spark 12900K Intel

Intel Core i9-12900K testing with a ASUS ROG STRIX Z690-E GAMING WIFI (1601 BIOS) and AMD Radeon RX 6800 XT 16GB on Ubuntu 22.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2208053-NE-SPARK129078
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August 05
  4 Hours, 26 Minutes
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  4 Hours, 31 Minutes
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  4 Hours, 32 Minutes
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  4 Hours, 32 Minutes
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spark 12900K IntelOpenBenchmarking.orgPhoronix Test Suite 10.8.4Intel Core i9-12900K @ 5.20GHz (16 Cores / 24 Threads)ASUS ROG STRIX Z690-E GAMING WIFI (1601 BIOS)Intel Alder Lake-S PCH32GB1000GB Western Digital WDS100T1X0E-00AFY0 + 2000GBAMD Radeon RX 6800 XT 16GB (2575/1000MHz)Intel Alder Lake-S HD AudioASUS VP28UIntel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411Ubuntu 22.045.19.0-051900-generic (x86_64)GNOME Shell 42.2X Server 1.21.1.3 + Wayland4.6 Mesa 22.3.0-devel (git-42a52a8 2022-08-04 jammy-oibaf-ppa) (LLVM 14.0.6 DRM 3.47)1.3.219GCC 11.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionSpark 12900K Intel BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: intel_pstate performance (EPP: performance) - CPU Microcode: 0x1f - Thermald 2.4.9- OpenJDK Runtime Environment (build 11.0.15+10-Ubuntu-0ubuntu0.22.04.1)- Python 3.10.4- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABCDLogarithmic Result OverviewPhoronix Test Suite 10.8.4Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache Spark20000000 - 2000 - R.T.T1000000 - 2000 - S.5.B.T1000000 - 2000 - Group By Test Time1000000 - 2000 - B.I.J.T.T20000000 - 2000 - S.5.B.T1000000 - 2000 - I.J.T.T1000000 - 1000 - B.I.J.T.T1000000 - 2000 - R.T.T40000000 - 2000 - Group By Test Time20000000 - 500 - C.P.B.U.D1000000 - 100 - B.I.J.T.T10000000 - 500 - I.J.T.T20000000 - 1000 - B.I.J.T.T1000000 - 1000 - C.P.B.U.D20000000 - 100 - I.J.T.T10000000 - 2000 - C.P.B.U.D10000000 - 100 - B.I.J.T.T40000000 - 100 - C.P.B.U.D1000000 - 1000 - S.5.B.T10000000 - 100 - I.J.T.T40000000 - 500 - C.P.B.U.D1000000 - 500 - C.P.B.U.D1000000 - 100 - I.J.T.T1000000 - 2000 - C.P.B.U.D20000000 - 500 - S.5.B.T40000000 - 1000 - C.P.B.U.D10000000 - 100 - S.5.B.T10000000 - 1000 - C.P.B.U.D10000000 - 500 - B.I.J.T.T20000000 - 100 - C.P.B.U.D1000000 - 1000 - I.J.T.T10000000 - 100 - C.P.B.U.D10000000 - 500 - R.T.T20000000 - 500 - Group By Test Time40000000 - 2000 - R.T.T10000000 - 100 - R.T.T20000000 - 500 - R.T.T10000000 - 1000 - B.I.J.T.T40000000 - 500 - I.J.T.T10000000 - 1000 - I.J.T.T1000000 - 1000 - R.T.T20000000 - 100 - S.5.B.T10000000 - 500 - Group By Test Time1000000 - 500 - I.J.T.T1000000 - 100 - S.5.B.T40000000 - 1000 - R.T.T20000000 - 2000 - C.P.B.U.D10000000 - 2000 - R.T.T10000000 - 100 - Group By Test Time10000000 - 1000 - R.T.T40000000 - 1000 - I.J.T.T40000000 - 500 - S.5.B.T10000000 - 2000 - I.J.T.T20000000 - 1000 - R.T.T20000000 - 500 - B.I.J.T.T20000000 - 1000 - Group By Test Time1000000 - 500 - R.T.T20000000 - 500 - I.J.T.T10000000 - 2000 - S.5.B.T40000000 - 2000 - S.5.B.T40000000 - 1000 - Group By Test Time20000000 - 1000 - I.J.T.T1000000 - 500 - B.I.J.T.T40000000 - 2000 - C.P.B.U.D10000000 - 1000 - Group By Test Time10000000 - 500 - C.P.B.U.D

spark 12900K Intelspark: 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 TimeABCD2.1281.455.042.711.250.970.822.2984.8005454225.072.791.311.010.882.5684.3618303444.592.941.451.221.492.6384.514.753.211.631.541.288.1685.755.084.985.406.136.287.4087.285.084.655.106.215.8214.32642069785.1397039035.027.6510.09817740912.6712.4015950814.20780430485.695.037.749.8811.79965753712.2427.2484.9315479254.6719.1419.2423.0423.8125.26477781984.634.9417.1218.47509218821.13841129621.2520518537.7386.285.064.965.065.975.627.8486.8211723235.095.005.196.086.0713.4384.835.006.809.4611.37157803310.550.5485.1229941564.820.691.160.110.0624.9485.2714948345.0115.4018.68413882221.87809586722.4124.78613668385.354.9914.76856516418.4221.8321.992.2182.775.012.741.221.050.842.2684.41135984.7633859252.751.361.0005587090.912.4885.474.962.921.421.271.120.5385.685.130.671.160.110.058.5985.3121961295.034.995.256.5237769916.857.4686.0936972495.034.434.815.795.8514.5585.484.707.6610.2011.89068568312.6412940115.2985.0906020774.977.849.6211.84777408712.3227.09746822685.6698251695.0418.84281285819.29918649623.1324.2624.35640317385.035.0516.8418.1620.69175141221.197.7786.025.0806388494.925.025.685.337.8085.284.664.975.176.125.9513.2485.3526064095.076.959.2111.1511.7213.6884.8889971964.937.369.7911.8311.7224.9786.575.0615.77585317918.1321.86759661422.3524.71269584884.854.9214.7217.5522.0121.942.2182.4728499235.102.761.250.980.862.3285.0139375984.712.811.341.050.892.5884.464.942.981.381.280.992.6585.7726445155.023.051.591.541.338.0086.3465565394.785.045.396.336.557.4285.044.964.634.965.585.4914.3784.844.807.6110.0712.2512.5114.3485.024.487.5210.0511.4312.4927.1084.934.7218.7619.2722.9124.2724.3085.024.7016.98918887818.60049923721.7821.307.7885.824.985.005.235.745.357.6986.045.034.985.396.326.0513.1284.814.997.069.4711.07397728710.7413.7055021785.1317986595.037.319.5711.6711.8024.9785.714.6915.2418.0821.26082748722.0024.7085.554.8916.9018.555966522.0921.982.2282.975.102.721.241.020.922.3084.445.102.771.361.020.912.3885.814.502.961.431.201.042.5486.5935765435.063.141.621.521.317.9786.0678474625.075.195.116.026.457.5685.6756185135.114.504.966.175.9015.0485.0940430965.037.659.9511.5812.4314.1785.144.947.419.5211.7512.0327.1185.225.0818.8719.1623.5523.7124.3185.135.0916.6718.2821.5521.627.6584.814.725.075.165.795.397.9785.514.925.035.216.176.0213.2885.074.996.829.5710.9910.6013.6885.3454143214.977.149.3911.1610.7525.15611278484.794.8015.5817.8722.1422.3825.57900903886.8433103765.0415.2518.3322.3321.93OpenBenchmarking.org

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA0.49950.9991.49851.9982.49752.222.212.212.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA2040608010082.9782.4782.7781.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA1.14752.2953.44254.595.73755.105.105.015.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeDCBA0.6211.2421.8632.4843.1052.722.762.742.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeDCBA0.28130.56260.84391.12521.40651.241.251.221.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeDCBA0.23630.47260.70890.94521.18151.020.981.050.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA0.2070.4140.6210.8281.0350.920.860.840.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA0.5221.0441.5662.0882.612.302.322.262.29

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA2040608010084.4485.0184.4184.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA1.14752.2953.44254.595.73755.1000000004.7100000004.7633859255.070000000

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeDCBA0.63231.26461.89692.52923.16152.772.812.752.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeDCBA0.3060.6120.9181.2241.531.361.341.361.31

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeDCBA0.23630.47260.70890.94521.18151.0200000001.0500000001.0005587091.010000000

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA0.20480.40960.61440.81921.0240.910.890.910.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA0.58051.1611.74152.3222.90252.382.582.482.56

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA2040608010085.8184.4685.4784.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA1.1162.2323.3484.4645.584.504.944.964.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeDCBA0.67051.3412.01152.6823.35252.962.982.922.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeDCBA0.32630.65260.97891.30521.63151.431.381.421.45

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeDCBA0.2880.5760.8641.1521.441.201.281.271.22

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA0.33530.67061.00591.34121.67651.040.991.121.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA0.59631.19261.78892.38522.98152.542.650.532.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA2040608010086.5985.7785.6884.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA1.15432.30863.46294.61725.77155.065.025.134.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeDCBA0.72231.44462.16692.88923.61153.143.050.673.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeDCBA0.36680.73361.10041.46721.8341.621.591.161.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeDCBA0.34650.6931.03951.3861.73251.521.540.111.54

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA0.29930.59860.89791.19721.49651.311.330.051.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA2468107.978.008.598.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA2040608010086.0786.3585.3185.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA1.1432.2863.4294.5725.7155.074.785.035.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeDCBA1.16782.33563.50344.67125.8395.195.044.994.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeDCBA1.2152.433.6454.866.0755.115.395.255.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeDCBA2468106.0200000006.3300000006.5237769916.130000000

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA2468106.456.556.856.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA2468107.567.427.467.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA2040608010085.6885.0486.0987.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA1.14982.29963.44944.59925.7495.114.965.035.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeDCBA1.04632.09263.13894.18525.23154.504.634.434.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeDCBA1.14752.2953.44254.595.73754.964.964.815.10

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeDCBA2468106.175.585.796.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA1.32752.6553.98255.316.63755.905.495.855.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA4812162015.0414.3714.5514.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA2040608010085.0984.8485.4885.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA1.13182.26363.39544.52725.6595.034.804.705.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeDCBA2468107.657.617.667.65

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeDCBA36912159.95000000010.07000000010.20000000010.098177409

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeDCBA369121511.5812.2511.8912.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA369121512.4312.5112.6412.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA4812162014.1714.3415.2914.21

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA2040608010085.1485.0285.0985.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA1.13182.26363.39544.52725.6594.944.484.975.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeDCBA2468107.417.527.847.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeDCBA36912159.5210.059.629.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeDCBA369121511.7511.4311.8511.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA369121512.0312.4912.3212.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeDCBA61218243027.1127.1027.1027.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkDCBA2040608010085.2284.9385.6784.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeDCBA1.1432.2863.4294.5725.7155.084.725.044.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeDCBA51015202518.8718.7618.8419.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeDCBA51015202519.1619.2719.3019.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeDCBA61218243023.5522.9123.1323.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeDCBA61218243023.7124.2724.2623.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeDCBA61218243024.3124.3024.3625.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkDCBA2040608010085.1385.0285.0384.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeDCBA1.14532.29063.43594.58125.72655.094.705.054.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeDCBA4812162016.6716.9916.8417.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeDCBA51015202518.2818.6018.1618.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeDCBA51015202521.5521.7820.6921.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeDCBA51015202521.6221.3021.1921.25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA2468107.657.787.777.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA2040608010084.8185.8286.0286.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA1.14312.28623.42934.57245.71554.7200000004.9800000005.0806388495.060000000

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeDCBA1.14082.28163.42244.56325.7045.075.004.924.96

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeDCBA1.17682.35363.53044.70725.8845.165.235.025.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeDCBA1.34332.68664.02995.37326.71655.795.745.685.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA1.26452.5293.79355.0586.32255.395.355.335.62

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA2468107.977.697.807.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA2040608010085.5186.0485.2886.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA1.14532.29063.43594.58125.72654.925.034.665.09

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeDCBA1.13182.26363.39544.52725.6595.034.984.975.00

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeDCBA1.21282.42563.63844.85126.0645.215.395.175.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeDCBA2468106.176.326.126.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA2468106.026.055.956.07

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA369121513.2813.1213.2413.43

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA2040608010085.0784.8185.3584.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA1.14082.28163.42244.56325.7044.994.995.075.00

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeDCBA2468106.827.066.956.80

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeDCBA36912159.579.479.219.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeDCBA369121510.9911.0711.1511.37

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA369121510.6010.7411.7210.55

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA4812162013.6800000013.7055021713.680000000.54000000

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA2040608010085.3585.1384.8985.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA1.13182.26363.39544.52725.6594.975.034.934.82

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeDCBA2468107.147.317.360.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeDCBA36912159.399.579.791.16

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeDCBA369121511.1611.6711.830.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA369121510.7511.8011.720.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeDCBA61218243025.1624.9724.9724.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkDCBA2040608010084.7985.7186.5785.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeDCBA1.13852.2773.41554.5545.69254.804.695.065.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeDCBA4812162015.5815.2415.7815.40

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeDCBA51015202517.8718.0818.1318.68

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeDCBA51015202522.1421.2621.8721.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeDCBA51015202522.3822.0022.3522.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeDCBA61218243025.5824.7024.7124.79

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkDCBA2040608010086.8485.5584.8585.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeDCBA1.1342.2683.4024.5365.675.044.894.924.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeDCBA4812162015.2516.9014.7214.77

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeDCBA51015202518.3318.5617.5518.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeDCBA51015202522.3322.0922.0121.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeDCBA51015202521.9321.9821.9421.99