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 - 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 TimeABCD4.02153.798.843.692.692.281.894.25153.0827448008.854.072.932.652.284.53153.1137238668.864.543.303.222.765.09154.9018160948.875.433.984.503.4722.48153.4208271408.828.7314.4716.6016.0921.95155.3043884768.908.8514.3415.7615.2642.39152.958.9314.3628.5532.4831.9740.89153.1190683728.8913.7327.3230.1529.4778.85153.358.8839.4954.6360.5858.7978.90152.938.8234.1653.9659.9159.0722.26151.938.849.4014.6316.4415.4422.94153.3359590548.809.9715.3617.9316.4341.65153.2719934398.8014.1128.1431.7730.7241.96152.4021518188.8014.3828.5232.3831.0179.57152.8319726288.8732.9154.5860.9260.4180.93153.438.8832.9755.5061.6460.464.13153.248.913.692.882.421.984.42154.328.954.102.942.702.314.72154.628.914.553.333.342.895.21154.268.865.613.954.483.5822.74154.678.929.0314.4016.8316.6222.33154.559.059.2414.7115.9215.6243.24153.309.0514.7729.0834.8633.4140.72154.858.8414.1727.0830.3729.3179.62153.138.9039.69740892555.9161.0358.7079.36152.4054922838.9434.1754.7562.2158.7822.16152.0749862698.799.2914.8716.6415.4423.01152.863664188.739.9115.5717.7416.2541.50153.680341048.7713.90801015727.4930.6130.1441.95152.258.8714.3328.5232.2830.9179.49157.2516055148.7732.7555.2462.6860.2580.26159.3774973838.8933.1756.2663.2361.194.11152.158.763.562.862.201.944.32151.830824858.794.252.892.712.414.98151.0470008728.904.473.283.272.695.02151.748.895.363.914.593.7422.18152.838.788.7914.3716.7717.1121.86152.4855670238.858.6914.3615.6036520715.7042.42152.488.8613.8728.3033.0232.2840.78151.7568241078.7913.5227.3930.05269529829.5878.73154.7257607418.9739.3555.1661.4758.3679.95153.0014010818.7934.1254.5462.4460.6322.30152.678.839.0114.5916.3715.4022.82152.378.819.9215.4817.6516.38166314841.47152.538.7614.1427.7330.8730.5741.64153.668.8814.7028.2632.9230.8479.45151.707638958.9032.4955.0261.7359.4780.56153.7190466788.8233.4655.9463.0861.504.13152.208.913.632.772.261.954.36153.138.884.112.962.752.304.51152.868.774.423.173.332.775.09152.078.775.314.024.343.7522.64153.2948660648.888.6514.4916.1216.4722.07152.118.898.9014.3215.6915.2942.55153.918.8313.9728.8733.5232.8040.833205723152.448.8213.4927.4430.4129.66OpenBenchmarking.org

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA0.92931.85862.78793.71724.6465SE +/- 0.01, N = 3SE +/- 0.03, N = 34.134.114.134.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA246810Min: 4.11 / Avg: 4.13 / Max: 4.14Min: 3.97 / Avg: 4.02 / Max: 4.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.70, N = 3SE +/- 0.42, N = 3152.20152.15153.24153.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150Min: 151.93 / Avg: 153.24 / Max: 154.32Min: 152.96 / Avg: 153.79 / Max: 154.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.918.768.918.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.88 / Avg: 8.91 / Max: 8.94Min: 8.82 / Avg: 8.84 / Max: 8.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeDCBA0.83031.66062.49093.32124.1515SE +/- 0.05, N = 3SE +/- 0.03, N = 33.633.563.693.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeDCBA246810Min: 3.59 / Avg: 3.69 / Max: 3.78Min: 3.63 / Avg: 3.69 / Max: 3.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeDCBA0.6481.2961.9442.5923.24SE +/- 0.12, N = 3SE +/- 0.04, N = 32.772.862.882.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeDCBA246810Min: 2.69 / Avg: 2.88 / Max: 3.09Min: 2.63 / Avg: 2.69 / Max: 2.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeDCBA0.54451.0891.63352.1782.7225SE +/- 0.10, N = 3SE +/- 0.02, N = 32.262.202.422.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeDCBA246810Min: 2.29 / Avg: 2.42 / Max: 2.61Min: 2.24 / Avg: 2.28 / Max: 2.32

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA0.44550.8911.33651.7822.2275SE +/- 0.04, N = 3SE +/- 0.01, N = 31.951.941.981.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA246810Min: 1.91 / Avg: 1.98 / Max: 2.05Min: 1.88 / Avg: 1.89 / Max: 1.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA0.99451.9892.98353.9784.9725SE +/- 0.05, N = 12SE +/- 0.04, N = 34.364.324.424.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA246810Min: 4.19 / Avg: 4.42 / Max: 4.73Min: 4.17 / Avg: 4.25 / Max: 4.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.26, N = 12SE +/- 0.84, N = 3153.13151.83154.32153.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150Min: 153.42 / Avg: 154.32 / Max: 156.02Min: 151.42 / Avg: 153.08 / Max: 154.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA3691215SE +/- 0.04, N = 12SE +/- 0.03, N = 38.888.798.958.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.76 / Avg: 8.95 / Max: 9.15Min: 8.8 / Avg: 8.85 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeDCBA0.95631.91262.86893.82524.7815SE +/- 0.03, N = 12SE +/- 0.04, N = 34.114.254.104.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeDCBA246810Min: 3.96 / Avg: 4.1 / Max: 4.29Min: 4.01 / Avg: 4.07 / Max: 4.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeDCBA0.6661.3321.9982.6643.33SE +/- 0.02, N = 12SE +/- 0.02, N = 32.962.892.942.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeDCBA246810Min: 2.8 / Avg: 2.94 / Max: 3.06Min: 2.91 / Avg: 2.93 / Max: 2.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeDCBA0.61881.23761.85642.47523.094SE +/- 0.01, N = 12SE +/- 0.01, N = 32.752.712.702.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeDCBA246810Min: 2.63 / Avg: 2.7 / Max: 2.8Min: 2.64 / Avg: 2.65 / Max: 2.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA0.54231.08461.62692.16922.7115SE +/- 0.02, N = 12SE +/- 0.02, N = 32.302.412.312.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA246810Min: 2.19 / Avg: 2.31 / Max: 2.48Min: 2.26 / Avg: 2.28 / Max: 2.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA1.12052.2413.36154.4825.6025SE +/- 0.05, N = 12SE +/- 0.02, N = 34.514.984.724.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA246810Min: 4.53 / Avg: 4.72 / Max: 4.99Min: 4.5 / Avg: 4.53 / Max: 4.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.31, N = 12SE +/- 0.71, N = 3152.86151.05154.62153.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA306090120150Min: 153.4 / Avg: 154.62 / Max: 156.86Min: 151.94 / Avg: 153.11 / Max: 154.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA246810SE +/- 0.03, N = 12SE +/- 0.02, N = 38.778.908.918.86
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.76 / Avg: 8.91 / Max: 9.1Min: 8.82 / Avg: 8.86 / Max: 8.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeDCBA1.02382.04763.07144.09525.119SE +/- 0.05, N = 12SE +/- 0.04, N = 34.424.474.554.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeDCBA246810Min: 4.4 / Avg: 4.55 / Max: 5.07Min: 4.51 / Avg: 4.54 / Max: 4.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeDCBA0.74931.49862.24792.99723.7465SE +/- 0.02, N = 12SE +/- 0.03, N = 33.173.283.333.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeDCBA246810Min: 3.23 / Avg: 3.33 / Max: 3.5Min: 3.24 / Avg: 3.3 / Max: 3.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeDCBA0.75151.5032.25453.0063.7575SE +/- 0.05, N = 12SE +/- 0.02, N = 33.333.273.343.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeDCBA246810Min: 3.15 / Avg: 3.34 / Max: 3.69Min: 3.18 / Avg: 3.22 / Max: 3.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA0.65031.30061.95092.60123.2515SE +/- 0.08, N = 12SE +/- 0.07, N = 32.772.692.892.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA246810Min: 2.66 / Avg: 2.89 / Max: 3.63Min: 2.66 / Avg: 2.76 / Max: 2.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA1.17232.34463.51694.68925.8615SE +/- 0.03, N = 3SE +/- 0.07, N = 35.095.025.215.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA246810Min: 5.15 / Avg: 5.21 / Max: 5.24Min: 4.97 / Avg: 5.09 / Max: 5.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.45, N = 3SE +/- 2.55, N = 3152.07151.74154.26154.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA306090120150Min: 153.57 / Avg: 154.26 / Max: 155.1Min: 152.16 / Avg: 154.9 / Max: 160

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA246810SE +/- 0.03, N = 3SE +/- 0.02, N = 38.778.898.868.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.81 / Avg: 8.86 / Max: 8.89Min: 8.86 / Avg: 8.87 / Max: 8.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeDCBA1.26232.52463.78695.04926.3115SE +/- 0.19, N = 3SE +/- 0.02, N = 35.315.365.615.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeDCBA246810Min: 5.38 / Avg: 5.61 / Max: 5.98Min: 5.39 / Avg: 5.43 / Max: 5.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeDCBA0.90451.8092.71353.6184.5225SE +/- 0.04, N = 3SE +/- 0.01, N = 34.023.913.953.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeDCBA246810Min: 3.86 / Avg: 3.95 / Max: 4.02Min: 3.95 / Avg: 3.98 / Max: 4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeDCBA1.03282.06563.09844.13125.164SE +/- 0.07, N = 3SE +/- 0.02, N = 34.344.594.484.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeDCBA246810Min: 4.39 / Avg: 4.48 / Max: 4.62Min: 4.47 / Avg: 4.5 / Max: 4.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA0.84381.68762.53143.37524.219SE +/- 0.03, N = 3SE +/- 0.02, N = 33.753.743.583.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA246810Min: 3.53 / Avg: 3.58 / Max: 3.62Min: 3.45 / Avg: 3.47 / Max: 3.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA510152025SE +/- 0.26, N = 3SE +/- 0.10, N = 322.6422.1822.7422.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA510152025Min: 22.24 / Avg: 22.74 / Max: 23.13Min: 22.31 / Avg: 22.48 / Max: 22.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.15, N = 3SE +/- 0.40, N = 3153.29152.83154.67153.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150Min: 154.4 / Avg: 154.67 / Max: 154.93Min: 152.7 / Avg: 153.42 / Max: 154.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA246810SE +/- 0.05, N = 3SE +/- 0.01, N = 38.888.788.928.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.84 / Avg: 8.92 / Max: 9.02Min: 8.8 / Avg: 8.82 / Max: 8.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeDCBA3691215SE +/- 0.14, N = 3SE +/- 0.07, N = 38.658.799.038.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeDCBA3691215Min: 8.76 / Avg: 9.03 / Max: 9.19Min: 8.62 / Avg: 8.73 / Max: 8.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeDCBA48121620SE +/- 0.11, N = 3SE +/- 0.20, N = 314.4914.3714.4014.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeDCBA48121620Min: 14.18 / Avg: 14.4 / Max: 14.53Min: 14.18 / Avg: 14.47 / Max: 14.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeDCBA48121620SE +/- 0.28, N = 3SE +/- 0.35, N = 316.1216.7716.8316.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeDCBA48121620Min: 16.3 / Avg: 16.83 / Max: 17.24Min: 16.19 / Avg: 16.6 / Max: 17.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA48121620SE +/- 0.81, N = 3SE +/- 0.43, N = 316.4717.1116.6216.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA48121620Min: 15.53 / Avg: 16.62 / Max: 18.21Min: 15.49 / Avg: 16.09 / Max: 16.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA510152025SE +/- 0.16, N = 3SE +/- 0.09, N = 322.0721.8622.3321.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA510152025Min: 22.04 / Avg: 22.33 / Max: 22.61Min: 21.86 / Avg: 21.95 / Max: 22.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.65, N = 3SE +/- 2.71, N = 3152.11152.49154.55155.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150Min: 153.69 / Avg: 154.55 / Max: 155.83Min: 152.54 / Avg: 155.3 / Max: 160.72

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA3691215SE +/- 0.14, N = 3SE +/- 0.03, N = 38.898.859.058.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.76 / Avg: 9.05 / Max: 9.21Min: 8.87 / Avg: 8.9 / Max: 8.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeDCBA3691215SE +/- 0.20, N = 3SE +/- 0.04, N = 38.908.699.248.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeDCBA3691215Min: 8.95 / Avg: 9.24 / Max: 9.61Min: 8.78 / Avg: 8.85 / Max: 8.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeDCBA48121620SE +/- 0.25, N = 3SE +/- 0.06, N = 314.3214.3614.7114.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeDCBA48121620Min: 14.26 / Avg: 14.71 / Max: 15.14Min: 14.23 / Avg: 14.34 / Max: 14.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeDCBA48121620SE +/- 0.19, N = 3SE +/- 0.06, N = 315.6915.6015.9215.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeDCBA48121620Min: 15.72 / Avg: 15.92 / Max: 16.29Min: 15.65 / Avg: 15.76 / Max: 15.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA48121620SE +/- 0.16, N = 3SE +/- 0.15, N = 315.2915.7015.6215.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA48121620Min: 15.31 / Avg: 15.62 / Max: 15.78Min: 15.03 / Avg: 15.26 / Max: 15.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA1020304050SE +/- 0.06, N = 3SE +/- 0.01, N = 342.5542.4243.2442.39
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA918273645Min: 43.16 / Avg: 43.24 / Max: 43.35Min: 42.36 / Avg: 42.39 / Max: 42.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.44, N = 3SE +/- 0.26, N = 3153.91152.48153.30152.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA306090120150Min: 152.43 / Avg: 153.3 / Max: 153.8Min: 152.45 / Avg: 152.95 / Max: 153.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA3691215SE +/- 0.09, N = 3SE +/- 0.09, N = 38.838.869.058.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.89 / Avg: 9.05 / Max: 9.17Min: 8.8 / Avg: 8.93 / Max: 9.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeDCBA48121620SE +/- 0.33, N = 3SE +/- 0.13, N = 313.9713.8714.7714.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeDCBA48121620Min: 14.35 / Avg: 14.77 / Max: 15.42Min: 14.14 / Avg: 14.36 / Max: 14.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeDCBA714212835SE +/- 0.15, N = 3SE +/- 0.35, N = 328.8728.3029.0828.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeDCBA612182430Min: 28.89 / Avg: 29.08 / Max: 29.37Min: 27.91 / Avg: 28.55 / Max: 29.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeDCBA816243240SE +/- 0.25, N = 3SE +/- 0.79, N = 333.5233.0234.8632.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeDCBA714212835Min: 34.52 / Avg: 34.86 / Max: 35.34Min: 30.93 / Avg: 32.48 / Max: 33.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA816243240SE +/- 0.16, N = 3SE +/- 0.57, N = 332.8032.2833.4131.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA714212835Min: 33.09 / Avg: 33.41 / Max: 33.58Min: 31.13 / Avg: 31.97 / Max: 33.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA918273645SE +/- 0.02, N = 340.8340.7840.7240.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA918273645Min: 40.85 / Avg: 40.89 / Max: 40.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150SE +/- 0.19, N = 3152.44151.76154.85153.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA306090120150Min: 152.75 / Avg: 153.12 / Max: 153.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA246810SE +/- 0.02, N = 38.828.798.848.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA3691215Min: 8.85 / Avg: 8.89 / Max: 8.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeDCBA48121620SE +/- 0.03, N = 313.4913.5214.1713.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeDCBA48121620Min: 13.7 / Avg: 13.73 / Max: 13.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeDCBA612182430SE +/- 0.03, N = 327.4427.3927.0827.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeDCBA612182430Min: 27.26 / Avg: 27.32 / Max: 27.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeDCBA714212835SE +/- 0.20, N = 330.4130.0530.3730.15
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeDCBA714212835Min: 29.91 / Avg: 30.15 / Max: 30.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA714212835SE +/- 0.07, N = 329.6629.5829.3129.47
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA714212835Min: 29.35 / Avg: 29.47 / Max: 29.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA20406080100SE +/- 0.13, N = 378.7379.6278.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCBA1530456075Min: 78.59 / Avg: 78.85 / Max: 78.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.83, N = 3154.73153.13153.35
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCBA306090120150Min: 152.49 / Avg: 153.35 / Max: 155

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCBA3691215SE +/- 0.02, N = 38.978.908.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.86 / Avg: 8.88 / Max: 8.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCBA918273645SE +/- 0.17, N = 339.3539.7039.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCBA816243240Min: 39.21 / Avg: 39.49 / Max: 39.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeCBA1326395265SE +/- 0.82, N = 355.1655.9154.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeCBA1122334455Min: 53.4 / Avg: 54.63 / Max: 56.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeCBA1428425670SE +/- 0.78, N = 361.4761.0360.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeCBA1224364860Min: 59.03 / Avg: 60.58 / Max: 61.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA1326395265SE +/- 0.96, N = 358.3658.7058.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBA1224364860Min: 57.29 / Avg: 58.79 / Max: 60.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA20406080100SE +/- 0.09, N = 379.9579.3678.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeCBA1530456075Min: 78.72 / Avg: 78.9 / Max: 79.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.43, N = 3153.00152.41152.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkCBA306090120150Min: 152.23 / Avg: 152.93 / Max: 153.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.01, N = 38.798.948.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.8 / Avg: 8.82 / Max: 8.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeCBA816243240SE +/- 0.36, N = 334.1234.1734.16
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeCBA714212835Min: 33.45 / Avg: 34.16 / Max: 34.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeCBA1224364860SE +/- 0.21, N = 354.5454.7553.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeCBA1122334455Min: 53.57 / Avg: 53.96 / Max: 54.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeCBA1428425670SE +/- 0.07, N = 362.4462.2159.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeCBA1224364860Min: 59.82 / Avg: 59.91 / Max: 60.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBA1428425670SE +/- 0.30, N = 360.6358.7859.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBA1224364860Min: 58.54 / Avg: 59.07 / Max: 59.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA510152025SE +/- 0.04, N = 322.3022.1622.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA510152025Min: 22.2 / Avg: 22.26 / Max: 22.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.35, N = 3152.67152.07151.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150Min: 151.5 / Avg: 151.93 / Max: 152.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.01, N = 38.838.798.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.82 / Avg: 8.84 / Max: 8.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeCBA3691215SE +/- 0.10, N = 39.019.299.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeCBA3691215Min: 9.27 / Avg: 9.4 / Max: 9.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeCBA48121620SE +/- 0.06, N = 314.5914.8714.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeCBA48121620Min: 14.52 / Avg: 14.63 / Max: 14.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeCBA48121620SE +/- 0.01, N = 316.3716.6416.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeCBA48121620Min: 16.42 / Avg: 16.44 / Max: 16.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA48121620SE +/- 0.04, N = 315.4015.4415.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA48121620Min: 15.37 / Avg: 15.44 / Max: 15.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA612182430SE +/- 0.15, N = 322.8223.0122.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA510152025Min: 22.67 / Avg: 22.94 / Max: 23.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.26, N = 3152.37152.86153.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150Min: 152.87 / Avg: 153.34 / Max: 153.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.03, N = 38.818.738.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.75 / Avg: 8.8 / Max: 8.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeCBA3691215SE +/- 0.11, N = 39.929.919.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeCBA3691215Min: 9.79 / Avg: 9.97 / Max: 10.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeCBA48121620SE +/- 0.03, N = 315.4815.5715.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeCBA48121620Min: 15.31 / Avg: 15.36 / Max: 15.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeCBA48121620SE +/- 0.07, N = 317.6517.7417.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeCBA510152025Min: 17.8 / Avg: 17.93 / Max: 18.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA48121620SE +/- 0.10, N = 316.3816.2516.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA48121620Min: 16.27 / Avg: 16.43 / Max: 16.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA1020304050SE +/- 0.17, N = 341.4741.5041.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA918273645Min: 41.43 / Avg: 41.65 / Max: 41.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.66, N = 3152.53153.68153.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150Min: 152.25 / Avg: 153.27 / Max: 154.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.05, N = 38.768.778.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.73 / Avg: 8.8 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeCBA48121620SE +/- 0.14, N = 314.1413.9114.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeCBA48121620Min: 13.87 / Avg: 14.11 / Max: 14.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeCBA714212835SE +/- 0.31, N = 327.7327.4928.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeCBA612182430Min: 27.7 / Avg: 28.14 / Max: 28.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeCBA714212835SE +/- 0.80, N = 330.8730.6131.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeCBA714212835Min: 30.74 / Avg: 31.77 / Max: 33.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA714212835SE +/- 0.50, N = 330.5730.1430.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA714212835Min: 29.95 / Avg: 30.72 / Max: 31.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA1020304050SE +/- 0.13, N = 341.6441.9541.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA918273645Min: 41.81 / Avg: 41.96 / Max: 42.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.32, N = 3153.66152.25152.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150Min: 152.04 / Avg: 152.4 / Max: 153.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.01, N = 38.888.878.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.78 / Avg: 8.8 / Max: 8.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeCBA48121620SE +/- 0.18, N = 314.7014.3314.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeCBA48121620Min: 14.08 / Avg: 14.38 / Max: 14.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeCBA714212835SE +/- 0.12, N = 328.2628.5228.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeCBA612182430Min: 28.38 / Avg: 28.52 / Max: 28.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeCBA816243240SE +/- 0.17, N = 332.9232.2832.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeCBA714212835Min: 32.04 / Avg: 32.38 / Max: 32.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA714212835SE +/- 0.27, N = 330.8430.9131.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA714212835Min: 30.5 / Avg: 31.01 / Max: 31.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA20406080100SE +/- 0.03, N = 379.4579.4979.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBA1530456075Min: 79.53 / Avg: 79.57 / Max: 79.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150SE +/- 0.69, N = 3151.71157.25152.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCBA306090120150Min: 151.46 / Avg: 152.83 / Max: 153.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.02, N = 38.908.778.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.82 / Avg: 8.87 / Max: 8.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeCBA816243240SE +/- 0.30, N = 332.4932.7532.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeCBA714212835Min: 32.32 / Avg: 32.91 / Max: 33.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeCBA1224364860SE +/- 0.36, N = 355.0255.2454.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeCBA1122334455Min: 54.18 / Avg: 54.58 / Max: 55.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeCBA1428425670SE +/- 0.45, N = 361.7362.6860.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeCBA1224364860Min: 60.06 / Avg: 60.92 / Max: 61.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA1428425670SE +/- 0.03, N = 359.4760.2560.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCBA1224364860Min: 60.37 / Avg: 60.41 / Max: 60.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA20406080100SE +/- 0.20, N = 380.5680.2680.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeCBA1530456075Min: 80.59 / Avg: 80.93 / Max: 81.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA4080120160200SE +/- 0.66, N = 3153.72159.38153.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkCBA306090120150Min: 152.16 / Avg: 153.43 / Max: 154.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA246810SE +/- 0.05, N = 38.828.898.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCBA3691215Min: 8.8 / Avg: 8.88 / Max: 8.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeCBA816243240SE +/- 0.29, N = 333.4633.1732.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeCBA714212835Min: 32.5 / Avg: 32.97 / Max: 33.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeCBA1326395265SE +/- 0.24, N = 355.9456.2655.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeCBA1122334455Min: 55.25 / Avg: 55.5 / Max: 55.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeCBA1428425670SE +/- 0.39, N = 363.0863.2361.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeCBA1224364860Min: 61.09 / Avg: 61.64 / Max: 62.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA1428425670SE +/- 0.51, N = 361.5061.1960.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeCBA1224364860Min: 59.82 / Avg: 60.46 / Max: 61.47