.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABCD306090120150Min: 152.75 / Avg: 153.12 / Max: 153.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD918273645SE +/- 0.02, N = 340.8940.7240.7840.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABCD918273645Min: 40.85 / Avg: 40.89 / Max: 40.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC48121620SE +/- 0.10, N = 316.4316.2516.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABC48121620Min: 16.27 / Avg: 16.43 / Max: 16.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeABC48121620SE +/- 0.07, N = 317.9317.7417.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeABC510152025Min: 17.8 / Avg: 17.93 / Max: 18.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABC48121620SE +/- 0.03, N = 315.3615.5715.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABC48121620Min: 15.31 / Avg: 15.36 / Max: 15.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABC3691215SE +/- 0.11, N = 39.979.919.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABC3691215Min: 9.79 / Avg: 9.97 / Max: 10.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.03, N = 38.808.738.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.75 / Avg: 8.8 / Max: 8.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.26, N = 3153.34152.86152.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkABC306090120150Min: 152.87 / Avg: 153.34 / Max: 153.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC612182430SE +/- 0.15, N = 322.9423.0122.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABC510152025Min: 22.67 / Avg: 22.94 / Max: 23.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC48121620SE +/- 0.04, N = 315.4415.4415.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABC48121620Min: 15.37 / Avg: 15.44 / Max: 15.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABC48121620SE +/- 0.01, N = 316.4416.6416.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABC48121620Min: 16.42 / Avg: 16.44 / Max: 16.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABC48121620SE +/- 0.06, N = 314.6314.8714.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABC48121620Min: 14.52 / Avg: 14.63 / Max: 14.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABC3691215SE +/- 0.10, N = 39.409.299.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABC3691215Min: 9.27 / Avg: 9.4 / Max: 9.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC246810SE +/- 0.01, N = 38.848.798.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABC3691215Min: 8.82 / Avg: 8.84 / Max: 8.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150SE +/- 0.35, N = 3151.93152.07152.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkABC306090120150Min: 151.5 / Avg: 151.93 / Max: 152.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC510152025SE +/- 0.04, N = 322.2622.1622.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABC510152025Min: 22.2 / Avg: 22.26 / Max: 22.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABCD0.84381.68762.53143.37524.219SE +/- 0.02, N = 3SE +/- 0.03, N = 33.473.583.743.75
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABCD246810Min: 3.45 / Avg: 3.47 / Max: 3.5Min: 3.53 / Avg: 3.58 / Max: 3.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABCD1.03282.06563.09844.13125.164SE +/- 0.02, N = 3SE +/- 0.07, N = 34.504.484.594.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABCD246810Min: 4.47 / Avg: 4.5 / Max: 4.54Min: 4.39 / Avg: 4.48 / Max: 4.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABCD0.90451.8092.71353.6184.5225SE +/- 0.01, N = 3SE +/- 0.04, N = 33.983.953.914.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABCD246810Min: 3.95 / Avg: 3.98 / Max: 4Min: 3.86 / Avg: 3.95 / Max: 4.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeABCD1.26232.52463.78695.04926.3115SE +/- 0.02, N = 3SE +/- 0.19, N = 35.435.615.365.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeABCD246810Min: 5.39 / Avg: 5.43 / Max: 5.46Min: 5.38 / Avg: 5.61 / Max: 5.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABCD246810SE +/- 0.02, N = 3SE +/- 0.03, N = 38.878.868.898.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.86 / Avg: 8.87 / Max: 8.91Min: 8.81 / Avg: 8.86 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABCD306090120150SE +/- 2.55, N = 3SE +/- 0.45, N = 3154.90154.26151.74152.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABCD306090120150Min: 152.16 / Avg: 154.9 / Max: 160Min: 153.57 / Avg: 154.26 / Max: 155.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABCD1.17232.34463.51694.68925.8615SE +/- 0.07, N = 3SE +/- 0.03, N = 35.095.215.025.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABCD246810Min: 4.97 / Avg: 5.09 / Max: 5.2Min: 5.15 / Avg: 5.21 / Max: 5.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD0.44550.8911.33651.7822.2275SE +/- 0.01, N = 3SE +/- 0.04, N = 31.891.981.941.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeABCD246810Min: 1.88 / Avg: 1.89 / Max: 1.9Min: 1.91 / Avg: 1.98 / Max: 2.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABCD0.54451.0891.63352.1782.7225SE +/- 0.02, N = 3SE +/- 0.10, N = 32.282.422.202.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABCD246810Min: 2.24 / Avg: 2.28 / Max: 2.32Min: 2.29 / Avg: 2.42 / Max: 2.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeABCD0.6481.2961.9442.5923.24SE +/- 0.04, N = 3SE +/- 0.12, N = 32.692.882.862.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeABCD246810Min: 2.63 / Avg: 2.69 / Max: 2.77Min: 2.69 / Avg: 2.88 / Max: 3.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeABCD0.83031.66062.49093.32124.1515SE +/- 0.03, N = 3SE +/- 0.05, N = 33.693.693.563.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeABCD246810Min: 3.63 / Avg: 3.69 / Max: 3.74Min: 3.59 / Avg: 3.69 / Max: 3.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.848.918.768.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABCD3691215Min: 8.82 / Avg: 8.84 / Max: 8.88Min: 8.88 / Avg: 8.91 / Max: 8.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150SE +/- 0.42, N = 3SE +/- 0.70, N = 3153.79153.24152.15152.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABCD306090120150Min: 152.96 / Avg: 153.79 / Max: 154.22Min: 151.93 / Avg: 153.24 / Max: 154.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD0.92931.85862.78793.71724.6465SE +/- 0.03, N = 3SE +/- 0.01, N = 34.024.134.114.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABCD246810Min: 3.97 / Avg: 4.02 / Max: 4.08Min: 4.11 / Avg: 4.13 / Max: 4.14