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 TimeACBD0.92931.85862.78793.71724.6465SE +/- 0.03, N = 3SE +/- 0.01, N = 34.024.114.134.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeACBD246810Min: 3.97 / Avg: 4.02 / Max: 4.08Min: 4.11 / Avg: 4.13 / Max: 4.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkCDBA306090120150SE +/- 0.70, N = 3SE +/- 0.42, N = 3152.15152.20153.24153.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkCDBA306090120150Min: 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 DataframeCABD246810SE +/- 0.02, N = 3SE +/- 0.02, N = 38.768.848.918.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCABD3691215Min: 8.82 / Avg: 8.84 / Max: 8.88Min: 8.88 / Avg: 8.91 / Max: 8.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeCDAB0.83031.66062.49093.32124.1515SE +/- 0.03, N = 3SE +/- 0.05, N = 33.563.633.693.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeCDAB246810Min: 3.63 / Avg: 3.69 / Max: 3.74Min: 3.59 / Avg: 3.69 / Max: 3.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeADCB0.6481.2961.9442.5923.24SE +/- 0.04, N = 3SE +/- 0.12, N = 32.692.772.862.88
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeADCB246810Min: 2.63 / Avg: 2.69 / Max: 2.77Min: 2.69 / Avg: 2.88 / Max: 3.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeCDAB0.54451.0891.63352.1782.7225SE +/- 0.02, N = 3SE +/- 0.10, N = 32.202.262.282.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeCDAB246810Min: 2.24 / Avg: 2.28 / Max: 2.32Min: 2.29 / Avg: 2.42 / Max: 2.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeACDB0.44550.8911.33651.7822.2275SE +/- 0.01, N = 3SE +/- 0.04, N = 31.891.941.951.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeACDB246810Min: 1.88 / Avg: 1.89 / Max: 1.9Min: 1.91 / Avg: 1.98 / Max: 2.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeACDB0.99451.9892.98353.9784.9725SE +/- 0.04, N = 3SE +/- 0.05, N = 124.254.324.364.42
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeACDB246810Min: 4.17 / Avg: 4.25 / Max: 4.3Min: 4.19 / Avg: 4.42 / Max: 4.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkCADB306090120150SE +/- 0.84, N = 3SE +/- 0.26, N = 12151.83153.08153.13154.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkCADB306090120150Min: 151.42 / Avg: 153.08 / Max: 154.08Min: 153.42 / Avg: 154.32 / Max: 156.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCADB3691215SE +/- 0.03, N = 3SE +/- 0.04, N = 128.798.858.888.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCADB3691215Min: 8.8 / Avg: 8.85 / Max: 8.89Min: 8.76 / Avg: 8.95 / Max: 9.15

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABDC0.95631.91262.86893.82524.7815SE +/- 0.04, N = 3SE +/- 0.03, N = 124.074.104.114.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABDC246810Min: 4.01 / Avg: 4.07 / Max: 4.15Min: 3.96 / Avg: 4.1 / Max: 4.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeCABD0.6661.3321.9982.6643.33SE +/- 0.02, N = 3SE +/- 0.02, N = 122.892.932.942.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeCABD246810Min: 2.91 / Avg: 2.93 / Max: 2.98Min: 2.8 / Avg: 2.94 / Max: 3.06

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeADBC0.54231.08461.62692.16922.7115SE +/- 0.02, N = 3SE +/- 0.02, N = 122.282.302.312.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeADBC246810Min: 2.26 / Avg: 2.28 / Max: 2.31Min: 2.19 / Avg: 2.31 / Max: 2.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeDABC1.12052.2413.36154.4825.6025SE +/- 0.02, N = 3SE +/- 0.05, N = 124.514.534.724.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeDABC246810Min: 4.5 / Avg: 4.53 / Max: 4.58Min: 4.53 / Avg: 4.72 / Max: 4.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkCDAB306090120150SE +/- 0.71, N = 3SE +/- 0.31, N = 12151.05152.86153.11154.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkCDAB306090120150Min: 151.94 / Avg: 153.11 / Max: 154.39Min: 153.4 / Avg: 154.62 / Max: 156.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDACB246810SE +/- 0.02, N = 3SE +/- 0.03, N = 128.778.868.908.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDACB3691215Min: 8.82 / Avg: 8.86 / Max: 8.9Min: 8.76 / Avg: 8.91 / Max: 9.1

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeDCAB1.02382.04763.07144.09525.119SE +/- 0.04, N = 3SE +/- 0.05, N = 124.424.474.544.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeDCAB246810Min: 4.51 / Avg: 4.54 / Max: 4.62Min: 4.4 / Avg: 4.55 / Max: 5.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeDCAB0.74931.49862.24792.99723.7465SE +/- 0.03, N = 3SE +/- 0.02, N = 123.173.283.303.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeDCAB246810Min: 3.24 / Avg: 3.3 / Max: 3.35Min: 3.23 / Avg: 3.33 / Max: 3.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeACDB0.75151.5032.25453.0063.7575SE +/- 0.02, N = 3SE +/- 0.05, N = 123.223.273.333.34
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeACDB246810Min: 3.18 / Avg: 3.22 / Max: 3.26Min: 3.15 / Avg: 3.34 / Max: 3.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCADB0.65031.30061.95092.60123.2515SE +/- 0.07, N = 3SE +/- 0.08, N = 122.692.762.772.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCADB246810Min: 2.66 / Avg: 2.76 / Max: 2.9Min: 2.66 / Avg: 2.89 / Max: 3.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeCADB1.17232.34463.51694.68925.8615SE +/- 0.07, N = 3SE +/- 0.03, N = 35.025.095.095.21
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeCADB246810Min: 4.97 / Avg: 5.09 / Max: 5.2Min: 5.15 / Avg: 5.21 / Max: 5.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkCDBA306090120150SE +/- 0.45, N = 3SE +/- 2.55, N = 3151.74152.07154.26154.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkCDBA306090120150Min: 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 DataframeDBAC246810SE +/- 0.03, N = 3SE +/- 0.02, N = 38.778.868.878.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDBAC3691215Min: 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 TimeDCAB1.26232.52463.78695.04926.3115SE +/- 0.02, N = 3SE +/- 0.19, N = 35.315.365.435.61
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeDCAB246810Min: 5.39 / Avg: 5.43 / Max: 5.46Min: 5.38 / Avg: 5.61 / Max: 5.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCBAD0.90451.8092.71353.6184.5225SE +/- 0.04, N = 3SE +/- 0.01, N = 33.913.953.984.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeCBAD246810Min: 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 TimeDBAC1.03282.06563.09844.13125.164SE +/- 0.07, N = 3SE +/- 0.02, N = 34.344.484.504.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeDBAC246810Min: 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 TimeABCD0.84381.68762.53143.37524.219SE +/- 0.02, N = 3SE +/- 0.03, N = 33.473.583.743.75
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABCD246810Min: 3.45 / Avg: 3.47 / Max: 3.5Min: 3.53 / Avg: 3.58 / Max: 3.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeCADB510152025SE +/- 0.10, N = 3SE +/- 0.26, N = 322.1822.4822.6422.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeCADB510152025Min: 22.31 / Avg: 22.48 / Max: 22.67Min: 22.24 / Avg: 22.74 / Max: 23.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkCDAB306090120150SE +/- 0.40, N = 3SE +/- 0.15, N = 3152.83153.29153.42154.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkCDAB306090120150Min: 152.7 / Avg: 153.42 / Max: 154.08Min: 154.4 / Avg: 154.67 / Max: 154.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCADB246810SE +/- 0.01, N = 3SE +/- 0.05, N = 38.788.828.888.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeCADB3691215Min: 8.8 / Avg: 8.82 / Max: 8.84Min: 8.84 / Avg: 8.92 / Max: 9.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeDACB3691215SE +/- 0.07, N = 3SE +/- 0.14, N = 38.658.738.799.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeDACB3691215Min: 8.62 / Avg: 8.73 / Max: 8.86Min: 8.76 / Avg: 9.03 / Max: 9.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeCBAD48121620SE +/- 0.11, N = 3SE +/- 0.20, N = 314.3714.4014.4714.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeCBAD48121620Min: 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 TimeDACB48121620SE +/- 0.35, N = 3SE +/- 0.28, N = 316.1216.6016.7716.83
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeDACB48121620Min: 16.19 / Avg: 16.6 / Max: 17.3Min: 16.3 / Avg: 16.83 / Max: 17.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeADBC48121620SE +/- 0.43, N = 3SE +/- 0.81, N = 316.0916.4716.6217.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeADBC48121620Min: 15.49 / Avg: 16.09 / Max: 16.93Min: 15.53 / Avg: 16.62 / Max: 18.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeCADB510152025SE +/- 0.09, N = 3SE +/- 0.16, N = 321.8621.9522.0722.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeCADB510152025Min: 21.86 / Avg: 21.95 / Max: 22.13Min: 22.04 / Avg: 22.33 / Max: 22.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 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 DataframeCDAB3691215SE +/- 0.03, N = 3SE +/- 0.14, N = 38.858.898.909.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCDAB3691215Min: 8.87 / Avg: 8.9 / Max: 8.96Min: 8.76 / Avg: 9.05 / Max: 9.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeCADB3691215SE +/- 0.04, N = 3SE +/- 0.20, N = 38.698.858.909.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeCADB3691215Min: 8.78 / Avg: 8.85 / Max: 8.92Min: 8.95 / Avg: 9.24 / Max: 9.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeDACB48121620SE +/- 0.06, N = 3SE +/- 0.25, N = 314.3214.3414.3614.71
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeDACB48121620Min: 14.23 / Avg: 14.34 / Max: 14.41Min: 14.26 / Avg: 14.71 / Max: 15.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeCDAB48121620SE +/- 0.06, N = 3SE +/- 0.19, N = 315.6015.6915.7615.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeCDAB48121620Min: 15.65 / Avg: 15.76 / Max: 15.82Min: 15.72 / Avg: 15.92 / Max: 16.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeADBC48121620SE +/- 0.15, N = 3SE +/- 0.16, N = 315.2615.2915.6215.70
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeADBC48121620Min: 15.03 / Avg: 15.26 / Max: 15.55Min: 15.31 / Avg: 15.62 / Max: 15.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeACDB1020304050SE +/- 0.01, N = 3SE +/- 0.06, N = 342.3942.4242.5543.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeACDB918273645Min: 42.36 / Avg: 42.39 / Max: 42.4Min: 43.16 / Avg: 43.24 / Max: 43.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkCABD306090120150SE +/- 0.26, N = 3SE +/- 0.44, N = 3152.48152.95153.30153.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkCABD306090120150Min: 152.45 / Avg: 152.95 / Max: 153.33Min: 152.43 / Avg: 153.3 / Max: 153.8

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCAB3691215SE +/- 0.09, N = 3SE +/- 0.09, N = 38.838.868.939.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCAB3691215Min: 8.8 / Avg: 8.93 / Max: 9.1Min: 8.89 / Avg: 9.05 / Max: 9.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeCDAB48121620SE +/- 0.13, N = 3SE +/- 0.33, N = 313.8713.9714.3614.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeCDAB48121620Min: 14.14 / Avg: 14.36 / Max: 14.58Min: 14.35 / Avg: 14.77 / Max: 15.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCADB714212835SE +/- 0.35, N = 3SE +/- 0.15, N = 328.3028.5528.8729.08
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeCADB612182430Min: 27.91 / Avg: 28.55 / Max: 29.13Min: 28.89 / Avg: 29.08 / Max: 29.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeACDB816243240SE +/- 0.79, N = 3SE +/- 0.25, N = 332.4833.0233.5234.86
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeACDB714212835Min: 30.93 / Avg: 32.48 / Max: 33.55Min: 34.52 / Avg: 34.86 / Max: 35.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeACDB816243240SE +/- 0.57, N = 3SE +/- 0.16, N = 331.9732.2832.8033.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeACDB714212835Min: 31.13 / Avg: 31.97 / Max: 33.05Min: 33.09 / Avg: 33.41 / Max: 33.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBCDA918273645SE +/- 0.02, N = 340.7240.7840.8340.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeBCDA918273645Min: 40.85 / Avg: 40.89 / Max: 40.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkCDAB306090120150SE +/- 0.19, N = 3151.76152.44153.12154.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkCDAB306090120150Min: 152.75 / Avg: 153.12 / Max: 153.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCDBA246810SE +/- 0.02, N = 38.798.828.848.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCDBA3691215Min: 8.85 / Avg: 8.89 / Max: 8.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeDCAB48121620SE +/- 0.03, N = 313.4913.5213.7314.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeDCAB48121620Min: 13.7 / Avg: 13.73 / Max: 13.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeBACD612182430SE +/- 0.03, N = 327.0827.3227.3927.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeBACD612182430Min: 27.26 / Avg: 27.32 / Max: 27.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeCABD714212835SE +/- 0.20, N = 330.0530.1530.3730.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeCABD714212835Min: 29.91 / Avg: 30.15 / Max: 30.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeBACD714212835SE +/- 0.07, N = 329.3129.4729.5829.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeBACD714212835Min: 29.35 / Avg: 29.47 / Max: 29.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCAB20406080100SE +/- 0.13, N = 378.7378.8579.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeCAB1530456075Min: 78.59 / Avg: 78.85 / Max: 78.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkBAC306090120150SE +/- 0.83, N = 3153.13153.35154.73
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkBAC306090120150Min: 152.49 / Avg: 153.35 / Max: 155

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCAB918273645SE +/- 0.17, N = 339.3539.4939.70
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeCAB816243240Min: 39.21 / Avg: 39.49 / Max: 39.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeACB1326395265SE +/- 0.82, N = 354.6355.1655.91
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeACB1122334455Min: 53.4 / Avg: 54.63 / Max: 56.19

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - 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 TimeABC20406080100SE +/- 0.09, N = 378.9079.3679.95
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABC1530456075Min: 78.72 / Avg: 78.9 / Max: 79.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkBAC306090120150SE +/- 0.43, N = 3152.41152.93153.00
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkBAC306090120150Min: 152.23 / Avg: 152.93 / Max: 153.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.01, N = 38.798.828.94
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.8 / Avg: 8.82 / Max: 8.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeCAB816243240SE +/- 0.36, N = 334.1234.1634.17
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeCAB714212835Min: 33.45 / Avg: 34.16 / Max: 34.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeACB1224364860SE +/- 0.21, N = 353.9654.5454.75
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeACB1122334455Min: 53.57 / Avg: 53.96 / Max: 54.29

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeBAC1428425670SE +/- 0.30, N = 358.7859.0760.63
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeBAC1224364860Min: 58.54 / Avg: 59.07 / Max: 59.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC510152025SE +/- 0.04, N = 322.1622.2622.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeBAC510152025Min: 22.2 / Avg: 22.26 / Max: 22.34

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBCA246810SE +/- 0.01, N = 38.798.838.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBCA3691215Min: 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 TimeCAB48121620SE +/- 0.06, N = 314.5914.6314.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeCAB48121620Min: 14.52 / Avg: 14.63 / Max: 14.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeCAB48121620SE +/- 0.01, N = 316.3716.4416.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeCAB48121620Min: 16.42 / Avg: 16.44 / Max: 16.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCAB48121620SE +/- 0.04, N = 315.4015.4415.44
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeCAB48121620Min: 15.37 / Avg: 15.44 / Max: 15.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB612182430SE +/- 0.15, N = 322.8222.9423.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeCAB510152025Min: 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 DataframeBAC246810SE +/- 0.03, N = 38.738.808.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 8.75 / Avg: 8.8 / Max: 8.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeBCA3691215SE +/- 0.11, N = 39.919.929.97
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeBCA3691215Min: 9.79 / Avg: 9.97 / Max: 10.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeACB48121620SE +/- 0.03, N = 315.3615.4815.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeACB48121620Min: 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 TimeBCA48121620SE +/- 0.10, N = 316.2516.3816.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeBCA48121620Min: 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 BenchmarkCAB306090120150SE +/- 0.66, N = 3152.53153.27153.68
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150Min: 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 TimeBAC48121620SE +/- 0.14, N = 313.9114.1114.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeBAC48121620Min: 13.87 / Avg: 14.11 / Max: 14.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeBCA714212835SE +/- 0.31, N = 327.4927.7328.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeBCA612182430Min: 27.7 / Avg: 28.14 / Max: 28.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeBCA714212835SE +/- 0.80, N = 330.6130.8731.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeBCA714212835Min: 30.74 / Avg: 31.77 / Max: 33.34

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeBCA714212835SE +/- 0.50, N = 330.1430.5730.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeBCA714212835Min: 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 BenchmarkBAC306090120150SE +/- 0.32, N = 3152.25152.40153.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkBAC306090120150Min: 152.04 / Avg: 152.4 / Max: 153.05

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeBAC48121620SE +/- 0.18, N = 314.3314.3814.70
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeBAC48121620Min: 14.08 / Avg: 14.38 / Max: 14.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeCAB714212835SE +/- 0.12, N = 328.2628.5228.52
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeCAB612182430Min: 28.38 / Avg: 28.52 / Max: 28.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeBAC816243240SE +/- 0.17, N = 332.2832.3832.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeBAC714212835Min: 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 BenchmarkCAB306090120150SE +/- 0.69, N = 3151.71152.83157.25
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkCAB306090120150Min: 151.46 / Avg: 152.83 / Max: 153.52

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC246810SE +/- 0.02, N = 38.778.878.90
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeBAC3691215Min: 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 TimeACB1224364860SE +/- 0.36, N = 354.5855.0255.24
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeACB1122334455Min: 54.18 / Avg: 54.58 / Max: 55.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeACB1428425670SE +/- 0.45, N = 360.9261.7362.68
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeACB1224364860Min: 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 TimeBCA20406080100SE +/- 0.20, N = 380.2680.5680.93
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeBCA1530456075Min: 80.59 / Avg: 80.93 / Max: 81.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkACB4080120160200SE +/- 0.66, N = 3153.43153.72159.38
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkACB306090120150Min: 152.16 / Avg: 153.43 / Max: 154.39

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB246810SE +/- 0.05, N = 38.828.888.89
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeCAB3691215Min: 8.8 / Avg: 8.88 / Max: 8.96

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

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeACB1326395265SE +/- 0.24, N = 355.5055.9456.26
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeACB1122334455Min: 55.25 / Avg: 55.5 / Max: 55.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeACB1428425670SE +/- 0.39, N = 361.6463.0863.23
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeACB1224364860Min: 61.09 / Avg: 61.64 / Max: 62.4

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