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 TimeDBCA0.92931.85862.78793.71724.6465SE +/- 0.01, N = 3SE +/- 0.03, N = 34.134.134.114.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeDBCA246810Min: 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 BenchmarkABDC306090120150SE +/- 0.42, N = 3SE +/- 0.70, N = 3153.79153.24152.20152.15
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABDC306090120150Min: 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 - Calculate Pi Benchmark Using DataframeDBAC246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.918.918.848.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDBAC3691215Min: 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 TimeBADC0.83031.66062.49093.32124.1515SE +/- 0.05, N = 3SE +/- 0.03, N = 33.693.693.633.56
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeBADC246810Min: 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 TimeBCDA0.6481.2961.9442.5923.24SE +/- 0.12, N = 3SE +/- 0.04, N = 32.882.862.772.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeBCDA246810Min: 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 TimeBADC0.54451.0891.63352.1782.7225SE +/- 0.10, N = 3SE +/- 0.02, N = 32.422.282.262.20
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeBADC246810Min: 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 TimeBDCA0.44550.8911.33651.7822.2275SE +/- 0.04, N = 3SE +/- 0.01, N = 31.981.951.941.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeBDCA246810Min: 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 TimeBDCA0.99451.9892.98353.9784.9725SE +/- 0.05, N = 12SE +/- 0.04, N = 34.424.364.324.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeBDCA246810Min: 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 BenchmarkBDAC306090120150SE +/- 0.26, N = 12SE +/- 0.84, N = 3154.32153.13153.08151.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkBDAC306090120150Min: 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 DataframeBDAC3691215SE +/- 0.04, N = 12SE +/- 0.03, N = 38.958.888.858.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBDAC3691215Min: 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 TimeCDBA0.95631.91262.86893.82524.7815SE +/- 0.03, N = 12SE +/- 0.04, N = 34.254.114.104.07
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeCDBA246810Min: 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 TimeDBAC0.6661.3321.9982.6643.33SE +/- 0.02, N = 12SE +/- 0.02, N = 32.962.942.932.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeDBAC246810Min: 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 TimeCBDA0.54231.08461.62692.16922.7115SE +/- 0.02, N = 12SE +/- 0.02, N = 32.412.312.302.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBDA246810Min: 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 TimeCBAD1.12052.2413.36154.4825.6025SE +/- 0.05, N = 12SE +/- 0.02, N = 34.984.724.534.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeCBAD246810Min: 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 BenchmarkBADC306090120150SE +/- 0.31, N = 12SE +/- 0.71, N = 3154.62153.11152.86151.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkBADC306090120150Min: 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 DataframeBCAD246810SE +/- 0.03, N = 12SE +/- 0.02, N = 38.918.908.868.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBCAD3691215Min: 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 TimeBACD1.02382.04763.07144.09525.119SE +/- 0.05, N = 12SE +/- 0.04, N = 34.554.544.474.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeBACD246810Min: 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 TimeBACD0.74931.49862.24792.99723.7465SE +/- 0.02, N = 12SE +/- 0.03, N = 33.333.303.283.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeBACD246810Min: 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 TimeBDCA0.75151.5032.25453.0063.7575SE +/- 0.05, N = 12SE +/- 0.02, N = 33.343.333.273.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeBDCA246810Min: 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 TimeBDAC0.65031.30061.95092.60123.2515SE +/- 0.08, N = 12SE +/- 0.07, N = 32.892.772.762.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeBDAC246810Min: 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 TimeBDAC1.17232.34463.51694.68925.8615SE +/- 0.03, N = 3SE +/- 0.07, N = 35.215.095.095.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeBDAC246810Min: 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 BenchmarkABDC306090120150SE +/- 2.55, N = 3SE +/- 0.45, N = 3154.90154.26152.07151.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABDC306090120150Min: 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 - Calculate Pi Benchmark Using DataframeCABD246810SE +/- 0.02, N = 3SE +/- 0.03, N = 38.898.878.868.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCABD3691215Min: 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 - Group By Test TimeBACD1.26232.52463.78695.04926.3115SE +/- 0.19, N = 3SE +/- 0.02, N = 35.615.435.365.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeBACD246810Min: 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 TimeDABC0.90451.8092.71353.6184.5225SE +/- 0.01, N = 3SE +/- 0.04, N = 34.023.983.953.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeDABC246810Min: 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 - Inner Join Test TimeCABD1.03282.06563.09844.13125.164SE +/- 0.02, N = 3SE +/- 0.07, N = 34.594.504.484.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeCABD246810Min: 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 - 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 TimeBDAC510152025SE +/- 0.26, N = 3SE +/- 0.10, N = 322.7422.6422.4822.18
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeBDAC510152025Min: 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 BenchmarkBADC306090120150SE +/- 0.15, N = 3SE +/- 0.40, N = 3154.67153.42153.29152.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkBADC306090120150Min: 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 DataframeBDAC246810SE +/- 0.05, N = 3SE +/- 0.01, N = 38.928.888.828.78
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBDAC3691215Min: 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 TimeBCAD3691215SE +/- 0.14, N = 3SE +/- 0.07, N = 39.038.798.738.65
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeBCAD3691215Min: 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 TimeDABC48121620SE +/- 0.20, N = 3SE +/- 0.11, N = 314.4914.4714.4014.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeDABC48121620Min: 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 - Inner Join Test TimeBCAD48121620SE +/- 0.28, N = 3SE +/- 0.35, N = 316.8316.7716.6016.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeBCAD48121620Min: 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 TimeCBDA48121620SE +/- 0.81, N = 3SE +/- 0.43, N = 317.1116.6216.4716.09
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeCBDA48121620Min: 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 TimeBDAC510152025SE +/- 0.16, N = 3SE +/- 0.09, N = 322.3322.0721.9521.86
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeBDAC510152025Min: 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 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 - Calculate Pi Benchmark Using DataframeBADC3691215SE +/- 0.14, N = 3SE +/- 0.03, N = 39.058.908.898.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBADC3691215Min: 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 TimeBDAC3691215SE +/- 0.20, N = 3SE +/- 0.04, N = 39.248.908.858.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeBDAC3691215Min: 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 TimeBCAD48121620SE +/- 0.25, N = 3SE +/- 0.06, N = 314.7114.3614.3414.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeBCAD48121620Min: 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 TimeBADC48121620SE +/- 0.19, N = 3SE +/- 0.06, N = 315.9215.7615.6915.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeBADC48121620Min: 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 TimeCBDA48121620SE +/- 0.16, N = 3SE +/- 0.15, N = 315.7015.6215.2915.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeCBDA48121620Min: 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 TimeBDCA1020304050SE +/- 0.06, N = 3SE +/- 0.01, N = 343.2442.5542.4242.39
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeBDCA918273645Min: 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 BenchmarkDBAC306090120150SE +/- 0.44, N = 3SE +/- 0.26, N = 3153.91153.30152.95152.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkDBAC306090120150Min: 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 DataframeBACD3691215SE +/- 0.09, N = 3SE +/- 0.09, N = 39.058.938.868.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeBACD3691215Min: 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 TimeBADC48121620SE +/- 0.33, N = 3SE +/- 0.13, N = 314.7714.3613.9713.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeBADC48121620Min: 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 TimeBDAC714212835SE +/- 0.15, N = 3SE +/- 0.35, N = 329.0828.8728.5528.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeBDAC612182430Min: 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 TimeBDCA816243240SE +/- 0.25, N = 3SE +/- 0.79, N = 334.8633.5233.0232.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeBDCA714212835Min: 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 TimeBDCA816243240SE +/- 0.16, N = 3SE +/- 0.57, N = 333.4132.8032.2831.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeBDCA714212835Min: 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 TimeADCB918273645SE +/- 0.02, N = 340.8940.8340.7840.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeADCB918273645Min: 40.85 / Avg: 40.89 / Max: 40.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBADC306090120150SE +/- 0.19, N = 3154.85153.12152.44151.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkBADC306090120150Min: 152.75 / Avg: 153.12 / Max: 153.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABDC246810SE +/- 0.02, N = 38.898.848.828.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABDC3691215Min: 8.85 / Avg: 8.89 / Max: 8.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeBACD48121620SE +/- 0.03, N = 314.1713.7313.5213.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeBACD48121620Min: 13.7 / Avg: 13.73 / Max: 13.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeDCAB612182430SE +/- 0.03, N = 327.4427.3927.3227.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeDCAB612182430Min: 27.26 / Avg: 27.32 / Max: 27.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeDBAC714212835SE +/- 0.20, N = 330.4130.3730.1530.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeDBAC714212835Min: 29.91 / Avg: 30.15 / Max: 30.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCAB714212835SE +/- 0.07, N = 329.6629.5829.4729.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCAB714212835Min: 29.35 / Avg: 29.47 / Max: 29.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC20406080100SE +/- 0.13, N = 379.6278.8578.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeBAC1530456075Min: 78.59 / Avg: 78.85 / Max: 78.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.83, N = 3154.73153.35153.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkCAB306090120150Min: 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 TimeBAC918273645SE +/- 0.17, N = 339.7039.4939.35
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeBAC816243240Min: 39.21 / Avg: 39.49 / Max: 39.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeBCA1326395265SE +/- 0.82, N = 355.9155.1654.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeBCA1122334455Min: 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 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: 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 BenchmarkCAB306090120150SE +/- 0.43, N = 3153.00152.93152.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkCAB306090120150Min: 152.23 / Avg: 152.93 / Max: 153.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.01, N = 38.948.828.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.8 / Avg: 8.82 / Max: 8.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeBAC816243240SE +/- 0.36, N = 334.1734.1634.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeBAC714212835Min: 33.45 / Avg: 34.16 / Max: 34.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeBCA1224364860SE +/- 0.21, N = 354.7554.5453.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeBCA1122334455Min: 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 TimeCAB1428425670SE +/- 0.30, N = 360.6359.0758.78
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeCAB1224364860Min: 58.54 / Avg: 59.07 / Max: 59.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB510152025SE +/- 0.04, N = 322.3022.2622.16
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeCAB510152025Min: 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 DataframeACB246810SE +/- 0.01, N = 38.848.838.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeACB3691215Min: 8.82 / Avg: 8.84 / Max: 8.87

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 - Repartition Test TimeBAC48121620SE +/- 0.06, N = 314.8714.6314.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeBAC48121620Min: 14.52 / Avg: 14.63 / Max: 14.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeBAC48121620SE +/- 0.01, N = 316.6416.4416.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeBAC48121620Min: 16.42 / Avg: 16.44 / Max: 16.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeBAC48121620SE +/- 0.04, N = 315.4415.4415.40
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeBAC48121620Min: 15.37 / Avg: 15.44 / Max: 15.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeBAC612182430SE +/- 0.15, N = 323.0122.9422.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeBAC510152025Min: 22.67 / Avg: 22.94 / Max: 23.19

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 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.03, N = 38.818.808.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.75 / Avg: 8.8 / Max: 8.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeACB3691215SE +/- 0.11, N = 39.979.929.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeACB3691215Min: 9.79 / Avg: 9.97 / Max: 10.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeBCA48121620SE +/- 0.03, N = 315.5715.4815.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeBCA48121620Min: 15.31 / Avg: 15.36 / Max: 15.41

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 - Broadcast Inner Join Test TimeACB48121620SE +/- 0.10, N = 316.4316.3816.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeACB48121620Min: 16.27 / Avg: 16.43 / Max: 16.62

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: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkBAC306090120150SE +/- 0.66, N = 3153.68153.27152.53
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkBAC306090120150Min: 152.25 / Avg: 153.27 / Max: 154.51

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 - Group By Test TimeCAB48121620SE +/- 0.14, N = 314.1414.1113.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeCAB48121620Min: 13.87 / Avg: 14.11 / Max: 14.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeACB714212835SE +/- 0.31, N = 328.1427.7327.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeACB612182430Min: 27.7 / Avg: 28.14 / Max: 28.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeACB714212835SE +/- 0.80, N = 331.7730.8730.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeACB714212835Min: 30.74 / Avg: 31.77 / Max: 33.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeACB714212835SE +/- 0.50, N = 330.7230.5730.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeACB714212835Min: 29.95 / Avg: 30.72 / Max: 31.67

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: 2000 - Calculate Pi BenchmarkCAB306090120150SE +/- 0.32, N = 3153.66152.40152.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkCAB306090120150Min: 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 TimeCAB48121620SE +/- 0.18, N = 314.7014.3814.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeCAB48121620Min: 14.08 / Avg: 14.38 / Max: 14.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeBAC714212835SE +/- 0.12, N = 328.5228.5228.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeBAC612182430Min: 28.38 / Avg: 28.52 / Max: 28.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeCAB816243240SE +/- 0.17, N = 332.9232.3832.28
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeCAB714212835Min: 32.04 / Avg: 32.38 / Max: 32.63

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: 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: 1000 - Calculate Pi BenchmarkBAC306090120150SE +/- 0.69, N = 3157.25152.83151.71
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkBAC306090120150Min: 151.46 / Avg: 152.83 / Max: 153.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.02, N = 38.908.878.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.82 / Avg: 8.87 / Max: 8.89

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 - Repartition Test TimeBCA1224364860SE +/- 0.36, N = 355.2455.0254.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeBCA1122334455Min: 54.18 / Avg: 54.58 / Max: 55.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeBCA1428425670SE +/- 0.45, N = 362.6861.7360.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeBCA1224364860Min: 60.06 / Avg: 60.92 / Max: 61.61

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: 2000 - SHA-512 Benchmark TimeACB20406080100SE +/- 0.20, N = 380.9380.5680.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeACB1530456075Min: 80.59 / Avg: 80.93 / Max: 81.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkBCA4080120160200SE +/- 0.66, N = 3159.38153.72153.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkBCA306090120150Min: 152.16 / Avg: 153.43 / Max: 154.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.05, N = 38.898.888.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 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 TimeBCA1326395265SE +/- 0.24, N = 356.2655.9455.50
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeBCA1122334455Min: 55.25 / Avg: 55.5 / Max: 55.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeBCA1428425670SE +/- 0.39, N = 363.2363.0861.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeBCA1224364860Min: 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