tr 2950X

AMD Ryzen Threadripper 2950X 16-Core testing with a MSI MEG X399 CREATION (MS-7B92) v1.0 (1.30 BIOS) and AMD FirePro V4900 1GB 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 2208075-NE-TR2950X6958
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
View Logs
Performance Per
Dollar
Date
Run
  Test
  Duration
A
August 06
  6 Hours, 44 Minutes
BN
August 06
  1 Day, 17 Hours, 45 Minutes
C
August 07
  1 Day, 28 Minutes
Invert Hiding All Results Option
  1 Day, 19 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):


tr 2950XOpenBenchmarking.orgPhoronix Test Suite 10.8.4AMD Ryzen Threadripper 2950X 16-Core @ 3.50GHz (16 Cores / 32 Threads)MSI MEG X399 CREATION (MS-7B92) v1.0 (1.30 BIOS)AMD 17h32GBSamsung SSD 970 EVO 250GBAMD FirePro V4900 1GBRealtek ALC1220DELL S2409W2 x Intel I211 + Intel-AC 9260Ubuntu 22.045.19.0-051900rc7-generic (x86_64)GNOME Shell 42.2X Server + Wayland3.3 Mesa 22.0.1 (LLVM 13.0.1)1.2.204GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionTr 2950X BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x800820d- 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: Mitigation of untrained return thunk; SMT vulnerable + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABNCResult OverviewPhoronix Test Suite 10.8.4100%104%107%111%114%Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkSVT-AV1Apache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache SparkApache Spark1000000 - 2000 - R.T.T1000000 - 100 - I.J.T.T1000000 - 100 - B.I.J.T.T20000000 - 1000 - S.5.B.T40000000 - 1000 - S.5.B.T10000000 - 2000 - B.I.J.T.T10000000 - 500 - I.J.T.T1000000 - 1000 - S.5.B.T1000000 - 2000 - B.I.J.T.T20000000 - 1000 - B.I.J.T.T1000000 - 1000 - B.I.J.T.T40000000 - 2000 - Group By Test Time10000000 - 1000 - I.J.T.T1000000 - 500 - B.I.J.T.T20000000 - 1000 - R.T.T10000000 - 1000 - B.I.J.T.T1000000 - 1000 - R.T.T10000000 - 2000 - Group By Test Time1000000 - 500 - I.J.T.T1000000 - 100 - R.T.T1000000 - 500 - S.5.B.T40000000 - 1000 - B.I.J.T.TPreset 10 - Bosphorus 1080p40000000 - 100 - B.I.J.T.T40000000 - 100 - R.T.T40000000 - 100 - S.5.B.T40000000 - 2000 - I.J.T.T10000000 - 100 - I.J.T.T1000000 - 500 - R.T.T40000000 - 500 - B.I.J.T.T1000000 - 1000 - Group By Test Time10000000 - 1000 - Group By Test Time10000000 - 2000 - I.J.T.T40000000 - 2000 - S.5.B.T20000000 - 500 - R.T.T20000000 - 2000 - B.I.J.T.T40000000 - 500 - I.J.T.T

tr 2950Xsvt-av1: Preset 4 - Bosphorus 4Ksvt-av1: Preset 8 - Bosphorus 4Ksvt-av1: Preset 10 - Bosphorus 4Ksvt-av1: Preset 12 - Bosphorus 4Ksvt-av1: Preset 4 - Bosphorus 1080psvt-av1: Preset 8 - Bosphorus 1080psvt-av1: Preset 10 - Bosphorus 1080psvt-av1: Preset 12 - Bosphorus 1080pspark: 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 TimeABNC1.38431.99561.38889.7523.59375.963162.279221.1044.530063798108.4197816326.7832715585.8769422442.7002640512.101.9725177984.37108.2259551586.776856025.5046102132.652.1709950551.700073414.34109.8071745416.7991982475.372.872.431.924.904759563108.5972891086.846.172.973.092.3213.931141663108.6883670266.819.4397525169.4710.76469753310.66224323713.198824567109.2303116876.7592589548.6210252099.0910.44485307510.01652585324.428886208109.1085387156.8013.32962639217.15439022820.68373462220.75454159522.754111465109.6124672876.81274462911.89008500516.64063657718.78581923518.42867468646.523112355110.5236575666.8432.42304331334.18555970540.83527638340.08974714445.815407438109.2318351666.7231.8082204431.75970946238.91663164437.8601277214.004523565109.5223568656.709.569.3510.22690810310.41215390814.139350937109.911051716.769.809.3010.9970723579.9623.235006524110.7301282356.87533699313.18056373515.89295816519.68243866819.23762799523.247350909109.439766916.7713.2260123616.43163640320.39371697219.05687729944.777573634109.8964218626.8629.12648346431.44832351637.54260010236.81888062443.859768868110.0852855476.8625.81836339930.64805419837.99194315536.6972444821.37932.12960.84689.4603.53076.005158.929223.4424.62110.1662071476.896.012.812.371.884.54109.9074079896.815.572.722.251.774.65109.6802051036.825.482.942.452.054.99110.0398388176.796.273.383.172.4114.19109.3570334076.809.599.3110.4710.6913.09109.3298560126.788.498.939.739.7524.63109.5769064466.8213.4017.3820.3520.8022.58109.9719429486.8011.9916.1619.2918.3746.40109.7469973316.7932.1132.9939.9841.2746.27109.9404536506.8631.2632.5637.9438.9914.34109.9681954486.809.679.5910.7810.6614.04110.2509737566.789.899.4510.8310.8324.89110.2586475716.8013.2016.4019.9519.6123.69109.8969844056.7912.9016.6920.5519.2743.90110.3946157966.8729.3431.5136.5236.7343.42110.5510390636.8427.2231.5438.8035.821.37932.02160.94289.3663.56675.225156.492219.6164.50109.8700240986.865.972.732.131.754.43110.3578639466.815.442.742.261.794.64110.0577830686.845.552.822.432.034.92110.126.816.313.393.122.4814.01110.4113768026.859.689.3010.4110.7213.29110.5390732206.828.509.1210.199.8825.02109.6167761406.7713.3517.3720.6021.2222.64109.9779792186.8611.7716.3319.0618.6948.05111.436.9232.4933.2940.1239.8146.14110.396.8431.4532.5539.0639.1314.30110.1052805906.819.879.4610.8010.8714.22109.966.8410.219.5110.6610.5425.45109.9596909746.8812.9916.6719.8520.5523.55109.916059716.7713.0516.3020.3019.6241.003127286110.2734909356.7429.4331.0236.5835.4544.72110.5881199196.7627.26790608931.2739.3136.74OpenBenchmarking.org

SVT-AV1

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 4 - Input: Bosphorus 4KABNC0.31140.62280.93421.24561.557SE +/- 0.004, N = 3SE +/- 0.001, N = 31.3841.3791.3791. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 4 - Input: Bosphorus 4KABNC246810Min: 1.37 / Avg: 1.38 / Max: 1.39Min: 1.38 / Avg: 1.38 / Max: 1.381. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 8 - Input: Bosphorus 4KABNC714212835SE +/- 0.10, N = 3SE +/- 0.08, N = 332.0032.1332.021. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 8 - Input: Bosphorus 4KABNC714212835Min: 31.97 / Avg: 32.13 / Max: 32.31Min: 31.86 / Avg: 32.02 / Max: 32.111. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 10 - Input: Bosphorus 4KABNC1428425670SE +/- 0.21, N = 3SE +/- 0.53, N = 361.3960.8560.941. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 10 - Input: Bosphorus 4KABNC1224364860Min: 60.44 / Avg: 60.85 / Max: 61.17Min: 59.92 / Avg: 60.94 / Max: 61.671. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 12 - Input: Bosphorus 4KABNC20406080100SE +/- 0.46, N = 3SE +/- 0.47, N = 389.7589.4689.371. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 12 - Input: Bosphorus 4KABNC20406080100Min: 88.81 / Avg: 89.46 / Max: 90.34Min: 88.54 / Avg: 89.37 / Max: 90.171. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 4 - Input: Bosphorus 1080pABNC0.80841.61682.42523.23364.042SE +/- 0.015, N = 3SE +/- 0.014, N = 33.5933.5303.5661. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 4 - Input: Bosphorus 1080pABNC246810Min: 3.5 / Avg: 3.53 / Max: 3.55Min: 3.54 / Avg: 3.57 / Max: 3.591. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 8 - Input: Bosphorus 1080pABNC20406080100SE +/- 0.37, N = 3SE +/- 0.10, N = 375.9676.0175.231. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 8 - Input: Bosphorus 1080pABNC1530456075Min: 75.32 / Avg: 76.01 / Max: 76.57Min: 75.04 / Avg: 75.22 / Max: 75.351. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 10 - Input: Bosphorus 1080pABNC4080120160200SE +/- 1.56, N = 3SE +/- 1.66, N = 4162.28158.93156.491. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 10 - Input: Bosphorus 1080pABNC306090120150Min: 156.61 / Avg: 158.93 / Max: 161.89Min: 153.58 / Avg: 156.49 / Max: 161.021. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 12 - Input: Bosphorus 1080pABNC50100150200250SE +/- 1.68, N = 3SE +/- 1.25, N = 3221.10223.44219.621. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.2Encoder Mode: Preset 12 - Input: Bosphorus 1080pABNC4080120160200Min: 220.08 / Avg: 223.44 / Max: 225.14Min: 217.33 / Avg: 219.62 / Max: 221.641. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Apache Spark

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC1.03952.0793.11854.1585.1975SE +/- 0.034411464, N = 3SE +/- 0.055483981, N = 44.5300637984.6200000004.500000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC246810Min: 4.57 / Avg: 4.62 / Max: 4.68Min: 4.35 / Avg: 4.5 / Max: 4.61

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.21, N = 3SE +/- 0.10, N = 4108.42110.17109.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100Min: 109.91 / Avg: 110.17 / Max: 110.59Min: 109.63 / Avg: 109.87 / Max: 110.04

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.068811394, N = 3SE +/- 0.022438723, N = 46.7832715586.8900000006.860000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.8 / Avg: 6.89 / Max: 7.02Min: 6.81 / Avg: 6.86 / Max: 6.91

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeABNC246810SE +/- 0.060621777, N = 3SE +/- 0.080220571, N = 45.8769422446.0100000005.970000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test TimeABNC246810Min: 5.89 / Avg: 6.01 / Max: 6.09Min: 5.79 / Avg: 5.97 / Max: 6.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeABNC0.63231.26461.89692.52923.1615SE +/- 0.018430805, N = 3SE +/- 0.052181616, N = 42.7002640512.8100000002.730000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test TimeABNC246810Min: 2.78 / Avg: 2.81 / Max: 2.84Min: 2.62 / Avg: 2.73 / Max: 2.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABNC0.53331.06661.59992.13322.6665SE +/- 0.07, N = 3SE +/- 0.05, N = 42.102.372.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test TimeABNC246810Min: 2.28 / Avg: 2.37 / Max: 2.52Min: 2.04 / Avg: 2.13 / Max: 2.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC0.44380.88761.33141.77522.219SE +/- 0.059135782, N = 3SE +/- 0.055547846, N = 41.9725177981.8800000001.750000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC246810Min: 1.8 / Avg: 1.88 / Max: 2Min: 1.62 / Avg: 1.75 / Max: 1.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC1.02152.0433.06454.0865.1075SE +/- 0.04, N = 8SE +/- 0.05, N = 34.374.544.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC246810Min: 4.36 / Avg: 4.54 / Max: 4.7Min: 4.33 / Avg: 4.43 / Max: 4.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.12, N = 8SE +/- 0.32, N = 3108.23109.91110.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100Min: 109.38 / Avg: 109.91 / Max: 110.42Min: 109.73 / Avg: 110.36 / Max: 110.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.02582423, N = 8SE +/- 0.02772713, N = 36.776856026.810000006.81000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.72 / Avg: 6.81 / Max: 6.94Min: 6.75 / Avg: 6.81 / Max: 6.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABNC1.25332.50663.75995.01326.2665SE +/- 0.029315415, N = 8SE +/- 0.043659720, N = 35.5046102135.5700000005.440000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Group By Test TimeABNC246810Min: 5.39 / Avg: 5.57 / Max: 5.65Min: 5.36 / Avg: 5.44 / Max: 5.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABNC0.61651.2331.84952.4663.0825SE +/- 0.04, N = 8SE +/- 0.05, N = 32.652.722.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Repartition Test TimeABNC246810Min: 2.62 / Avg: 2.72 / Max: 2.88Min: 2.69 / Avg: 2.74 / Max: 2.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABNC0.50851.0171.52552.0342.5425SE +/- 0.028445371, N = 8SE +/- 0.110292282, N = 32.1709950552.2500000002.260000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Inner Join Test TimeABNC246810Min: 2.15 / Avg: 2.25 / Max: 2.37Min: 2.14 / Avg: 2.26 / Max: 2.48

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC0.40280.80561.20841.61122.014SE +/- 0.05474021, N = 8SE +/- 0.04087612, N = 31.700073411.770000001.79000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC246810Min: 1.63 / Avg: 1.77 / Max: 2.14Min: 1.71 / Avg: 1.79 / Max: 1.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC1.04632.09263.13894.18525.2315SE +/- 0.05, N = 3SE +/- 0.06, N = 34.344.654.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC246810Min: 4.56 / Avg: 4.65 / Max: 4.72Min: 4.55 / Avg: 4.64 / Max: 4.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.38, N = 3SE +/- 0.15, N = 3109.81109.68110.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100Min: 108.94 / Avg: 109.68 / Max: 110.22Min: 109.77 / Avg: 110.06 / Max: 110.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.031303906, N = 3SE +/- 0.025947993, N = 36.7991982476.8200000006.840000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.76 / Avg: 6.82 / Max: 6.86Min: 6.79 / Avg: 6.84 / Max: 6.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeABNC1.24882.49763.74644.99526.244SE +/- 0.04, N = 3SE +/- 0.02, N = 35.375.485.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Group By Test TimeABNC246810Min: 5.41 / Avg: 5.48 / Max: 5.54Min: 5.53 / Avg: 5.55 / Max: 5.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABNC0.66151.3231.98452.6463.3075SE +/- 0.03, N = 3SE +/- 0.04, N = 32.872.942.82
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Repartition Test TimeABNC246810Min: 2.88 / Avg: 2.94 / Max: 2.99Min: 2.75 / Avg: 2.82 / Max: 2.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABNC0.55131.10261.65392.20522.7565SE +/- 0.05, N = 3SE +/- 0.04, N = 32.432.452.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Inner Join Test TimeABNC246810Min: 2.37 / Avg: 2.45 / Max: 2.52Min: 2.39 / Avg: 2.43 / Max: 2.5

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC0.46130.92261.38391.84522.3065SE +/- 0.06, N = 3SE +/- 0.06, N = 31.922.052.03
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC246810Min: 1.93 / Avg: 2.05 / Max: 2.11Min: 1.93 / Avg: 2.03 / Max: 2.12

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC1.12282.24563.36844.49125.614SE +/- 0.048557793, N = 6SE +/- 0.049353750, N = 34.9047595634.9900000004.920000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC246810Min: 4.88 / Avg: 4.99 / Max: 5.21Min: 4.82 / Avg: 4.92 / Max: 4.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.17, N = 6SE +/- 0.24, N = 3108.60110.04110.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100Min: 109.53 / Avg: 110.04 / Max: 110.77Min: 109.64 / Avg: 110.12 / Max: 110.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.02, N = 6SE +/- 0.05, N = 36.846.796.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.71 / Avg: 6.79 / Max: 6.85Min: 6.73 / Avg: 6.81 / Max: 6.89

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeABNC246810SE +/- 0.04, N = 6SE +/- 0.10, N = 36.176.276.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test TimeABNC3691215Min: 6.15 / Avg: 6.27 / Max: 6.42Min: 6.19 / Avg: 6.31 / Max: 6.51

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABNC0.76281.52562.28843.05123.814SE +/- 0.04, N = 6SE +/- 0.02, N = 32.973.383.39
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test TimeABNC246810Min: 3.27 / Avg: 3.38 / Max: 3.54Min: 3.35 / Avg: 3.39 / Max: 3.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABNC0.71331.42662.13992.85323.5665SE +/- 0.04, N = 6SE +/- 0.09, N = 33.093.173.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test TimeABNC246810Min: 3.05 / Avg: 3.17 / Max: 3.31Min: 3.02 / Avg: 3.12 / Max: 3.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC0.5581.1161.6742.2322.79SE +/- 0.05, N = 6SE +/- 0.07, N = 32.322.412.48
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC246810Min: 2.23 / Avg: 2.41 / Max: 2.57Min: 2.34 / Avg: 2.48 / Max: 2.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC48121620SE +/- 0.07, N = 3SE +/- 0.10, N = 313.9314.1914.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC48121620Min: 14.08 / Avg: 14.19 / Max: 14.32Min: 13.82 / Avg: 14.01 / Max: 14.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.17, N = 3SE +/- 0.10, N = 3108.69109.36110.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100Min: 109.01 / Avg: 109.36 / Max: 109.57Min: 110.26 / Avg: 110.41 / Max: 110.6

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.00, N = 3SE +/- 0.03, N = 36.816.806.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.8 / Avg: 6.8 / Max: 6.81Min: 6.82 / Avg: 6.85 / Max: 6.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABNC3691215SE +/- 0.023359039, N = 3SE +/- 0.055018199, N = 39.4397525169.5900000009.680000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Group By Test TimeABNC3691215Min: 9.55 / Avg: 9.59 / Max: 9.63Min: 9.59 / Avg: 9.68 / Max: 9.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABNC3691215SE +/- 0.16, N = 3SE +/- 0.09, N = 39.479.319.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Repartition Test TimeABNC3691215Min: 9.03 / Avg: 9.31 / Max: 9.58Min: 9.14 / Avg: 9.3 / Max: 9.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABNC3691215SE +/- 0.26, N = 3SE +/- 0.18, N = 310.7610.4710.41
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Inner Join Test TimeABNC3691215Min: 9.98 / Avg: 10.47 / Max: 10.87Min: 10.17 / Avg: 10.41 / Max: 10.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC3691215SE +/- 0.24, N = 3SE +/- 0.11, N = 310.6610.6910.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC3691215Min: 10.32 / Avg: 10.69 / Max: 11.15Min: 10.5 / Avg: 10.72 / Max: 10.85

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC3691215SE +/- 0.14, N = 3SE +/- 0.13, N = 613.2013.0913.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC48121620Min: 12.95 / Avg: 13.09 / Max: 13.37Min: 13.07 / Avg: 13.29 / Max: 13.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.30, N = 3SE +/- 0.25, N = 6109.23109.33110.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100Min: 109.01 / Avg: 109.33 / Max: 109.92Min: 110.05 / Avg: 110.54 / Max: 111.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.003533182, N = 3SE +/- 0.025564809, N = 66.7592589546.7800000006.820000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.78 / Avg: 6.78 / Max: 6.79Min: 6.74 / Avg: 6.82 / Max: 6.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeABNC246810SE +/- 0.069704950, N = 3SE +/- 0.074190780, N = 68.6210252098.4900000008.500000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Group By Test TimeABNC3691215Min: 8.36 / Avg: 8.49 / Max: 8.6Min: 8.26 / Avg: 8.5 / Max: 8.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABNC3691215SE +/- 0.19, N = 3SE +/- 0.10, N = 69.098.939.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Repartition Test TimeABNC3691215Min: 8.68 / Avg: 8.93 / Max: 9.29Min: 8.74 / Avg: 9.12 / Max: 9.42

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABNC3691215SE +/- 0.118870708, N = 3SE +/- 0.144346648, N = 610.4448530759.73000000010.190000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Inner Join Test TimeABNC3691215Min: 9.5 / Avg: 9.73 / Max: 9.9Min: 9.82 / Avg: 10.19 / Max: 10.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC3691215SE +/- 0.085017131, N = 3SE +/- 0.094306283, N = 610.0165258539.7500000009.880000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC3691215Min: 9.63 / Avg: 9.75 / Max: 9.92Min: 9.56 / Avg: 9.88 / Max: 10.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC612182430SE +/- 0.03, N = 3SE +/- 0.27, N = 324.4324.6325.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC612182430Min: 24.59 / Avg: 24.63 / Max: 24.68Min: 24.59 / Avg: 25.02 / Max: 25.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.21, N = 3SE +/- 0.14, N = 3109.11109.58109.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100Min: 109.25 / Avg: 109.58 / Max: 109.97Min: 109.38 / Avg: 109.62 / Max: 109.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.01, N = 3SE +/- 0.03, N = 36.806.826.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.81 / Avg: 6.82 / Max: 6.83Min: 6.72 / Avg: 6.77 / Max: 6.83

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeABNC3691215SE +/- 0.20, N = 3SE +/- 0.07, N = 313.3313.4013.35
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Group By Test TimeABNC48121620Min: 13.18 / Avg: 13.4 / Max: 13.8Min: 13.23 / Avg: 13.35 / Max: 13.47

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeABNC48121620SE +/- 0.11, N = 3SE +/- 0.07, N = 317.1517.3817.37
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Repartition Test TimeABNC48121620Min: 17.16 / Avg: 17.38 / Max: 17.53Min: 17.24 / Avg: 17.37 / Max: 17.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeABNC510152025SE +/- 0.71, N = 3SE +/- 0.24, N = 320.6820.3520.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Inner Join Test TimeABNC510152025Min: 19.51 / Avg: 20.35 / Max: 21.76Min: 20.26 / Avg: 20.6 / Max: 21.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC510152025SE +/- 0.24, N = 3SE +/- 0.25, N = 320.7520.8021.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC510152025Min: 20.32 / Avg: 20.8 / Max: 21.12Min: 20.89 / Avg: 21.22 / Max: 21.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC510152025SE +/- 0.30, N = 3SE +/- 0.27, N = 322.7522.5822.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC510152025Min: 22.19 / Avg: 22.58 / Max: 23.18Min: 22.14 / Avg: 22.64 / Max: 23.06

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.13, N = 3SE +/- 0.17, N = 3109.61109.97109.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100Min: 109.72 / Avg: 109.97 / Max: 110.1Min: 109.67 / Avg: 109.98 / Max: 110.27

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.034639869, N = 3SE +/- 0.012838149, N = 36.8127446296.8000000006.860000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.75 / Avg: 6.8 / Max: 6.87Min: 6.84 / Avg: 6.86 / Max: 6.88

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABNC3691215SE +/- 0.11, N = 3SE +/- 0.07, N = 311.8911.9911.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Group By Test TimeABNC3691215Min: 11.79 / Avg: 11.99 / Max: 12.17Min: 11.64 / Avg: 11.77 / Max: 11.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeABNC48121620SE +/- 0.26, N = 3SE +/- 0.17, N = 316.6416.1616.33
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Repartition Test TimeABNC48121620Min: 15.73 / Avg: 16.16 / Max: 16.63Min: 16.11 / Avg: 16.33 / Max: 16.67

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABNC510152025SE +/- 0.35, N = 3SE +/- 0.15, N = 318.7919.2919.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Inner Join Test TimeABNC510152025Min: 18.62 / Avg: 19.29 / Max: 19.83Min: 18.81 / Avg: 19.06 / Max: 19.33

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC510152025SE +/- 0.30, N = 3SE +/- 0.12, N = 318.4318.3718.69
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC510152025Min: 17.89 / Avg: 18.37 / Max: 18.91Min: 18.47 / Avg: 18.69 / Max: 18.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC1122334455SE +/- 0.41, N = 9SE +/- 0.33, N = 346.5246.4048.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark TimeABNC1020304050Min: 45.47 / Avg: 46.4 / Max: 48.58Min: 47.51 / Avg: 48.05 / Max: 48.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.15, N = 9SE +/- 0.92, N = 3110.52109.75111.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi BenchmarkABNC20406080100Min: 109.08 / Avg: 109.75 / Max: 110.43Min: 110.29 / Avg: 111.43 / Max: 113.26

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.01, N = 9SE +/- 0.06, N = 36.846.796.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.75 / Avg: 6.79 / Max: 6.85Min: 6.8 / Avg: 6.92 / Max: 6.98

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABNC816243240SE +/- 0.07, N = 9SE +/- 0.61, N = 332.4232.1132.49
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test TimeABNC714212835Min: 31.78 / Avg: 32.11 / Max: 32.44Min: 31.62 / Avg: 32.49 / Max: 33.66

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABNC816243240SE +/- 0.04, N = 9SE +/- 0.48, N = 334.1932.9933.29
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test TimeABNC714212835Min: 32.79 / Avg: 32.99 / Max: 33.15Min: 32.7 / Avg: 33.29 / Max: 34.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABNC918273645SE +/- 0.28, N = 9SE +/- 0.17, N = 340.8439.9840.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test TimeABNC816243240Min: 38.49 / Avg: 39.98 / Max: 40.86Min: 39.82 / Avg: 40.12 / Max: 40.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC918273645SE +/- 0.37, N = 9SE +/- 0.52, N = 340.0941.2739.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test TimeABNC918273645Min: 39.74 / Avg: 41.27 / Max: 42.75Min: 38.99 / Avg: 39.81 / Max: 40.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC1020304050SE +/- 0.47, N = 5SE +/- 0.47, N = 945.8246.2746.14
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark TimeABNC918273645Min: 44.76 / Avg: 46.27 / Max: 47.66Min: 43.72 / Avg: 46.14 / Max: 47.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.12, N = 5SE +/- 0.09, N = 9109.23109.94110.39
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi BenchmarkABNC20406080100Min: 109.66 / Avg: 109.94 / Max: 110.25Min: 109.77 / Avg: 110.39 / Max: 110.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.02, N = 5SE +/- 0.04, N = 96.726.866.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.82 / Avg: 6.86 / Max: 6.95Min: 6.71 / Avg: 6.84 / Max: 7.11

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABNC714212835SE +/- 0.10, N = 5SE +/- 0.11, N = 931.8131.2631.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Group By Test TimeABNC714212835Min: 30.95 / Avg: 31.26 / Max: 31.56Min: 30.96 / Avg: 31.45 / Max: 31.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABNC816243240SE +/- 0.16, N = 5SE +/- 0.04, N = 931.7632.5632.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Repartition Test TimeABNC714212835Min: 32.01 / Avg: 32.56 / Max: 32.95Min: 32.33 / Avg: 32.55 / Max: 32.74

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABNC918273645SE +/- 0.49, N = 5SE +/- 0.39, N = 938.9237.9439.06
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Inner Join Test TimeABNC816243240Min: 36.26 / Avg: 37.94 / Max: 39.13Min: 36.7 / Avg: 39.06 / Max: 40.57

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC918273645SE +/- 0.14, N = 5SE +/- 0.24, N = 937.8638.9939.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test TimeABNC816243240Min: 38.5 / Avg: 38.99 / Max: 39.33Min: 38.03 / Avg: 39.13 / Max: 40.02

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC48121620SE +/- 0.14, N = 12SE +/- 0.11, N = 1214.0014.3414.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC48121620Min: 13.77 / Avg: 14.34 / Max: 15.38Min: 14.03 / Avg: 14.3 / Max: 15.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.13, N = 12SE +/- 0.15, N = 12109.52109.97110.11
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100Min: 109.14 / Avg: 109.97 / Max: 110.66Min: 108.67 / Avg: 110.11 / Max: 110.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.01, N = 12SE +/- 0.01, N = 126.706.806.81
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.73 / Avg: 6.8 / Max: 6.87Min: 6.77 / Avg: 6.81 / Max: 6.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABNC3691215SE +/- 0.05, N = 12SE +/- 0.06, N = 129.569.679.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Group By Test TimeABNC3691215Min: 9.4 / Avg: 9.67 / Max: 9.99Min: 9.5 / Avg: 9.87 / Max: 10.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABNC3691215SE +/- 0.07, N = 12SE +/- 0.06, N = 129.359.599.46
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Repartition Test TimeABNC3691215Min: 9.23 / Avg: 9.59 / Max: 9.97Min: 9.05 / Avg: 9.46 / Max: 9.75

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABNC3691215SE +/- 0.13, N = 12SE +/- 0.13, N = 1210.2310.7810.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Inner Join Test TimeABNC3691215Min: 10.12 / Avg: 10.78 / Max: 11.64Min: 10.15 / Avg: 10.8 / Max: 11.71

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC3691215SE +/- 0.11, N = 12SE +/- 0.11, N = 1210.4110.6610.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC3691215Min: 10.04 / Avg: 10.66 / Max: 11.14Min: 9.91 / Avg: 10.87 / Max: 11.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC48121620SE +/- 0.02, N = 3SE +/- 0.07, N = 314.1414.0414.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC48121620Min: 13.99 / Avg: 14.04 / Max: 14.07Min: 14.1 / Avg: 14.22 / Max: 14.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.63, N = 3SE +/- 0.22, N = 3109.91110.25109.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100Min: 109.24 / Avg: 110.25 / Max: 111.4Min: 109.51 / Avg: 109.96 / Max: 110.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.02, N = 3SE +/- 0.07, N = 36.766.786.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.76 / Avg: 6.78 / Max: 6.82Min: 6.71 / Avg: 6.84 / Max: 6.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABNC3691215SE +/- 0.02, N = 3SE +/- 0.19, N = 39.809.8910.21
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Group By Test TimeABNC3691215Min: 9.86 / Avg: 9.89 / Max: 9.93Min: 9.97 / Avg: 10.21 / Max: 10.58

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABNC3691215SE +/- 0.06, N = 3SE +/- 0.06, N = 39.309.459.51
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Repartition Test TimeABNC3691215Min: 9.39 / Avg: 9.45 / Max: 9.57Min: 9.44 / Avg: 9.51 / Max: 9.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeABNC3691215SE +/- 0.15, N = 3SE +/- 0.14, N = 311.0010.8310.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Inner Join Test TimeABNC3691215Min: 10.56 / Avg: 10.83 / Max: 11.06Min: 10.38 / Avg: 10.66 / Max: 10.84

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC3691215SE +/- 0.35, N = 3SE +/- 0.50, N = 39.9610.8310.54
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC3691215Min: 10.26 / Avg: 10.83 / Max: 11.47Min: 9.56 / Avg: 10.54 / Max: 11.19

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC612182430SE +/- 0.11, N = 323.2424.8925.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC612182430Min: 24.66 / Avg: 24.89 / Max: 25.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.19, N = 3110.73110.26109.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100Min: 110.04 / Avg: 110.26 / Max: 110.63

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.046089856, N = 36.8753369936.8000000006.880000000
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.71 / Avg: 6.8 / Max: 6.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABNC3691215SE +/- 0.15, N = 313.1813.2012.99
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Group By Test TimeABNC48121620Min: 12.91 / Avg: 13.2 / Max: 13.4

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABNC48121620SE +/- 0.18, N = 315.8916.4016.67
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Repartition Test TimeABNC48121620Min: 16.11 / Avg: 16.4 / Max: 16.73

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABNC510152025SE +/- 0.31, N = 319.6819.9519.85
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Inner Join Test TimeABNC510152025Min: 19.35 / Avg: 19.95 / Max: 20.36

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC510152025SE +/- 0.21, N = 319.2419.6120.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC510152025Min: 19.31 / Avg: 19.61 / Max: 20.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC612182430SE +/- 0.16, N = 1223.2523.6923.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC612182430Min: 23.18 / Avg: 23.69 / Max: 24.86

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.12, N = 12109.44109.90109.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100Min: 109.26 / Avg: 109.9 / Max: 110.64

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.01, N = 126.776.796.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.71 / Avg: 6.79 / Max: 6.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeABNC3691215SE +/- 0.06, N = 1213.2312.9013.05
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Group By Test TimeABNC48121620Min: 12.53 / Avg: 12.9 / Max: 13.35

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABNC48121620SE +/- 0.10, N = 1216.4316.6916.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Repartition Test TimeABNC48121620Min: 16.33 / Avg: 16.69 / Max: 17.2

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABNC510152025SE +/- 0.19, N = 1220.3920.5520.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Inner Join Test TimeABNC510152025Min: 19.65 / Avg: 20.55 / Max: 21.7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC510152025SE +/- 0.17, N = 1219.0619.2719.62
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC510152025Min: 18.2 / Avg: 19.27 / Max: 20

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC1020304050SE +/- 0.53, N = 944.7843.9041.00
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark TimeABNC918273645Min: 41.3 / Avg: 43.9 / Max: 45.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.19, N = 9109.90110.39110.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi BenchmarkABNC20406080100Min: 109.58 / Avg: 110.39 / Max: 111.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.03, N = 96.866.876.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.79 / Avg: 6.87 / Max: 7.08

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABNC714212835SE +/- 0.28, N = 929.1329.3429.43
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Group By Test TimeABNC714212835Min: 28.1 / Avg: 29.34 / Max: 31.01

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABNC714212835SE +/- 0.18, N = 931.4531.5131.02
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Repartition Test TimeABNC714212835Min: 30.28 / Avg: 31.51 / Max: 32.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeABNC918273645SE +/- 0.26, N = 937.5436.5236.58
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Inner Join Test TimeABNC816243240Min: 35.43 / Avg: 36.52 / Max: 37.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC816243240SE +/- 0.21, N = 936.8236.7335.45
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test TimeABNC816243240Min: 35.44 / Avg: 36.73 / Max: 37.78

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC1020304050SE +/- 0.49, N = 943.8643.4244.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark TimeABNC918273645Min: 41.6 / Avg: 43.42 / Max: 45.49

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100SE +/- 0.21, N = 9110.09110.55110.59
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi BenchmarkABNC20406080100Min: 109.21 / Avg: 110.55 / Max: 111.18

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC246810SE +/- 0.02, N = 96.866.846.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using DataframeABNC3691215Min: 6.77 / Avg: 6.84 / Max: 6.9

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeABNC612182430SE +/- 0.38, N = 925.8227.2227.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test TimeABNC612182430Min: 26.01 / Avg: 27.22 / Max: 28.97

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABNC714212835SE +/- 0.09, N = 930.6531.5431.27
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test TimeABNC714212835Min: 31.16 / Avg: 31.54 / Max: 32.13

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABNC918273645SE +/- 0.21, N = 937.9938.8039.31
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test TimeABNC816243240Min: 37.86 / Avg: 38.8 / Max: 39.59

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC816243240SE +/- 0.15, N = 936.7035.8236.74
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test TimeABNC816243240Min: 35.17 / Avg: 35.82 / Max: 36.44

120 Results Shown

SVT-AV1:
  Preset 4 - Bosphorus 4K
  Preset 8 - Bosphorus 4K
  Preset 10 - Bosphorus 4K
  Preset 12 - Bosphorus 4K
  Preset 4 - Bosphorus 1080p
  Preset 8 - Bosphorus 1080p
  Preset 10 - Bosphorus 1080p
  Preset 12 - Bosphorus 1080p
Apache Spark:
  1000000 - 100 - SHA-512 Benchmark Time
  1000000 - 100 - Calculate Pi Benchmark
  1000000 - 100 - Calculate Pi Benchmark Using Dataframe
  1000000 - 100 - Group By Test Time
  1000000 - 100 - Repartition Test Time
  1000000 - 100 - Inner Join Test Time
  1000000 - 100 - Broadcast Inner Join Test Time
  1000000 - 500 - SHA-512 Benchmark Time
  1000000 - 500 - Calculate Pi Benchmark
  1000000 - 500 - Calculate Pi Benchmark Using Dataframe
  1000000 - 500 - Group By Test Time
  1000000 - 500 - Repartition Test Time
  1000000 - 500 - Inner Join Test Time
  1000000 - 500 - Broadcast Inner Join Test Time
  1000000 - 1000 - SHA-512 Benchmark Time
  1000000 - 1000 - Calculate Pi Benchmark
  1000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  1000000 - 1000 - Group By Test Time
  1000000 - 1000 - Repartition Test Time
  1000000 - 1000 - Inner Join Test Time
  1000000 - 1000 - Broadcast Inner Join Test Time
  1000000 - 2000 - SHA-512 Benchmark Time
  1000000 - 2000 - Calculate Pi Benchmark
  1000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  1000000 - 2000 - Group By Test Time
  1000000 - 2000 - Repartition Test Time
  1000000 - 2000 - Inner Join Test Time
  1000000 - 2000 - Broadcast Inner Join Test Time
  10000000 - 100 - SHA-512 Benchmark Time
  10000000 - 100 - Calculate Pi Benchmark
  10000000 - 100 - Calculate Pi Benchmark Using Dataframe
  10000000 - 100 - Group By Test Time
  10000000 - 100 - Repartition Test Time
  10000000 - 100 - Inner Join Test Time
  10000000 - 100 - Broadcast Inner Join Test Time
  10000000 - 500 - SHA-512 Benchmark Time
  10000000 - 500 - Calculate Pi Benchmark
  10000000 - 500 - Calculate Pi Benchmark Using Dataframe
  10000000 - 500 - Group By Test Time
  10000000 - 500 - Repartition Test Time
  10000000 - 500 - Inner Join Test Time
  10000000 - 500 - Broadcast Inner Join Test Time
  20000000 - 100 - SHA-512 Benchmark Time
  20000000 - 100 - Calculate Pi Benchmark
  20000000 - 100 - Calculate Pi Benchmark Using Dataframe
  20000000 - 100 - Group By Test Time
  20000000 - 100 - Repartition Test Time
  20000000 - 100 - Inner Join Test Time
  20000000 - 100 - Broadcast Inner Join Test Time
  20000000 - 500 - SHA-512 Benchmark Time
  20000000 - 500 - Calculate Pi Benchmark
  20000000 - 500 - Calculate Pi Benchmark Using Dataframe
  20000000 - 500 - Group By Test Time
  20000000 - 500 - Repartition Test Time
  20000000 - 500 - Inner Join Test Time
  20000000 - 500 - Broadcast Inner Join Test Time
  40000000 - 100 - SHA-512 Benchmark Time
  40000000 - 100 - Calculate Pi Benchmark
  40000000 - 100 - Calculate Pi Benchmark Using Dataframe
  40000000 - 100 - Group By Test Time
  40000000 - 100 - Repartition Test Time
  40000000 - 100 - Inner Join Test Time
  40000000 - 100 - Broadcast Inner Join Test Time
  40000000 - 500 - SHA-512 Benchmark Time
  40000000 - 500 - Calculate Pi Benchmark
  40000000 - 500 - Calculate Pi Benchmark Using Dataframe
  40000000 - 500 - Group By Test Time
  40000000 - 500 - Repartition Test Time
  40000000 - 500 - Inner Join Test Time
  40000000 - 500 - Broadcast Inner Join Test Time
  10000000 - 1000 - SHA-512 Benchmark Time
  10000000 - 1000 - Calculate Pi Benchmark
  10000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 1000 - Group By Test Time
  10000000 - 1000 - Repartition Test Time
  10000000 - 1000 - Inner Join Test Time
  10000000 - 1000 - Broadcast Inner Join Test Time
  10000000 - 2000 - SHA-512 Benchmark Time
  10000000 - 2000 - Calculate Pi Benchmark
  10000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  10000000 - 2000 - Group By Test Time
  10000000 - 2000 - Repartition Test Time
  10000000 - 2000 - Inner Join Test Time
  10000000 - 2000 - Broadcast Inner Join Test Time
  20000000 - 1000 - SHA-512 Benchmark Time
  20000000 - 1000 - Calculate Pi Benchmark
  20000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  20000000 - 1000 - Group By Test Time
  20000000 - 1000 - Repartition Test Time
  20000000 - 1000 - Inner Join Test Time
  20000000 - 1000 - Broadcast Inner Join Test Time
  20000000 - 2000 - SHA-512 Benchmark Time
  20000000 - 2000 - Calculate Pi Benchmark
  20000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  20000000 - 2000 - Group By Test Time
  20000000 - 2000 - Repartition Test Time
  20000000 - 2000 - Inner Join Test Time
  20000000 - 2000 - Broadcast Inner Join Test Time
  40000000 - 1000 - SHA-512 Benchmark Time
  40000000 - 1000 - Calculate Pi Benchmark
  40000000 - 1000 - Calculate Pi Benchmark Using Dataframe
  40000000 - 1000 - Group By Test Time
  40000000 - 1000 - Repartition Test Time
  40000000 - 1000 - Inner Join Test Time
  40000000 - 1000 - Broadcast Inner Join Test Time
  40000000 - 2000 - SHA-512 Benchmark Time
  40000000 - 2000 - Calculate Pi Benchmark
  40000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  40000000 - 2000 - Group By Test Time
  40000000 - 2000 - Repartition Test Time
  40000000 - 2000 - Inner Join Test Time
  40000000 - 2000 - Broadcast Inner Join Test Time