Tau T2A 16 vCPUs

KVM testing 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 2208123-NE-2208114NE01
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Tau T2A: 16 vCPUs
August 10 2022
  1 Day, 5 Hours, 46 Minutes
Tau T2A: 8 vCPUs
August 10 2022
  1 Day, 11 Hours, 20 Minutes
Tau T2A: 32 vCPUs
August 11 2022
  1 Day, 11 Hours, 24 Minutes
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ProcessorMotherboardMemoryDiskNetworkOSKernelCompilerFile-SystemSystem LayerTau T2A 16 vCPUs 8 vCPUs 32 vCPUsARMv8 Neoverse-N1 (16 Cores)KVM Google Compute Engine64GB215GB nvme_card-pdGoogle Compute Engine VirtualUbuntu 22.045.15.0-1013-gcp (aarch64)GCC 12.0.1 20220319ext4KVMARMv8 Neoverse-N1 (8 Cores)32GBARMv8 Neoverse-N1 (32 Cores)128GB5.15.0-1016-gcp (aarch64)OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseEnvironment Details- CXXFLAGS="-O3 -march=native" CFLAGS="-O3 -march=native"Compiler Details- --build=aarch64-linux-gnu --disable-libquadmath --disable-libquadmath-support --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-fix-cortex-a53-843419 --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-objc-gc=auto --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --program-prefix=aarch64-linux-gnu- --target=aarch64-linux-gnu --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-target-system-zlib=auto -v Java Details- OpenJDK Runtime Environment (build 11.0.16+8-post-Ubuntu-0ubuntu122.04)Python Details- Python 3.10.4Security Details- Tau T2A: 16 vCPUs: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Mitigation of CSV2 BHB + srbds: Not affected + tsx_async_abort: Not affected - Tau T2A: 8 vCPUs: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Mitigation of CSV2 BHB + srbds: Not affected + tsx_async_abort: Not affected - Tau T2A: 32 vCPUs: 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 __user pointer sanitization + spectre_v2: Mitigation of CSV2 BHB + srbds: Not affected + tsx_async_abort: Not affected

spec-jbb2015: SPECjbb2015-Composite critical-jOPSspec-jbb2015: SPECjbb2015-Composite max-jOPSlammps: 20k Atomsrenaissance: Akka Unbalanced Cobwebbed Treerenaissance: Savina Reactors.IOopenfoam: drivaerFastback, Medium Mesh Size - Execution Timeopenfoam: drivaerFastback, Medium Mesh Size - Mesh Timegraph500: 26graph500: 26graph500: 26graph500: 26spark: 40000000 - 2000 - Broadcast Inner Join Test Timespark: 40000000 - 2000 - Inner Join Test Timespark: 40000000 - 2000 - Repartition Test Timespark: 40000000 - 2000 - Group By Test Timespark: 40000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 2000 - Calculate Pi Benchmarkspark: 40000000 - 2000 - SHA-512 Benchmark Timespark: 40000000 - 100 - Broadcast Inner Join Test Timespark: 40000000 - 100 - Inner Join Test Timespark: 40000000 - 100 - Repartition Test Timespark: 40000000 - 100 - Group By Test Timespark: 40000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 40000000 - 100 - Calculate Pi Benchmarkspark: 40000000 - 100 - SHA-512 Benchmark Timeblender: Classroom - CPU-Onlybuild-gem5: Time To Compilespark: 1000000 - 100 - Broadcast Inner Join Test Timespark: 1000000 - 100 - Inner Join Test Timespark: 1000000 - 100 - Repartition Test Timespark: 1000000 - 100 - Group By Test Timespark: 1000000 - 100 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 100 - Calculate Pi Benchmarkspark: 1000000 - 100 - SHA-512 Benchmark Timeblender: Fishy Cat - CPU-Onlypgbench: 100 - 250 - Read Write - Average Latencypgbench: 100 - 250 - Read Writerenaissance: Apache Spark PageRankpgbench: 100 - 250 - Read Only - Average Latencypgbench: 100 - 250 - Read Onlyvpxenc: Speed 0 - Bosphorus 4Krenaissance: ALS Movie Lensspark: 1000000 - 2000 - Broadcast Inner Join Test Timespark: 1000000 - 2000 - Inner Join Test Timespark: 1000000 - 2000 - Repartition Test Timespark: 1000000 - 2000 - Group By Test Timespark: 1000000 - 2000 - Calculate Pi Benchmark Using Dataframespark: 1000000 - 2000 - Calculate Pi Benchmarkspark: 1000000 - 2000 - SHA-512 Benchmark Timeavifenc: 0rocksdb: Read While Writingrenaissance: Scala Dottyblender: BMW27 - CPU-Onlyrenaissance: In-Memory Database Shootoutgpaw: Carbon Nanotubetnn: CPU - DenseNetgromacs: MPI CPU - water_GMX50_barecassandra: Writesrocksdb: Read Rand Write Randavifenc: 2openssl: SHA256askap: tConvolve MPI - Griddingaskap: tConvolve MPI - Degriddingpyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingastcenc: Exhaustivepgbench: 100 - 100 - Read Only - Average Latencypgbench: 100 - 100 - Read Onlypgbench: 100 - 100 - Read Write - Average Latencypgbench: 100 - 100 - Read Writerenaissance: Genetic Algorithm Using Jenetics + Futuresrenaissance: Apache Spark ALSaircrack-ng: renaissance: Apache Spark Bayesaskap: tConvolve MT - Degriddingaskap: tConvolve MT - Griddingvpxenc: Speed 0 - Bosphorus 1080phpcg: renaissance: Finagle HTTP Requestsnpb: SP.Cstress-ng: Futexnpb: BT.Cnpb: EP.Dtensorflow-lite: SqueezeNetrocksdb: Update Randvpxenc: Speed 5 - Bosphorus 4Knginx: 500nginx: 1000sysbench: CPUpyhpc: CPU - Numpy - 16384 - Isoneutral Mixingbuild-ffmpeg: Time To Compiledacapobench: H2pyhpc: CPU - Numpy - 4194304 - Equation of Statetensorflow-lite: Inception V4tensorflow-lite: Inception ResNet V2tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quantopenssl: RSA4096openssl: RSA4096rocksdb: Rand Readbuild-mplayer: Time To Compilerenaissance: Rand Forestvpxenc: Speed 5 - Bosphorus 1080pdacapobench: Tradesoapdacapobench: Tradebeansnpb: CG.Cpyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingnpb: LU.Cnpb: IS.Dstress-ng: CPU Stressstress-ng: NUMAstress-ng: CPU Cachestress-ng: Vector Mathstress-ng: Matrix Mathstress-ng: System V Message Passingnpb: SP.Btnn: CPU - MobileNet v2astcenc: Thoroughaskap: Hogbom Clean OpenMPpyhpc: CPU - Numpy - 16384 - Equation of Statetnn: CPU - SqueezeNet v1.1coremark: CoreMark Size 666 - Iterations Per Secondredis: GETredis: SETavifenc: 6, Losslessaskap: tConvolve OpenMP - Degriddingaskap: tConvolve OpenMP - Griddingnpb: FT.Cpyhpc: CPU - Numpy - 1048576 - Equation of Stateavifenc: 6avifenc: 10, Losslessdacapobench: Jythonastcenc: Mediumtnn: CPU - SqueezeNet v2npb: MG.Clammps: Rhodopsin ProteinTau T2A 16 vCPUs 8 vCPUs 32 vCPUs9207180928.49924004.715981.51534.72303.71262563000952655002574780007075020042.7544.3935.4530.708.34137.04020772451.5545.2944.6237.2235.648.40136.84961301951.40506.10495.5411.792.222.556.008.39137.7612851904.93426.04204.91912205197.01.9001316072.0416797.52.653.653.367.438.29137.1739761995.91328.97012648261979.2226.266261.4208.9653358.7280.88039296884700194.774129264115273343.252585.313.801137.62180.63315789439.87125083067.33906.716697.9241262.04083.163789.014.8417.09848932.519710.901198681.8749125.931634.993955.893159726.68261253.72258672.8854317.420.01561.98348432.05846113.445445.915855.12481.961898.4164247.0786.76204896747.621997.711.785598552412171.950.94055447.311498.454116.961113.53551.2549102.3076177.565475267.3619552.45328.88614.2146645.1610.006305.227351562.5431581798635.371305143.5814.7025023.73631.8132644.850.40011.1687.65850106.944996.20833309.768.861392191584.66216322.426456.42426.16425.9574.7178.0066.2745.6115.71277.8389.2380.2680.0268.6850.8715.65278.36684567793.671016.66917.3932.863.484.586.9015.92277.896.28841.18215.09611655020.85.045496281.9216183.55.185.985.678.8515.81278.4725272298.09456.2375947021800.2447.715537.1381.1963842.1230.4517862548353245.60164560835071977.891325.063.640276.87981.8445423739.77025153001.65725.28308.5802249.82196.742360.634.6511.09699234.87115.28937451.9914368.29820.946618.322046886.11245968.24240628.2227237.280.015113.45543461.98197646.191592.616159.14395.732482.3732136.8393.73105568988.838985.911.27804055386855.810.90332029.141104.262065.531387.80436.3124633.9938215.954507844.177338.98331.34429.0505371.2950.005303.803175037.7651431980967.481440521.5523.3122421.432296.1018574.230.38120.2739.99751889.050595.72927703.334.812229553507516.55029296.710705.9994.53206.450837200016954200047737700012470200026.5528.6622.2222.844.7869.7939.2231.9830.3224.3627.644.7669.5746.30249.89312.1201.682.132.016.724.7969.774.79214.41114.80122825174.30.8033122392.1317606.62.122.872.606.724.8069.924.96266.33726109921871.7112.476566.5130.3533056.8971.718878191321827169.639257889199133899.283962.083.72368.65570.30432953929.55933833084.24118.333647.548766.45522.074456.554.9922.09309430.826843.581437660.6269530.643265.683853.902117356.99235749.36233484.08108241.610.01438.95851752.05531657.333994.928372.82093.253550.65128273.11570.212470420128.9281047.312.115015595421433.920.91587702.301822.778209.47549.13566.9197749.08151792.836128517.1034381.91322.7687.1619996.7000.005301.150700917.9447371926297.791411234.9210.3419181.247262.7452309.810.3926.6826.77550795.982595.47350939.0516.596OpenBenchmarking.org

SPECjbb 2015

This is a benchmark of SPECjbb 2015. For this test profile to work, you must have a valid license/copy of the SPECjbb 2015 ISO (SPECjbb2015-1.02.iso) in your Phoronix Test Suite download cache. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgjOPS, More Is BetterSPECjbb 2015SPECjbb2015-Composite critical-jOPS16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25K9207392122955

OpenBenchmarking.orgjOPS, More Is BetterSPECjbb 2015SPECjbb2015-Composite max-jOPS16 vCPUs8 vCPUs32 vCPUs8K16K24K32K40K18092915835075

LAMMPS Molecular Dynamics Simulator

LAMMPS is a classical molecular dynamics code, and an acronym for Large-scale Atomic/Molecular Massively Parallel Simulator. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: 20k Atoms16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.112, N = 3SE +/- 0.025, N = 3SE +/- 0.004, N = 38.4994.66216.5501. (CXX) g++ options: -O3 -march=native -ldl
OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: 20k Atoms16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.36 / Avg: 8.5 / Max: 8.72Min: 4.61 / Avg: 4.66 / Max: 4.69Min: 16.55 / Avg: 16.55 / Max: 16.561. (CXX) g++ options: -O3 -march=native -ldl

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Akka Unbalanced Cobwebbed Tree16 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KSE +/- 164.12, N = 3SE +/- 267.82, N = 9SE +/- 344.06, N = 424004.716322.429296.7MIN: 18739.09 / MAX: 24332.49MIN: 10733.44 / MAX: 19126.93MIN: 20859.52 / MAX: 30225.51
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Akka Unbalanced Cobwebbed Tree16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25KMin: 23826.67 / Avg: 24004.65 / Max: 24332.49Min: 15082.33 / Avg: 16322.35 / Max: 17398.5Min: 28772.63 / Avg: 29296.69 / Max: 30225.51

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Savina Reactors.IO16 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KSE +/- 583.25, N = 12SE +/- 435.60, N = 9SE +/- 131.70, N = 415981.526456.410705.9MIN: 12776.53 / MAX: 36273.51MIN: 13667.16 / MAX: 42318.14MIN: 10505.49 / MAX: 14847.21
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Savina Reactors.IO16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25KMin: 12776.53 / Avg: 15981.53 / Max: 20011Min: 23597.29 / Avg: 26456.36 / Max: 28542.29Min: 10505.49 / Avg: 10705.92 / Max: 11080.73

OpenFOAM

OpenFOAM is the leading free, open-source software for computational fluid dynamics (CFD). This test profile currently uses the drivaerFastback test case for analyzing automotive aerodynamics or alternatively the older motorBike input. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 9Input: drivaerFastback, Medium Mesh Size - Execution Time16 vCPUs8 vCPUs32 vCPUs50010001500200025001534.722426.16994.53-lfoamToVTK -ldynamicMesh -llagrangian -lfileFormats-ltransportModels -lspecie -lfiniteVolume -lfvModels -lmeshTools -lsampling-lfoamToVTK -ldynamicMesh -llagrangian -lfileFormats1. (CXX) g++ options: -std=c++14 -O3 -mcpu=native -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lgenericPatchFields -lOpenFOAM -ldl -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 9Input: drivaerFastback, Medium Mesh Size - Mesh Time16 vCPUs8 vCPUs32 vCPUs90180270360450303.71425.95206.40-lfoamToVTK -ldynamicMesh -llagrangian -lfileFormats-ltransportModels -lspecie -lfiniteVolume -lfvModels -lmeshTools -lsampling-lfoamToVTK -ldynamicMesh -llagrangian -lfileFormats1. (CXX) g++ options: -std=c++14 -O3 -mcpu=native -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lgenericPatchFields -lOpenFOAM -ldl -lm

Graph500

This is a benchmark of the reference implementation of Graph500, an HPC benchmark focused on data intensive loads and commonly tested on supercomputers for complex data problems. Graph500 primarily stresses the communication subsystem of the hardware under test. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbfs max_TEPS, More Is BetterGraph500 3.0Scale: 2616 vCPUs32 vCPUs110M220M330M440M550M2625630005083720001. (CC) gcc options: -fcommon -O3 -march=native -lpthread -lm -lmpi

Scale: 26

Tau T2A: 8 vCPUs: The test quit with a non-zero exit status. E: mpirun noticed that process rank 2 with PID 0 on node instance-2 exited on signal 9 (Killed).

OpenBenchmarking.orgsssp max_TEPS, More Is BetterGraph500 3.0Scale: 2616 vCPUs32 vCPUs40M80M120M160M200M952655001695420001. (CC) gcc options: -fcommon -O3 -march=native -lpthread -lm -lmpi

Scale: 26

Tau T2A: 8 vCPUs: The test quit with a non-zero exit status. E: mpirun noticed that process rank 2 with PID 0 on node instance-2 exited on signal 9 (Killed).

OpenBenchmarking.orgbfs median_TEPS, More Is BetterGraph500 3.0Scale: 2616 vCPUs32 vCPUs100M200M300M400M500M2574780004773770001. (CC) gcc options: -fcommon -O3 -march=native -lpthread -lm -lmpi

Scale: 26

Tau T2A: 8 vCPUs: The test quit with a non-zero exit status. E: mpirun noticed that process rank 2 with PID 0 on node instance-2 exited on signal 9 (Killed).

OpenBenchmarking.orgsssp median_TEPS, More Is BetterGraph500 3.0Scale: 2616 vCPUs32 vCPUs30M60M90M120M150M707502001247020001. (CC) gcc options: -fcommon -O3 -march=native -lpthread -lm -lmpi

Scale: 26

Tau T2A: 8 vCPUs: The test quit with a non-zero exit status. E: mpirun noticed that process rank 2 with PID 0 on node instance-2 exited on signal 9 (Killed).

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.40, N = 3SE +/- 0.33, N = 3SE +/- 0.17, N = 1242.7574.7126.55
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1428425670Min: 42.05 / Avg: 42.75 / Max: 43.43Min: 74.1 / Avg: 74.71 / Max: 75.22Min: 25.77 / Avg: 26.55 / Max: 27.69

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.73, N = 3SE +/- 1.11, N = 3SE +/- 0.19, N = 1244.3978.0028.66
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1530456075Min: 42.98 / Avg: 44.39 / Max: 45.4Min: 76.07 / Avg: 78 / Max: 79.92Min: 27.96 / Avg: 28.66 / Max: 29.92

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1530456075SE +/- 0.20, N = 3SE +/- 0.36, N = 3SE +/- 0.24, N = 1235.4566.2722.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1326395265Min: 35.07 / Avg: 35.45 / Max: 35.74Min: 65.55 / Avg: 66.27 / Max: 66.66Min: 21.07 / Avg: 22.22 / Max: 24.03

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs1020304050SE +/- 0.23, N = 3SE +/- 0.57, N = 3SE +/- 0.32, N = 1230.7045.6122.84
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs918273645Min: 30.25 / Avg: 30.7 / Max: 30.94Min: 44.97 / Avg: 45.61 / Max: 46.74Min: 21.59 / Avg: 22.84 / Max: 25

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 128.3415.714.78
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.31 / Avg: 8.34 / Max: 8.4Min: 15.7 / Avg: 15.71 / Max: 15.72Min: 4.7 / Avg: 4.78 / Max: 4.93

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs60120180240300SE +/- 0.17, N = 3SE +/- 0.13, N = 3SE +/- 0.11, N = 12137.04277.8369.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs50100150200250Min: 136.81 / Avg: 137.04 / Max: 137.38Min: 277.61 / Avg: 277.83 / Max: 278.06Min: 69.21 / Avg: 69.79 / Max: 70.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.08, N = 3SE +/- 0.52, N = 3SE +/- 0.55, N = 1251.5589.2339.22
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs20406080100Min: 51.38 / Avg: 51.55 / Max: 51.66Min: 88.48 / Avg: 89.23 / Max: 90.22Min: 37.02 / Avg: 39.22 / Max: 43.53

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.44, N = 3SE +/- 0.22, N = 3SE +/- 0.26, N = 945.2980.2631.98
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1530456075Min: 44.71 / Avg: 45.29 / Max: 46.16Min: 79.97 / Avg: 80.26 / Max: 80.69Min: 30.81 / Avg: 31.98 / Max: 33.46

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.72, N = 3SE +/- 0.19, N = 3SE +/- 0.44, N = 944.6280.0230.32
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1530456075Min: 43.42 / Avg: 44.62 / Max: 45.9Min: 79.74 / Avg: 80.02 / Max: 80.37Min: 28.69 / Avg: 30.32 / Max: 33.24

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1530456075SE +/- 0.92, N = 3SE +/- 0.25, N = 3SE +/- 0.12, N = 937.2268.6824.36
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1326395265Min: 36.27 / Avg: 37.22 / Max: 39.06Min: 68.43 / Avg: 68.68 / Max: 69.17Min: 23.9 / Avg: 24.36 / Max: 25.05

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs1122334455SE +/- 0.24, N = 3SE +/- 0.53, N = 3SE +/- 0.16, N = 935.6450.8727.64
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs1020304050Min: 35.22 / Avg: 35.64 / Max: 36.04Min: 50.1 / Avg: 50.87 / Max: 51.89Min: 26.97 / Avg: 27.64 / Max: 28.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 98.4015.654.76
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.37 / Avg: 8.4 / Max: 8.42Min: 15.55 / Avg: 15.65 / Max: 15.72Min: 4.7 / Avg: 4.76 / Max: 4.81

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs60120180240300SE +/- 0.06, N = 3SE +/- 0.14, N = 3SE +/- 0.08, N = 9136.85278.3769.57
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs50100150200250Min: 136.77 / Avg: 136.85 / Max: 136.97Min: 278.22 / Avg: 278.37 / Max: 278.66Min: 69.23 / Avg: 69.57 / Max: 69.99

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.22, N = 3SE +/- 0.85, N = 3SE +/- 0.45, N = 951.4093.6746.30
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs20406080100Min: 50.98 / Avg: 51.4 / Max: 51.69Min: 92.53 / Avg: 93.67 / Max: 95.35Min: 45.06 / Avg: 46.3 / Max: 49.46

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: Classroom - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs2004006008001000SE +/- 0.22, N = 3SE +/- 1.99, N = 3SE +/- 0.07, N = 3506.101016.66249.89
OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: Classroom - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs2004006008001000Min: 505.78 / Avg: 506.1 / Max: 506.52Min: 1014.24 / Avg: 1016.66 / Max: 1020.61Min: 249.81 / Avg: 249.89 / Max: 250.02

Timed Gem5 Compilation

This test times how long it takes to compile Gem5. Gem5 is a simulator for computer system architecture research. Gem5 is widely used for computer architecture research within the industry, academia, and more. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Gem5 Compilation 21.2Time To Compile16 vCPUs8 vCPUs32 vCPUs2004006008001000SE +/- 1.16, N = 3SE +/- 0.66, N = 3SE +/- 1.96, N = 3495.54917.39312.12
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Gem5 Compilation 21.2Time To Compile16 vCPUs8 vCPUs32 vCPUs160320480640800Min: 493.65 / Avg: 495.54 / Max: 497.66Min: 916.09 / Avg: 917.39 / Max: 918.22Min: 309.1 / Avg: 312.12 / Max: 315.78

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs0.64351.2871.93052.5743.2175SE +/- 0.04, N = 12SE +/- 0.03, N = 3SE +/- 0.03, N = 151.792.861.68
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 1.68 / Avg: 1.79 / Max: 2.22Min: 2.79 / Avg: 2.86 / Max: 2.91Min: 1.49 / Avg: 1.68 / Max: 1.94

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs0.7831.5662.3493.1323.915SE +/- 0.03, N = 12SE +/- 0.04, N = 3SE +/- 0.02, N = 152.223.482.13
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 2.03 / Avg: 2.22 / Max: 2.32Min: 3.41 / Avg: 3.48 / Max: 3.54Min: 1.93 / Avg: 2.13 / Max: 2.3

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1.03052.0613.09154.1225.1525SE +/- 0.03, N = 12SE +/- 0.02, N = 3SE +/- 0.03, N = 152.554.582.01
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 2.45 / Avg: 2.55 / Max: 2.83Min: 4.55 / Avg: 4.58 / Max: 4.61Min: 1.85 / Avg: 2.01 / Max: 2.17

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs246810SE +/- 0.05, N = 12SE +/- 0.17, N = 3SE +/- 0.23, N = 156.006.906.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs3691215Min: 5.79 / Avg: 6 / Max: 6.43Min: 6.69 / Avg: 6.9 / Max: 7.23Min: 6.07 / Avg: 6.72 / Max: 9.41

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.02, N = 12SE +/- 0.02, N = 3SE +/- 0.01, N = 158.3915.924.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.28 / Avg: 8.39 / Max: 8.48Min: 15.9 / Avg: 15.92 / Max: 15.95Min: 4.72 / Avg: 4.79 / Max: 4.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs60120180240300SE +/- 0.11, N = 12SE +/- 0.17, N = 3SE +/- 0.06, N = 15137.76277.8969.77
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs50100150200250Min: 137.23 / Avg: 137.76 / Max: 138.45Min: 277.56 / Avg: 277.89 / Max: 278.12Min: 69.44 / Avg: 69.77 / Max: 70.23

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs246810SE +/- 0.05, N = 12SE +/- 0.03, N = 3SE +/- 0.11, N = 154.936.284.79
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs3691215Min: 4.69 / Avg: 4.93 / Max: 5.29Min: 6.22 / Avg: 6.28 / Max: 6.32Min: 4.41 / Avg: 4.79 / Max: 5.83

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: Fishy Cat - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs2004006008001000SE +/- 0.85, N = 3SE +/- 1.74, N = 3SE +/- 0.42, N = 3426.04841.18214.41
OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: Fishy Cat - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs150300450600750Min: 424.71 / Avg: 426.04 / Max: 427.62Min: 838.96 / Avg: 841.18 / Max: 844.6Min: 213.67 / Avg: 214.41 / Max: 215.13

PostgreSQL pgbench

This is a benchmark of PostgreSQL using pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Write - Average Latency16 vCPUs8 vCPUs32 vCPUs50100150200250SE +/- 2.67, N = 3SE +/- 2.96, N = 12SE +/- 7.17, N = 12204.92215.10114.801. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Write - Average Latency16 vCPUs8 vCPUs32 vCPUs4080120160200Min: 201.85 / Avg: 204.92 / Max: 210.23Min: 203.68 / Avg: 215.1 / Max: 230.11Min: 73.6 / Avg: 114.8 / Max: 144.411. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Write16 vCPUs8 vCPUs32 vCPUs5001000150020002500SE +/- 15.69, N = 3SE +/- 15.88, N = 12SE +/- 154.25, N = 121220116522821. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Write16 vCPUs8 vCPUs32 vCPUs400800120016002000Min: 1189.15 / Avg: 1220.4 / Max: 1238.53Min: 1086.46 / Avg: 1164.68 / Max: 1227.4Min: 1731.22 / Avg: 2281.55 / Max: 3396.541. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark PageRank16 vCPUs8 vCPUs32 vCPUs11002200330044005500SE +/- 49.42, N = 3SE +/- 37.35, N = 11SE +/- 77.61, N = 125197.05020.85174.3MIN: 4732.96 / MAX: 5397.5MIN: 4537.14 / MAX: 5676.41MIN: 4316.47 / MAX: 6446.52
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark PageRank16 vCPUs8 vCPUs32 vCPUs9001800270036004500Min: 5125.12 / Avg: 5197.02 / Max: 5291.71Min: 4900.52 / Avg: 5020.82 / Max: 5316.46Min: 4649.9 / Avg: 5174.3 / Max: 5678.23

PostgreSQL pgbench

This is a benchmark of PostgreSQL using pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Only - Average Latency16 vCPUs8 vCPUs32 vCPUs1.13512.27023.40534.54045.6755SE +/- 0.021, N = 3SE +/- 0.060, N = 12SE +/- 0.012, N = 121.9005.0450.8031. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Only - Average Latency16 vCPUs8 vCPUs32 vCPUs246810Min: 1.86 / Avg: 1.9 / Max: 1.94Min: 4.69 / Avg: 5.05 / Max: 5.4Min: 0.76 / Avg: 0.8 / Max: 0.861. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Only16 vCPUs8 vCPUs32 vCPUs70K140K210K280K350KSE +/- 1418.81, N = 3SE +/- 588.20, N = 12SE +/- 4561.68, N = 12131607496283122391. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Only16 vCPUs8 vCPUs32 vCPUs50K100K150K200K250KMin: 129226.11 / Avg: 131606.88 / Max: 134134.44Min: 46298.09 / Avg: 49628.29 / Max: 53275.59Min: 291136.68 / Avg: 312239.35 / Max: 329206.291. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

VP9 libvpx Encoding

This is a standard video encoding performance test of Google's libvpx library and the vpxenc command for the VP9 video format. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 4K16 vCPUs8 vCPUs32 vCPUs0.47930.95861.43791.91722.3965SE +/- 0.00, N = 3SE +/- 0.02, N = 6SE +/- 0.00, N = 32.041.922.131. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 4K16 vCPUs8 vCPUs32 vCPUs246810Min: 2.04 / Avg: 2.04 / Max: 2.04Min: 1.83 / Avg: 1.92 / Max: 1.95Min: 2.13 / Avg: 2.13 / Max: 2.131. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: ALS Movie Lens16 vCPUs8 vCPUs32 vCPUs4K8K12K16K20KSE +/- 79.58, N = 3SE +/- 101.59, N = 3SE +/- 57.21, N = 316797.516183.517606.6MIN: 16713.33 / MAX: 18436.45MIN: 16078.67 / MAX: 18111.73MIN: 17544.26 / MAX: 19037.24
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: ALS Movie Lens16 vCPUs8 vCPUs32 vCPUs3K6K9K12K15KMin: 16713.33 / Avg: 16797.45 / Max: 16956.52Min: 16078.67 / Avg: 16183.5 / Max: 16386.66Min: 17544.26 / Avg: 17606.65 / Max: 17720.91

Apache Spark

This is a benchmark of Apache Spark with its PySpark interface. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmars the Apache Spark in a single-system configuration using spark-submit. The test makes use of DIYBigData's pyspark-benchmark (https://github.com/DIYBigData/pyspark-benchmark/) for generating of test data and various Apache Spark operations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1.16552.3313.49654.6625.8275SE +/- 0.05, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 152.655.182.12
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 2.58 / Avg: 2.65 / Max: 2.74Min: 5.05 / Avg: 5.18 / Max: 5.3Min: 1.94 / Avg: 2.12 / Max: 2.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs1.34552.6914.03655.3826.7275SE +/- 0.11, N = 3SE +/- 0.09, N = 3SE +/- 0.04, N = 153.655.982.87
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 3.44 / Avg: 3.65 / Max: 3.84Min: 5.87 / Avg: 5.98 / Max: 6.16Min: 2.65 / Avg: 2.87 / Max: 3.14

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs1.27582.55163.82745.10326.379SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 153.365.672.60
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Repartition Test Time16 vCPUs8 vCPUs32 vCPUs246810Min: 3.34 / Avg: 3.36 / Max: 3.39Min: 5.65 / Avg: 5.67 / Max: 5.69Min: 2.41 / Avg: 2.6 / Max: 2.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs246810SE +/- 0.10, N = 3SE +/- 0.13, N = 3SE +/- 0.05, N = 157.438.856.72
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Group By Test Time16 vCPUs8 vCPUs32 vCPUs3691215Min: 7.23 / Avg: 7.43 / Max: 7.56Min: 8.64 / Avg: 8.85 / Max: 9.09Min: 6.22 / Avg: 6.72 / Max: 7

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 158.2915.814.80
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.26 / Avg: 8.29 / Max: 8.35Min: 15.71 / Avg: 15.81 / Max: 15.94Min: 4.72 / Avg: 4.8 / Max: 4.87

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs60120180240300SE +/- 0.20, N = 3SE +/- 0.35, N = 3SE +/- 0.06, N = 15137.17278.4769.92
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark16 vCPUs8 vCPUs32 vCPUs50100150200250Min: 136.8 / Avg: 137.17 / Max: 137.49Min: 277.93 / Avg: 278.47 / Max: 279.13Min: 69.49 / Avg: 69.92 / Max: 70.28

OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs246810SE +/- 0.05, N = 3SE +/- 0.08, N = 3SE +/- 0.04, N = 155.918.094.96
OpenBenchmarking.orgSeconds, Fewer Is BetterApache Spark 3.3Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time16 vCPUs8 vCPUs32 vCPUs3691215Min: 5.82 / Avg: 5.91 / Max: 5.98Min: 8 / Avg: 8.09 / Max: 8.26Min: 4.73 / Avg: 4.96 / Max: 5.21

libavif avifenc

This is a test of the AOMedia libavif library testing the encoding of a JPEG image to AV1 Image Format (AVIF). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 016 vCPUs8 vCPUs32 vCPUs100200300400500SE +/- 0.80, N = 3SE +/- 0.90, N = 3SE +/- 0.65, N = 3328.97456.24266.341. (CXX) g++ options: -O3 -fPIC -march=native -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 016 vCPUs8 vCPUs32 vCPUs80160240320400Min: 327.62 / Avg: 328.97 / Max: 330.39Min: 454.45 / Avg: 456.24 / Max: 457.35Min: 265.62 / Avg: 266.34 / Max: 267.641. (CXX) g++ options: -O3 -fPIC -march=native -lm

Facebook RocksDB

This is a benchmark of Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Read While Writing16 vCPUs8 vCPUs32 vCPUs600K1200K1800K2400K3000KSE +/- 20446.66, N = 15SE +/- 9067.95, N = 15SE +/- 32390.32, N = 12126482659470226109921. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread
OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Read While Writing16 vCPUs8 vCPUs32 vCPUs500K1000K1500K2000K2500KMin: 1163299 / Avg: 1264826.07 / Max: 1416458Min: 551868 / Avg: 594701.67 / Max: 680011Min: 2501493 / Avg: 2610991.75 / Max: 28412161. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Scala Dotty16 vCPUs8 vCPUs32 vCPUs400800120016002000SE +/- 12.38, N = 3SE +/- 18.70, N = 5SE +/- 32.38, N = 111979.21800.21871.7MIN: 1396.31 / MAX: 2843.97MIN: 1442.18 / MAX: 3536.53MIN: 1370.64 / MAX: 3034.49
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Scala Dotty16 vCPUs8 vCPUs32 vCPUs30060090012001500Min: 1954.65 / Avg: 1979.19 / Max: 1994.27Min: 1758.19 / Avg: 1800.16 / Max: 1864.35Min: 1755.54 / Avg: 1871.74 / Max: 2085.76

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: BMW27 - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs100200300400500SE +/- 0.50, N = 3SE +/- 0.04, N = 3SE +/- 0.10, N = 3226.26447.71112.47
OpenBenchmarking.orgSeconds, Fewer Is BetterBlenderBlend File: BMW27 - Compute: CPU-Only16 vCPUs8 vCPUs32 vCPUs80160240320400Min: 225.26 / Avg: 226.26 / Max: 226.77Min: 447.63 / Avg: 447.71 / Max: 447.75Min: 112.34 / Avg: 112.47 / Max: 112.67

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: In-Memory Database Shootout16 vCPUs8 vCPUs32 vCPUs14002800420056007000SE +/- 41.18, N = 15SE +/- 66.45, N = 4SE +/- 37.00, N = 36261.45537.16566.5MIN: 5664.61 / MAX: 10501.86MIN: 5069.67 / MAX: 6244.83MIN: 5609.26 / MAX: 13128.6
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: In-Memory Database Shootout16 vCPUs8 vCPUs32 vCPUs11002200330044005500Min: 6006.53 / Avg: 6261.43 / Max: 6665.52Min: 5372.16 / Avg: 5537.11 / Max: 5697.52Min: 6527.84 / Avg: 6566.48 / Max: 6640.45

GPAW

GPAW is a density-functional theory (DFT) Python code based on the projector-augmented wave (PAW) method and the atomic simulation environment (ASE). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 22.1Input: Carbon Nanotube16 vCPUs8 vCPUs32 vCPUs80160240320400SE +/- 0.03, N = 3SE +/- 0.63, N = 3SE +/- 0.30, N = 3208.97381.20130.351. (CC) gcc options: -shared -fwrapv -O2 -O3 -march=native -lxc -lblas -lmpi
OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 22.1Input: Carbon Nanotube16 vCPUs8 vCPUs32 vCPUs70140210280350Min: 208.91 / Avg: 208.96 / Max: 209Min: 380.15 / Avg: 381.2 / Max: 382.33Min: 130.04 / Avg: 130.35 / Max: 130.951. (CC) gcc options: -shared -fwrapv -O2 -O3 -march=native -lxc -lblas -lmpi

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet16 vCPUs8 vCPUs32 vCPUs8001600240032004000SE +/- 12.43, N = 3SE +/- 9.75, N = 3SE +/- 6.90, N = 33358.733842.123056.90MIN: 3163.2 / MAX: 3575.85MIN: 3619.38 / MAX: 4060.16MIN: 2928.19 / MAX: 3237.581. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet16 vCPUs8 vCPUs32 vCPUs7001400210028003500Min: 3337.6 / Avg: 3358.73 / Max: 3380.64Min: 3823.3 / Avg: 3842.12 / Max: 3855.97Min: 3043.51 / Avg: 3056.9 / Max: 3066.481. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2022.1Implementation: MPI CPU - Input: water_GMX50_bare16 vCPUs8 vCPUs32 vCPUs0.38660.77321.15981.54641.933SE +/- 0.001, N = 3SE +/- 0.000, N = 3SE +/- 0.010, N = 30.8800.4501.7181. (CXX) g++ options: -O3 -march=native
OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2022.1Implementation: MPI CPU - Input: water_GMX50_bare16 vCPUs8 vCPUs32 vCPUs246810Min: 0.88 / Avg: 0.88 / Max: 0.88Min: 0.45 / Avg: 0.45 / Max: 0.45Min: 1.7 / Avg: 1.72 / Max: 1.731. (CXX) g++ options: -O3 -march=native

Apache Cassandra

This is a benchmark of the Apache Cassandra NoSQL database management system making use of cassandra-stress. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 256.55, N = 3SE +/- 136.95, N = 10SE +/- 777.36, N = 3392961786287819
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes16 vCPUs8 vCPUs32 vCPUs15K30K45K60K75KMin: 38783 / Avg: 39296 / Max: 39561Min: 17522 / Avg: 17862.4 / Max: 19014Min: 86347 / Avg: 87819.33 / Max: 88988

Facebook RocksDB

This is a benchmark of Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Read Random Write Random16 vCPUs8 vCPUs32 vCPUs300K600K900K1200K1500KSE +/- 1701.74, N = 3SE +/- 4976.00, N = 15SE +/- 9643.50, N = 1588470054835313218271. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread
OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Read Random Write Random16 vCPUs8 vCPUs32 vCPUs200K400K600K800K1000KMin: 882824 / Avg: 884699.67 / Max: 888097Min: 512356 / Avg: 548352.87 / Max: 577817Min: 1278014 / Avg: 1321826.6 / Max: 14195841. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

libavif avifenc

This is a test of the AOMedia libavif library testing the encoding of a JPEG image to AV1 Image Format (AVIF). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 216 vCPUs8 vCPUs32 vCPUs50100150200250SE +/- 0.47, N = 3SE +/- 0.32, N = 3SE +/- 0.13, N = 3194.77245.60169.641. (CXX) g++ options: -O3 -fPIC -march=native -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 216 vCPUs8 vCPUs32 vCPUs4080120160200Min: 194.12 / Avg: 194.77 / Max: 195.7Min: 244.98 / Avg: 245.6 / Max: 246.05Min: 169.44 / Avg: 169.64 / Max: 169.91. (CXX) g++ options: -O3 -fPIC -march=native -lm

OpenSSL

OpenSSL is an open-source toolkit that implements SSL (Secure Sockets Layer) and TLS (Transport Layer Security) protocols. This test profile makes use of the built-in "openssl speed" benchmarking capabilities. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSL 3.0Algorithm: SHA25616 vCPUs8 vCPUs32 vCPUs6000M12000M18000M24000M30000MSE +/- 19283388.31, N = 3SE +/- 19026629.44, N = 3SE +/- 119493320.18, N = 3129264115276456083507257889199131. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl
OpenBenchmarking.orgbyte/s, More Is BetterOpenSSL 3.0Algorithm: SHA25616 vCPUs8 vCPUs32 vCPUs4000M8000M12000M16000M20000MMin: 12887954220 / Avg: 12926411526.67 / Max: 12948154910Min: 6418125410 / Avg: 6456083506.67 / Max: 6477391730Min: 25549965560 / Avg: 25788919913.33 / Max: 259117990701. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl

ASKAP

ASKAP is a set of benchmarks from the Australian SKA Pathfinder. The principal ASKAP benchmarks are the Hogbom Clean Benchmark (tHogbomClean) and Convolutional Resamping Benchmark (tConvolve) as well as some previous ASKAP benchmarks being included as well for OpenCL and CUDA execution of tConvolve. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMpix/sec, More Is BetterASKAP 1.0Test: tConvolve MPI - Gridding16 vCPUs8 vCPUs32 vCPUs8001600240032004000SE +/- 32.26, N = 3SE +/- 23.42, N = 15SE +/- 42.99, N = 153343.251977.893899.281. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMpix/sec, More Is BetterASKAP 1.0Test: tConvolve MPI - Gridding16 vCPUs8 vCPUs32 vCPUs7001400210028003500Min: 3279.95 / Avg: 3343.25 / Max: 3385.75Min: 1822.19 / Avg: 1977.89 / Max: 2066.11Min: 3430.01 / Avg: 3899.28 / Max: 4036.861. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

OpenBenchmarking.orgMpix/sec, More Is BetterASKAP 1.0Test: tConvolve MPI - Degridding16 vCPUs8 vCPUs32 vCPUs8001600240032004000SE +/- 12.80, N = 3SE +/- 24.91, N = 15SE +/- 54.84, N = 152585.311325.063962.081. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMpix/sec, More Is BetterASKAP 1.0Test: tConvolve MPI - Degridding16 vCPUs8 vCPUs32 vCPUs7001400210028003500Min: 2572.51 / Avg: 2585.31 / Max: 2610.9Min: 1135.91 / Avg: 1325.06 / Max: 1441.73Min: 3452.57 / Avg: 3962.08 / Max: 4181.61. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs0.85521.71042.56563.42084.276SE +/- 0.018, N = 3SE +/- 0.020, N = 3SE +/- 0.016, N = 33.8013.6403.723
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs246810Min: 3.77 / Avg: 3.8 / Max: 3.82Min: 3.62 / Avg: 3.64 / Max: 3.68Min: 3.71 / Avg: 3.72 / Max: 3.76

ASTC Encoder

ASTC Encoder (astcenc) is for the Adaptive Scalable Texture Compression (ASTC) format commonly used with OpenGL, OpenGL ES, and Vulkan graphics APIs. This test profile does a coding test of both compression/decompression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Exhaustive16 vCPUs8 vCPUs32 vCPUs60120180240300SE +/- 0.04, N = 3SE +/- 3.08, N = 3SE +/- 0.08, N = 3137.62276.8868.661. (CXX) g++ options: -O3 -march=native -flto -pthread
OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Exhaustive16 vCPUs8 vCPUs32 vCPUs50100150200250Min: 137.54 / Avg: 137.62 / Max: 137.69Min: 271.57 / Avg: 276.88 / Max: 282.23Min: 68.57 / Avg: 68.66 / Max: 68.811. (CXX) g++ options: -O3 -march=native -flto -pthread

PostgreSQL pgbench

This is a benchmark of PostgreSQL using pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Only - Average Latency16 vCPUs8 vCPUs32 vCPUs0.41490.82981.24471.65962.0745SE +/- 0.003, N = 3SE +/- 0.023, N = 3SE +/- 0.002, N = 30.6331.8440.3041. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Only - Average Latency16 vCPUs8 vCPUs32 vCPUs246810Min: 0.63 / Avg: 0.63 / Max: 0.64Min: 1.81 / Avg: 1.84 / Max: 1.89Min: 0.3 / Avg: 0.3 / Max: 0.311. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Only16 vCPUs8 vCPUs32 vCPUs70K140K210K280K350KSE +/- 697.61, N = 3SE +/- 663.61, N = 3SE +/- 1811.74, N = 3157894542373295391. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Only16 vCPUs8 vCPUs32 vCPUs60K120K180K240K300KMin: 156503.81 / Avg: 157893.65 / Max: 158694.62Min: 52936.44 / Avg: 54236.52 / Max: 55117.81Min: 325915.71 / Avg: 329538.71 / Max: 331400.841. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Write - Average Latency16 vCPUs8 vCPUs32 vCPUs918273645SE +/- 0.27, N = 3SE +/- 0.15, N = 3SE +/- 0.06, N = 339.8739.7729.561. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Write - Average Latency16 vCPUs8 vCPUs32 vCPUs816243240Min: 39.38 / Avg: 39.87 / Max: 40.31Min: 39.46 / Avg: 39.77 / Max: 39.96Min: 29.44 / Avg: 29.56 / Max: 29.641. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Write16 vCPUs8 vCPUs32 vCPUs7001400210028003500SE +/- 17.11, N = 3SE +/- 9.80, N = 3SE +/- 6.74, N = 32508251533831. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 100 - Mode: Read Write16 vCPUs8 vCPUs32 vCPUs6001200180024003000Min: 2480.5 / Avg: 2508.33 / Max: 2539.48Min: 2502.51 / Avg: 2514.54 / Max: 2533.95Min: 3374.15 / Avg: 3383.07 / Max: 3396.281. (CC) gcc options: -fno-strict-aliasing -fwrapv -O3 -march=native -lpgcommon -lpgport -lpq -lm

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Genetic Algorithm Using Jenetics + Futures16 vCPUs8 vCPUs32 vCPUs7001400210028003500SE +/- 14.58, N = 3SE +/- 33.55, N = 3SE +/- 8.81, N = 33067.33001.63084.2MIN: 3011.77 / MAX: 3250.64MIN: 2862.8 / MAX: 3206.85MIN: 2993.8 / MAX: 3192.9
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Genetic Algorithm Using Jenetics + Futures16 vCPUs8 vCPUs32 vCPUs5001000150020002500Min: 3042.17 / Avg: 3067.3 / Max: 3092.67Min: 2954.37 / Avg: 3001.65 / Max: 3066.51Min: 3067.59 / Avg: 3084.16 / Max: 3097.64

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark ALS16 vCPUs8 vCPUs32 vCPUs12002400360048006000SE +/- 27.36, N = 3SE +/- 7.85, N = 3SE +/- 32.04, N = 33906.75725.24118.3MIN: 3730.93 / MAX: 4142.3MIN: 5528.56 / MAX: 5954.26MIN: 3925.84 / MAX: 4358.22
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark ALS16 vCPUs8 vCPUs32 vCPUs10002000300040005000Min: 3869.32 / Avg: 3906.66 / Max: 3959.96Min: 5709.48 / Avg: 5725.19 / Max: 5733.25Min: 4055.57 / Avg: 4118.34 / Max: 4160.9

Aircrack-ng

Aircrack-ng is a tool for assessing WiFi/WLAN network security. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgk/s, More Is BetterAircrack-ng 1.716 vCPUs8 vCPUs32 vCPUs7K14K21K28K35KSE +/- 192.97, N = 15SE +/- 103.85, N = 15SE +/- 287.54, N = 1516697.928308.5833647.55-lpcre-lpcre1. (CXX) g++ options: -std=gnu++17 -O3 -fvisibility=hidden -fcommon -rdynamic -lnl-3 -lnl-genl-3 -lpthread -lz -lssl -lcrypto -lhwloc -ldl -lm -pthread
OpenBenchmarking.orgk/s, More Is BetterAircrack-ng 1.716 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KMin: 15465.48 / Avg: 16697.92 / Max: 17149.11Min: 7746.84 / Avg: 8308.58 / Max: 8591.45Min: 30818.67 / Avg: 33647.55 / Max: 34100.551. (CXX) g++ options: -std=gnu++17 -O3 -fvisibility=hidden -fcommon -rdynamic -lnl-3 -lnl-genl-3 -lpthread -lz -lssl -lcrypto -lhwloc -ldl -lm -pthread

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark Bayes16 vCPUs8 vCPUs32 vCPUs5001000150020002500SE +/- 7.45, N = 3SE +/- 42.77, N = 15SE +/- 9.73, N = 31262.02249.8766.4MIN: 877.37 / MAX: 1398.23MIN: 1478.18 / MAX: 2434.18MIN: 495.95 / MAX: 1178.88
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Apache Spark Bayes16 vCPUs8 vCPUs32 vCPUs400800120016002000Min: 1248.7 / Avg: 1261.95 / Max: 1274.47Min: 1963.15 / Avg: 2249.78 / Max: 2434.18Min: 754.77 / Avg: 766.44 / Max: 785.77

ASKAP

ASKAP is a set of benchmarks from the Australian SKA Pathfinder. The principal ASKAP benchmarks are the Hogbom Clean Benchmark (tHogbomClean) and Convolutional Resamping Benchmark (tConvolve) as well as some previous ASKAP benchmarks being included as well for OpenCL and CUDA execution of tConvolve. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve MT - Degridding16 vCPUs8 vCPUs32 vCPUs12002400360048006000SE +/- 2.61, N = 3SE +/- 7.87, N = 3SE +/- 80.56, N = 154083.162196.745522.071. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve MT - Degridding16 vCPUs8 vCPUs32 vCPUs10002000300040005000Min: 4080.55 / Avg: 4083.16 / Max: 4088.38Min: 2182.43 / Avg: 2196.74 / Max: 2209.59Min: 5023.7 / Avg: 5522.07 / Max: 5974.891. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve MT - Gridding16 vCPUs8 vCPUs32 vCPUs10002000300040005000SE +/- 5.95, N = 3SE +/- 5.73, N = 3SE +/- 35.89, N = 153789.012360.634456.551. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve MT - Gridding16 vCPUs8 vCPUs32 vCPUs8001600240032004000Min: 3780.03 / Avg: 3789.01 / Max: 3800.26Min: 2353.64 / Avg: 2360.63 / Max: 2371.99Min: 4180.66 / Avg: 4456.55 / Max: 4653.31. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

VP9 libvpx Encoding

This is a standard video encoding performance test of Google's libvpx library and the vpxenc command for the VP9 video format. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 1080p16 vCPUs8 vCPUs32 vCPUs1.12282.24563.36844.49125.614SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 34.844.654.991. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 1080p16 vCPUs8 vCPUs32 vCPUs246810Min: 4.83 / Avg: 4.84 / Max: 4.85Min: 4.63 / Avg: 4.65 / Max: 4.67Min: 4.97 / Avg: 4.99 / Max: 5.011. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11

High Performance Conjugate Gradient

HPCG is the High Performance Conjugate Gradient and is a new scientific benchmark from Sandia National Lans focused for super-computer testing with modern real-world workloads compared to HPCC. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.116 vCPUs8 vCPUs32 vCPUs510152025SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 317.1011.1022.091. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi_cxx -lmpi
OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.116 vCPUs8 vCPUs32 vCPUs510152025Min: 17.03 / Avg: 17.1 / Max: 17.15Min: 11.09 / Avg: 11.1 / Max: 11.1Min: 22.08 / Avg: 22.09 / Max: 22.11. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi_cxx -lmpi

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Finagle HTTP Requests16 vCPUs8 vCPUs32 vCPUs2K4K6K8K10KSE +/- 62.21, N = 3SE +/- 40.11, N = 3SE +/- 122.37, N = 38932.59234.89430.8MIN: 8338.21 / MAX: 10055.02MIN: 8668.63 / MAX: 9879.54MIN: 8793.75 / MAX: 9955.78
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Finagle HTTP Requests16 vCPUs8 vCPUs32 vCPUs16003200480064008000Min: 8809.97 / Avg: 8932.51 / Max: 9012.39Min: 9169.64 / Avg: 9234.81 / Max: 9307.91Min: 9216.45 / Avg: 9430.81 / Max: 9640.26

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.C16 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KSE +/- 112.56, N = 3SE +/- 39.91, N = 3SE +/- 31.60, N = 319710.907115.2826843.581. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.C16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25KMin: 19495.83 / Avg: 19710.9 / Max: 19876.01Min: 7074.13 / Avg: 7115.28 / Max: 7195.08Min: 26799.99 / Avg: 26843.58 / Max: 26905.011. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Stress-NG

Stress-NG is a Linux stress tool developed by Colin King of Canonical. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Futex16 vCPUs8 vCPUs32 vCPUs300K600K900K1200K1500KSE +/- 30917.20, N = 15SE +/- 36001.77, N = 15SE +/- 15026.23, N = 31198681.87937451.991437660.621. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Futex16 vCPUs8 vCPUs32 vCPUs200K400K600K800K1000KMin: 990512.22 / Avg: 1198681.87 / Max: 1343625.03Min: 813798.38 / Avg: 937451.99 / Max: 1278731.9Min: 1416471.01 / Avg: 1437660.62 / Max: 1466711.141. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: BT.C16 vCPUs8 vCPUs32 vCPUs15K30K45K60K75KSE +/- 18.18, N = 3SE +/- 23.11, N = 3SE +/- 272.46, N = 349125.9314368.2969530.641. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: BT.C16 vCPUs8 vCPUs32 vCPUs12K24K36K48K60KMin: 49092.71 / Avg: 49125.93 / Max: 49155.36Min: 14343.76 / Avg: 14368.29 / Max: 14414.49Min: 68985.78 / Avg: 69530.64 / Max: 69809.681. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.D16 vCPUs8 vCPUs32 vCPUs7001400210028003500SE +/- 1.03, N = 3SE +/- 0.56, N = 3SE +/- 2.04, N = 31634.99820.943265.681. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.D16 vCPUs8 vCPUs32 vCPUs6001200180024003000Min: 1633.87 / Avg: 1634.99 / Max: 1637.05Min: 820.31 / Avg: 820.94 / Max: 822.06Min: 3263.14 / Avg: 3265.68 / Max: 3269.721. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: SqueezeNet16 vCPUs8 vCPUs32 vCPUs14002800420056007000SE +/- 11.05, N = 3SE +/- 9.96, N = 3SE +/- 31.57, N = 83955.896618.323853.90
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: SqueezeNet16 vCPUs8 vCPUs32 vCPUs11002200330044005500Min: 3934.13 / Avg: 3955.89 / Max: 3970.08Min: 6606.33 / Avg: 6618.32 / Max: 6638.08Min: 3683.15 / Avg: 3853.9 / Max: 3940.72

Facebook RocksDB

This is a benchmark of Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Update Random16 vCPUs8 vCPUs32 vCPUs70K140K210K280K350KSE +/- 2705.38, N = 8SE +/- 1758.40, N = 3SE +/- 705.83, N = 33159722046882117351. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread
OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Update Random16 vCPUs8 vCPUs32 vCPUs50K100K150K200K250KMin: 301107 / Avg: 315971.88 / Max: 325155Min: 201659 / Avg: 204688 / Max: 207750Min: 210492 / Avg: 211735 / Max: 2129361. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

VP9 libvpx Encoding

This is a standard video encoding performance test of Google's libvpx library and the vpxenc command for the VP9 video format. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 4K16 vCPUs8 vCPUs32 vCPUs246810SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 36.686.116.991. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 4K16 vCPUs8 vCPUs32 vCPUs3691215Min: 6.66 / Avg: 6.68 / Max: 6.7Min: 6.09 / Avg: 6.11 / Max: 6.13Min: 6.97 / Avg: 6.99 / Max: 7.031. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11

nginx

This is a benchmark of the lightweight Nginx HTTP(S) web-server. This Nginx web server benchmark test profile makes use of the Golang "Bombardier" program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 50016 vCPUs8 vCPUs32 vCPUs60K120K180K240K300KSE +/- 676.50, N = 3SE +/- 840.72, N = 3SE +/- 245.82, N = 3261253.72245968.24235749.361. (CC) gcc options: -lcrypt -lz -O3 -march=native
OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 50016 vCPUs8 vCPUs32 vCPUs50K100K150K200K250KMin: 259914.09 / Avg: 261253.72 / Max: 262087.89Min: 244981.25 / Avg: 245968.24 / Max: 247640.65Min: 235285.7 / Avg: 235749.36 / Max: 236122.791. (CC) gcc options: -lcrypt -lz -O3 -march=native

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 100016 vCPUs8 vCPUs32 vCPUs60K120K180K240K300KSE +/- 385.23, N = 3SE +/- 107.45, N = 3SE +/- 479.91, N = 3258672.88240628.22233484.081. (CC) gcc options: -lcrypt -lz -O3 -march=native
OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 100016 vCPUs8 vCPUs32 vCPUs40K80K120K160K200KMin: 257942.91 / Avg: 258672.88 / Max: 259251.34Min: 240458.13 / Avg: 240628.22 / Max: 240827Min: 232524.74 / Avg: 233484.08 / Max: 2339901. (CC) gcc options: -lcrypt -lz -O3 -march=native

Sysbench

This is a benchmark of Sysbench with the built-in CPU and memory sub-tests. Sysbench is a scriptable multi-threaded benchmark tool based on LuaJIT. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgEvents Per Second, More Is BetterSysbench 1.0.20Test: CPU16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 12.70, N = 3SE +/- 6.95, N = 3SE +/- 23.77, N = 354317.4227237.28108241.611. (CC) gcc options: -O2 -funroll-loops -O3 -march=native -rdynamic -ldl -laio -lm
OpenBenchmarking.orgEvents Per Second, More Is BetterSysbench 1.0.20Test: CPU16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KMin: 54292.36 / Avg: 54317.42 / Max: 54333.57Min: 27223.85 / Avg: 27237.28 / Max: 27247.09Min: 108194.99 / Avg: 108241.61 / Max: 108272.971. (CC) gcc options: -O2 -funroll-loops -O3 -march=native -rdynamic -ldl -laio -lm

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs0.00340.00680.01020.01360.017SE +/- 0.000, N = 3SE +/- 0.000, N = 15SE +/- 0.000, N = 150.0150.0150.014
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.01 / Avg: 0.01 / Max: 0.02Min: 0.01 / Avg: 0.01 / Max: 0.02

Timed FFmpeg Compilation

This test times how long it takes to build the FFmpeg multimedia library. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed FFmpeg Compilation 4.4Time To Compile16 vCPUs8 vCPUs32 vCPUs306090120150SE +/- 0.09, N = 3SE +/- 0.18, N = 3SE +/- 0.16, N = 361.98113.4638.96
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed FFmpeg Compilation 4.4Time To Compile16 vCPUs8 vCPUs32 vCPUs20406080100Min: 61.81 / Avg: 61.98 / Max: 62.14Min: 113.23 / Avg: 113.46 / Max: 113.8Min: 38.75 / Avg: 38.96 / Max: 39.28

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: H216 vCPUs8 vCPUs32 vCPUs11002200330044005500SE +/- 39.59, N = 20SE +/- 38.62, N = 20SE +/- 83.04, N = 20484343465175
OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: H216 vCPUs8 vCPUs32 vCPUs9001800270036004500Min: 4604 / Avg: 4843.3 / Max: 5280Min: 4115 / Avg: 4346.1 / Max: 4706Min: 4867 / Avg: 5174.6 / Max: 6440

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs0.46310.92621.38931.85242.3155SE +/- 0.002, N = 3SE +/- 0.000, N = 3SE +/- 0.002, N = 32.0581.9812.055
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs246810Min: 2.06 / Avg: 2.06 / Max: 2.06Min: 1.98 / Avg: 1.98 / Max: 1.98Min: 2.05 / Avg: 2.05 / Max: 2.06

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception V416 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 84.24, N = 3SE +/- 49.87, N = 3SE +/- 149.01, N = 346113.497646.131657.3
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception V416 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KMin: 45977.5 / Avg: 46113.4 / Max: 46267.6Min: 97585 / Avg: 97646.07 / Max: 97744.9Min: 31403.2 / Avg: 31657.3 / Max: 31919.2

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception ResNet V216 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 16.18, N = 3SE +/- 70.02, N = 3SE +/- 379.42, N = 345445.991592.633994.9
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Inception ResNet V216 vCPUs8 vCPUs32 vCPUs16K32K48K64K80KMin: 45415.2 / Avg: 45445.93 / Max: 45470.1Min: 91501.4 / Avg: 91592.57 / Max: 91730.2Min: 33299 / Avg: 33994.87 / Max: 34604.9

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: NASNet Mobile16 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KSE +/- 180.13, N = 3SE +/- 27.10, N = 3SE +/- 355.48, N = 315855.116159.128372.8
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: NASNet Mobile16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25KMin: 15674.3 / Avg: 15855.13 / Max: 16215.4Min: 16120.7 / Avg: 16159.07 / Max: 16211.4Min: 27971.5 / Avg: 28372.8 / Max: 29081.7

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet Float16 vCPUs8 vCPUs32 vCPUs9001800270036004500SE +/- 4.32, N = 3SE +/- 3.06, N = 3SE +/- 17.55, N = 32481.964395.732093.25
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet Float16 vCPUs8 vCPUs32 vCPUs8001600240032004000Min: 2473.88 / Avg: 2481.96 / Max: 2488.67Min: 4390.71 / Avg: 4395.73 / Max: 4401.27Min: 2075.66 / Avg: 2093.25 / Max: 2128.36

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet Quant16 vCPUs8 vCPUs32 vCPUs8001600240032004000SE +/- 6.49, N = 3SE +/- 6.00, N = 3SE +/- 14.04, N = 31898.412482.373550.65
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2022-05-18Model: Mobilenet Quant16 vCPUs8 vCPUs32 vCPUs6001200180024003000Min: 1888.63 / Avg: 1898.41 / Max: 1910.69Min: 2475.08 / Avg: 2482.37 / Max: 2494.26Min: 3528.98 / Avg: 3550.65 / Max: 3576.94

OpenSSL

OpenSSL is an open-source toolkit that implements SSL (Secure Sockets Layer) and TLS (Transport Layer Security) protocols. This test profile makes use of the built-in "openssl speed" benchmarking capabilities. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgverify/s, More Is BetterOpenSSL 3.0Algorithm: RSA409616 vCPUs8 vCPUs32 vCPUs30K60K90K120K150KSE +/- 8.35, N = 3SE +/- 10.26, N = 3SE +/- 29.86, N = 364247.032136.8128273.11. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl
OpenBenchmarking.orgverify/s, More Is BetterOpenSSL 3.0Algorithm: RSA409616 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KMin: 64230.3 / Avg: 64247 / Max: 64255.5Min: 32124 / Avg: 32136.8 / Max: 32157.1Min: 128219.9 / Avg: 128273.1 / Max: 128323.21. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl

OpenBenchmarking.orgsign/s, More Is BetterOpenSSL 3.0Algorithm: RSA409616 vCPUs8 vCPUs32 vCPUs30060090012001500SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 3786.7393.71570.21. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl
OpenBenchmarking.orgsign/s, More Is BetterOpenSSL 3.0Algorithm: RSA409616 vCPUs8 vCPUs32 vCPUs30060090012001500Min: 786.6 / Avg: 786.7 / Max: 786.8Min: 393.6 / Avg: 393.67 / Max: 393.8Min: 1570.1 / Avg: 1570.2 / Max: 1570.31. (CC) gcc options: -pthread -O3 -march=native -lssl -lcrypto -ldl

Facebook RocksDB

This is a benchmark of Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Random Read16 vCPUs8 vCPUs32 vCPUs30M60M90M120M150MSE +/- 735054.27, N = 3SE +/- 252880.06, N = 3SE +/- 376574.31, N = 362048967310556891247042011. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread
OpenBenchmarking.orgOp/s, More Is BetterFacebook RocksDB 7.0.1Test: Random Read16 vCPUs8 vCPUs32 vCPUs20M40M60M80M100MMin: 60578972 / Avg: 62048967 / Max: 62799788Min: 30615005 / Avg: 31055689.33 / Max: 31490957Min: 123951463 / Avg: 124704201.33 / Max: 1251020971. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

Timed MPlayer Compilation

This test times how long it takes to build the MPlayer open-source media player program. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MPlayer Compilation 1.5Time To Compile16 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.26, N = 3SE +/- 0.03, N = 3SE +/- 0.35, N = 447.6288.8428.93
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MPlayer Compilation 1.5Time To Compile16 vCPUs8 vCPUs32 vCPUs20406080100Min: 47.23 / Avg: 47.62 / Max: 48.12Min: 88.78 / Avg: 88.84 / Max: 88.89Min: 28.46 / Avg: 28.93 / Max: 29.97

Renaissance

Renaissance is a suite of benchmarks designed to test the Java JVM from Apache Spark to a Twitter-like service to Scala and other features. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Random Forest16 vCPUs8 vCPUs32 vCPUs2004006008001000SE +/- 4.55, N = 3SE +/- 5.46, N = 3SE +/- 12.92, N = 3997.7985.91047.3MIN: 900.54 / MAX: 1197.51MIN: 902.84 / MAX: 1247.45MIN: 904.64 / MAX: 1280.13
OpenBenchmarking.orgms, Fewer Is BetterRenaissance 0.14Test: Random Forest16 vCPUs8 vCPUs32 vCPUs2004006008001000Min: 989.63 / Avg: 997.71 / Max: 1005.37Min: 977.35 / Avg: 985.88 / Max: 996.04Min: 1026.01 / Avg: 1047.32 / Max: 1070.63

VP9 libvpx Encoding

This is a standard video encoding performance test of Google's libvpx library and the vpxenc command for the VP9 video format. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 1080p16 vCPUs8 vCPUs32 vCPUs3691215SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 311.7811.2712.111. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 1080p16 vCPUs8 vCPUs32 vCPUs48121620Min: 11.74 / Avg: 11.78 / Max: 11.81Min: 11.26 / Avg: 11.27 / Max: 11.29Min: 12.09 / Avg: 12.11 / Max: 12.131. (CXX) g++ options: -lm -lpthread -O3 -march=native -march=armv8-a -fPIC -U_FORTIFY_SOURCE -std=gnu++11

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradesoap16 vCPUs8 vCPUs32 vCPUs2K4K6K8K10KSE +/- 52.52, N = 4SE +/- 68.63, N = 4SE +/- 95.95, N = 20559880405015
OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradesoap16 vCPUs8 vCPUs32 vCPUs14002800420056007000Min: 5518 / Avg: 5597.5 / Max: 5751Min: 7846 / Avg: 8039.5 / Max: 8151Min: 4595 / Avg: 5015.35 / Max: 6201

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradebeans16 vCPUs8 vCPUs32 vCPUs13002600390052006500SE +/- 59.44, N = 4SE +/- 38.11, N = 20SE +/- 28.01, N = 4552455385954
OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Tradebeans16 vCPUs8 vCPUs32 vCPUs10002000300040005000Min: 5417 / Avg: 5523.5 / Max: 5693Min: 5186 / Avg: 5537.5 / Max: 5869Min: 5886 / Avg: 5954.25 / Max: 6023

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: CG.C16 vCPUs8 vCPUs32 vCPUs5K10K15K20K25KSE +/- 171.15, N = 3SE +/- 49.63, N = 15SE +/- 35.67, N = 312171.956855.8121433.921. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: CG.C16 vCPUs8 vCPUs32 vCPUs4K8K12K16K20KMin: 11903.82 / Avg: 12171.95 / Max: 12490.3Min: 6420.22 / Avg: 6855.81 / Max: 7040.3Min: 21363.89 / Avg: 21433.92 / Max: 21480.751. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs0.21150.4230.63450.8461.0575SE +/- 0.004, N = 3SE +/- 0.004, N = 3SE +/- 0.005, N = 30.9400.9030.915
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing16 vCPUs8 vCPUs32 vCPUs246810Min: 0.93 / Avg: 0.94 / Max: 0.95Min: 0.9 / Avg: 0.9 / Max: 0.91Min: 0.91 / Avg: 0.91 / Max: 0.92

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: LU.C16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 701.24, N = 3SE +/- 50.76, N = 3SE +/- 137.48, N = 355447.3132029.1487702.301. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: LU.C16 vCPUs8 vCPUs32 vCPUs15K30K45K60K75KMin: 54108.08 / Avg: 55447.31 / Max: 56477.53Min: 31931.06 / Avg: 32029.14 / Max: 32100.86Min: 87427.73 / Avg: 87702.3 / Max: 87852.231. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: IS.D16 vCPUs8 vCPUs32 vCPUs400800120016002000SE +/- 14.70, N = 3SE +/- 1.14, N = 3SE +/- 0.86, N = 31498.451104.261822.771. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: IS.D16 vCPUs8 vCPUs32 vCPUs30060090012001500Min: 1470.82 / Avg: 1498.45 / Max: 1520.98Min: 1102.35 / Avg: 1104.26 / Max: 1106.3Min: 1821.35 / Avg: 1822.77 / Max: 1824.311. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Stress-NG

Stress-NG is a Linux stress tool developed by Colin King of Canonical. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: CPU Stress16 vCPUs8 vCPUs32 vCPUs2K4K6K8K10KSE +/- 2.80, N = 3SE +/- 1.28, N = 3SE +/- 4.23, N = 34116.962065.538209.471. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: CPU Stress16 vCPUs8 vCPUs32 vCPUs14002800420056007000Min: 4111.64 / Avg: 4116.96 / Max: 4121.14Min: 2062.99 / Avg: 2065.53 / Max: 2067.08Min: 8203.26 / Avg: 8209.47 / Max: 8217.541. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: NUMA16 vCPUs8 vCPUs32 vCPUs30060090012001500SE +/- 4.29, N = 3SE +/- 1.98, N = 3SE +/- 1.69, N = 31113.531387.80549.131. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: NUMA16 vCPUs8 vCPUs32 vCPUs2004006008001000Min: 1108.66 / Avg: 1113.53 / Max: 1122.08Min: 1385.42 / Avg: 1387.8 / Max: 1391.73Min: 545.77 / Avg: 549.13 / Max: 551.121. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: CPU Cache16 vCPUs8 vCPUs32 vCPUs120240360480600SE +/- 2.05, N = 3SE +/- 2.30, N = 3SE +/- 0.28, N = 3551.25436.31566.911. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: CPU Cache16 vCPUs8 vCPUs32 vCPUs100200300400500Min: 547.93 / Avg: 551.25 / Max: 554.99Min: 431.86 / Avg: 436.31 / Max: 439.51Min: 566.61 / Avg: 566.91 / Max: 567.471. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Vector Math16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KSE +/- 27.43, N = 3SE +/- 6.31, N = 3SE +/- 190.70, N = 349102.3024633.9997749.081. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Vector Math16 vCPUs8 vCPUs32 vCPUs20K40K60K80K100KMin: 49049.12 / Avg: 49102.3 / Max: 49140.53Min: 24627.11 / Avg: 24633.99 / Max: 24646.6Min: 97367.81 / Avg: 97749.08 / Max: 97948.211. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Matrix Math16 vCPUs8 vCPUs32 vCPUs30K60K90K120K150KSE +/- 10.44, N = 3SE +/- 25.04, N = 3SE +/- 9.80, N = 376177.5638215.95151792.831. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: Matrix Math16 vCPUs8 vCPUs32 vCPUs30K60K90K120K150KMin: 76162.84 / Avg: 76177.56 / Max: 76197.75Min: 38166.79 / Avg: 38215.95 / Max: 38248.77Min: 151776.48 / Avg: 151792.83 / Max: 151810.361. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: System V Message Passing16 vCPUs8 vCPUs32 vCPUs1.3M2.6M3.9M5.2M6.5MSE +/- 15929.45, N = 3SE +/- 12538.93, N = 3SE +/- 7551.56, N = 35475267.364507844.176128517.101. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread
OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.14Test: System V Message Passing16 vCPUs8 vCPUs32 vCPUs1.1M2.2M3.3M4.4M5.5MMin: 5444646.96 / Avg: 5475267.36 / Max: 5498195.68Min: 4494799.53 / Avg: 4507844.17 / Max: 4532915.15Min: 6118435.12 / Avg: 6128517.1 / Max: 6143296.861. (CC) gcc options: -O3 -march=native -O2 -std=gnu99 -lm -laio -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lrt -lz -pthread

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.B16 vCPUs8 vCPUs32 vCPUs7K14K21K28K35KSE +/- 244.58, N = 3SE +/- 17.11, N = 3SE +/- 38.20, N = 319552.457338.9834381.911. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.B16 vCPUs8 vCPUs32 vCPUs6K12K18K24K30KMin: 19177.93 / Avg: 19552.45 / Max: 20012.21Min: 7305.07 / Avg: 7338.98 / Max: 7359.88Min: 34332.78 / Avg: 34381.91 / Max: 34457.151. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v216 vCPUs8 vCPUs32 vCPUs70140210280350SE +/- 1.36, N = 3SE +/- 0.78, N = 3SE +/- 0.05, N = 3328.89331.34322.77MIN: 322.15 / MAX: 373.8MIN: 327.36 / MAX: 339.94MIN: 319.63 / MAX: 326.431. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v216 vCPUs8 vCPUs32 vCPUs60120180240300Min: 326.83 / Avg: 328.89 / Max: 331.45Min: 330.44 / Avg: 331.34 / Max: 332.9Min: 322.67 / Avg: 322.77 / Max: 322.861. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl

ASTC Encoder

ASTC Encoder (astcenc) is for the Adaptive Scalable Texture Compression (ASTC) format commonly used with OpenGL, OpenGL ES, and Vulkan graphics APIs. This test profile does a coding test of both compression/decompression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Thorough16 vCPUs8 vCPUs32 vCPUs714212835SE +/- 0.0106, N = 3SE +/- 0.0316, N = 3SE +/- 0.0033, N = 314.214629.05057.16191. (CXX) g++ options: -O3 -march=native -flto -pthread
OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Thorough16 vCPUs8 vCPUs32 vCPUs612182430Min: 14.2 / Avg: 14.21 / Max: 14.23Min: 28.99 / Avg: 29.05 / Max: 29.09Min: 7.16 / Avg: 7.16 / Max: 7.171. (CXX) g++ options: -O3 -march=native -flto -pthread

ASKAP

ASKAP is a set of benchmarks from the Australian SKA Pathfinder. The principal ASKAP benchmarks are the Hogbom Clean Benchmark (tHogbomClean) and Convolutional Resamping Benchmark (tConvolve) as well as some previous ASKAP benchmarks being included as well for OpenCL and CUDA execution of tConvolve. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgIterations Per Second, More Is BetterASKAP 1.0Test: Hogbom Clean OpenMP16 vCPUs8 vCPUs32 vCPUs2004006008001000SE +/- 0.00, N = 3SE +/- 1.21, N = 3SE +/- 3.30, N = 3645.16371.30996.701. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgIterations Per Second, More Is BetterASKAP 1.0Test: Hogbom Clean OpenMP16 vCPUs8 vCPUs32 vCPUs2004006008001000Min: 645.16 / Avg: 645.16 / Max: 645.16Min: 369 / Avg: 371.3 / Max: 373.13Min: 990.1 / Avg: 996.7 / Max: 10001. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs0.00140.00280.00420.00560.007SE +/- 0.000, N = 15SE +/- 0.000, N = 3SE +/- 0.000, N = 140.0060.0050.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.116 vCPUs8 vCPUs32 vCPUs70140210280350SE +/- 0.80, N = 3SE +/- 0.64, N = 3SE +/- 0.07, N = 3305.23303.80301.15MIN: 298.53 / MAX: 370.85MIN: 300.11 / MAX: 314.72MIN: 299.13 / MAX: 307.21. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.116 vCPUs8 vCPUs32 vCPUs50100150200250Min: 303.64 / Avg: 305.23 / Max: 306.26Min: 302.52 / Avg: 303.8 / Max: 304.54Min: 301.02 / Avg: 301.15 / Max: 301.261. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl

Coremark

This is a test of EEMBC CoreMark processor benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgIterations/Sec, More Is BetterCoremark 1.0CoreMark Size 666 - Iterations Per Second16 vCPUs8 vCPUs32 vCPUs150K300K450K600K750KSE +/- 87.09, N = 3SE +/- 85.46, N = 3SE +/- 385.56, N = 3351562.54175037.77700917.941. (CC) gcc options: -O2 -O3 -march=native -lrt" -lrt
OpenBenchmarking.orgIterations/Sec, More Is BetterCoremark 1.0CoreMark Size 666 - Iterations Per Second16 vCPUs8 vCPUs32 vCPUs120K240K360K480K600KMin: 351390.92 / Avg: 351562.54 / Max: 351674.12Min: 174939.86 / Avg: 175037.77 / Max: 175208.06Min: 700218.82 / Avg: 700917.94 / Max: 701549.251. (CC) gcc options: -O2 -O3 -march=native -lrt" -lrt

Redis

Redis is an open-source in-memory data structure store, used as a database, cache, and message broker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 6.0.9Test: GET16 vCPUs8 vCPUs32 vCPUs400K800K1200K1600K2000KSE +/- 17762.42, N = 3SE +/- 19964.38, N = 5SE +/- 10764.67, N = 31798635.371980967.481926297.791. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3 -march=native
OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 6.0.9Test: GET16 vCPUs8 vCPUs32 vCPUs300K600K900K1200K1500KMin: 1777208.5 / Avg: 1798635.37 / Max: 1833888.12Min: 1920491.75 / Avg: 1980967.48 / Max: 2027626.88Min: 1914987.38 / Avg: 1926297.79 / Max: 1947817.751. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3 -march=native

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 6.0.9Test: SET16 vCPUs8 vCPUs32 vCPUs300K600K900K1200K1500KSE +/- 10176.81, N = 3SE +/- 15381.83, N = 3SE +/- 9294.72, N = 31305143.581440521.551411234.921. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3 -march=native
OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 6.0.9Test: SET16 vCPUs8 vCPUs32 vCPUs200K400K600K800K1000KMin: 1291489.12 / Avg: 1305143.58 / Max: 1325042.5Min: 1424943.88 / Avg: 1440521.55 / Max: 1471284.38Min: 1395868.25 / Avg: 1411234.92 / Max: 1427977.751. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3 -march=native

libavif avifenc

This is a test of the AOMedia libavif library testing the encoding of a JPEG image to AV1 Image Format (AVIF). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 6, Lossless16 vCPUs8 vCPUs32 vCPUs612182430SE +/- 0.19, N = 3SE +/- 0.11, N = 3SE +/- 0.00, N = 314.7023.3110.341. (CXX) g++ options: -O3 -fPIC -march=native -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 6, Lossless16 vCPUs8 vCPUs32 vCPUs510152025Min: 14.37 / Avg: 14.7 / Max: 15.03Min: 23.18 / Avg: 23.31 / Max: 23.54Min: 10.33 / Avg: 10.34 / Max: 10.351. (CXX) g++ options: -O3 -fPIC -march=native -lm

ASKAP

ASKAP is a set of benchmarks from the Australian SKA Pathfinder. The principal ASKAP benchmarks are the Hogbom Clean Benchmark (tHogbomClean) and Convolutional Resamping Benchmark (tConvolve) as well as some previous ASKAP benchmarks being included as well for OpenCL and CUDA execution of tConvolve. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve OpenMP - Degridding16 vCPUs8 vCPUs32 vCPUs2K4K6K8K10KSE +/- 0.00, N = 3SE +/- 33.24, N = 3SE +/- 0.00, N = 35023.702421.439181.241. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve OpenMP - Degridding16 vCPUs8 vCPUs32 vCPUs16003200480064008000Min: 5023.7 / Avg: 5023.7 / Max: 5023.7Min: 2356.25 / Avg: 2421.43 / Max: 2465.33Min: 9181.24 / Avg: 9181.24 / Max: 9181.241. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve OpenMP - Gridding16 vCPUs8 vCPUs32 vCPUs16003200480064008000SE +/- 43.40, N = 3SE +/- 29.91, N = 3SE +/- 66.63, N = 33631.812296.107262.741. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 1.0Test: tConvolve OpenMP - Gridding16 vCPUs8 vCPUs32 vCPUs13002600390052006500Min: 3550.08 / Avg: 3631.81 / Max: 3698Min: 2237.45 / Avg: 2296.1 / Max: 2335.58Min: 7196.11 / Avg: 7262.74 / Max: 73961. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: FT.C16 vCPUs8 vCPUs32 vCPUs11K22K33K44K55KSE +/- 300.01, N = 3SE +/- 15.96, N = 3SE +/- 41.18, N = 332644.8518574.2352309.811. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: FT.C16 vCPUs8 vCPUs32 vCPUs9K18K27K36K45KMin: 32073.63 / Avg: 32644.85 / Max: 33089.54Min: 18556.67 / Avg: 18574.23 / Max: 18606.1Min: 52227.66 / Avg: 52309.81 / Max: 52356.11. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs0.090.180.270.360.45SE +/- 0.003, N = 3SE +/- 0.000, N = 3SE +/- 0.001, N = 30.4000.3810.392
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State16 vCPUs8 vCPUs32 vCPUs12345Min: 0.39 / Avg: 0.4 / Max: 0.41Min: 0.38 / Avg: 0.38 / Max: 0.38Min: 0.39 / Avg: 0.39 / Max: 0.39

libavif avifenc

This is a test of the AOMedia libavif library testing the encoding of a JPEG image to AV1 Image Format (AVIF). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 616 vCPUs8 vCPUs32 vCPUs510152025SE +/- 0.037, N = 3SE +/- 0.130, N = 3SE +/- 0.020, N = 311.16820.2736.6821. (CXX) g++ options: -O3 -fPIC -march=native -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 616 vCPUs8 vCPUs32 vCPUs510152025Min: 11.1 / Avg: 11.17 / Max: 11.22Min: 20.12 / Avg: 20.27 / Max: 20.53Min: 6.66 / Avg: 6.68 / Max: 6.721. (CXX) g++ options: -O3 -fPIC -march=native -lm

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 10, Lossless16 vCPUs8 vCPUs32 vCPUs3691215SE +/- 0.065, N = 8SE +/- 0.096, N = 3SE +/- 0.072, N = 37.6589.9976.7751. (CXX) g++ options: -O3 -fPIC -march=native -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.10Encoder Speed: 10, Lossless16 vCPUs8 vCPUs32 vCPUs3691215Min: 7.56 / Avg: 7.66 / Max: 8.11Min: 9.81 / Avg: 10 / Max: 10.13Min: 6.66 / Avg: 6.78 / Max: 6.911. (CXX) g++ options: -O3 -fPIC -march=native -lm

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Jython16 vCPUs8 vCPUs32 vCPUs11002200330044005500SE +/- 36.80, N = 4SE +/- 30.34, N = 4SE +/- 5.52, N = 4501051885079
OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 9.12-MR1Java Test: Jython16 vCPUs8 vCPUs32 vCPUs9001800270036004500Min: 4953 / Avg: 5009.75 / Max: 5116Min: 5123 / Avg: 5187.75 / Max: 5269Min: 5069 / Avg: 5079 / Max: 5090

ASTC Encoder

ASTC Encoder (astcenc) is for the Adaptive Scalable Texture Compression (ASTC) format commonly used with OpenGL, OpenGL ES, and Vulkan graphics APIs. This test profile does a coding test of both compression/decompression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Medium16 vCPUs8 vCPUs32 vCPUs3691215SE +/- 0.0194, N = 3SE +/- 0.0253, N = 3SE +/- 0.0035, N = 36.94499.05055.98251. (CXX) g++ options: -O3 -march=native -flto -pthread
OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Medium16 vCPUs8 vCPUs32 vCPUs3691215Min: 6.91 / Avg: 6.94 / Max: 6.98Min: 9 / Avg: 9.05 / Max: 9.08Min: 5.98 / Avg: 5.98 / Max: 5.991. (CXX) g++ options: -O3 -march=native -flto -pthread

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v216 vCPUs8 vCPUs32 vCPUs20406080100SE +/- 0.34, N = 3SE +/- 0.10, N = 3SE +/- 0.00, N = 396.2195.7395.47MIN: 95.08 / MAX: 100.72MIN: 95.23 / MAX: 97.46MIN: 95.15 / MAX: 96.881. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v216 vCPUs8 vCPUs32 vCPUs20406080100Min: 95.77 / Avg: 96.21 / Max: 96.87Min: 95.54 / Avg: 95.73 / Max: 95.86Min: 95.47 / Avg: 95.47 / Max: 95.481. (CXX) g++ options: -O3 -march=native -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.C16 vCPUs8 vCPUs32 vCPUs11K22K33K44K55KSE +/- 102.49, N = 3SE +/- 46.23, N = 3SE +/- 31.40, N = 333309.7627703.3350939.051. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.C16 vCPUs8 vCPUs32 vCPUs9K18K27K36K45KMin: 33174.43 / Avg: 33309.76 / Max: 33510.76Min: 27619.18 / Avg: 27703.33 / Max: 27778.6Min: 50888.97 / Avg: 50939.05 / Max: 50996.91. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

LAMMPS Molecular Dynamics Simulator

LAMMPS is a classical molecular dynamics code, and an acronym for Large-scale Atomic/Molecular Massively Parallel Simulator. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: Rhodopsin Protein16 vCPUs8 vCPUs32 vCPUs48121620SE +/- 0.037, N = 3SE +/- 0.011, N = 3SE +/- 0.012, N = 38.8614.81216.5961. (CXX) g++ options: -O3 -march=native -ldl
OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: Rhodopsin Protein16 vCPUs8 vCPUs32 vCPUs48121620Min: 8.79 / Avg: 8.86 / Max: 8.91Min: 4.79 / Avg: 4.81 / Max: 4.83Min: 16.57 / Avg: 16.6 / Max: 16.611. (CXX) g++ options: -O3 -march=native -ldl

136 Results Shown

SPECjbb 2015:
  SPECjbb2015-Composite critical-jOPS
  SPECjbb2015-Composite max-jOPS
LAMMPS Molecular Dynamics Simulator
Renaissance:
  Akka Unbalanced Cobwebbed Tree
  Savina Reactors.IO
OpenFOAM:
  drivaerFastback, Medium Mesh Size - Execution Time
  drivaerFastback, Medium Mesh Size - Mesh Time
Graph500:
  26:
    bfs max_TEPS
    sssp max_TEPS
    bfs median_TEPS
    sssp median_TEPS
Apache Spark:
  40000000 - 2000 - Broadcast Inner Join Test Time
  40000000 - 2000 - Inner Join Test Time
  40000000 - 2000 - Repartition Test Time
  40000000 - 2000 - Group By Test Time
  40000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  40000000 - 2000 - Calculate Pi Benchmark
  40000000 - 2000 - SHA-512 Benchmark Time
  40000000 - 100 - Broadcast Inner Join Test Time
  40000000 - 100 - Inner Join Test Time
  40000000 - 100 - Repartition Test Time
  40000000 - 100 - Group By Test Time
  40000000 - 100 - Calculate Pi Benchmark Using Dataframe
  40000000 - 100 - Calculate Pi Benchmark
  40000000 - 100 - SHA-512 Benchmark Time
Blender
Timed Gem5 Compilation
Apache Spark:
  1000000 - 100 - Broadcast Inner Join Test Time
  1000000 - 100 - Inner Join Test Time
  1000000 - 100 - Repartition Test Time
  1000000 - 100 - Group By Test Time
  1000000 - 100 - Calculate Pi Benchmark Using Dataframe
  1000000 - 100 - Calculate Pi Benchmark
  1000000 - 100 - SHA-512 Benchmark Time
Blender
PostgreSQL pgbench:
  100 - 250 - Read Write - Average Latency
  100 - 250 - Read Write
Renaissance
PostgreSQL pgbench:
  100 - 250 - Read Only - Average Latency
  100 - 250 - Read Only
VP9 libvpx Encoding
Renaissance
Apache Spark:
  1000000 - 2000 - Broadcast Inner Join Test Time
  1000000 - 2000 - Inner Join Test Time
  1000000 - 2000 - Repartition Test Time
  1000000 - 2000 - Group By Test Time
  1000000 - 2000 - Calculate Pi Benchmark Using Dataframe
  1000000 - 2000 - Calculate Pi Benchmark
  1000000 - 2000 - SHA-512 Benchmark Time
libavif avifenc
Facebook RocksDB
Renaissance
Blender
Renaissance
GPAW
TNN
GROMACS
Apache Cassandra
Facebook RocksDB
libavif avifenc
OpenSSL
ASKAP:
  tConvolve MPI - Gridding
  tConvolve MPI - Degridding
PyHPC Benchmarks
ASTC Encoder
PostgreSQL pgbench:
  100 - 100 - Read Only - Average Latency
  100 - 100 - Read Only
  100 - 100 - Read Write - Average Latency
  100 - 100 - Read Write
Renaissance:
  Genetic Algorithm Using Jenetics + Futures
  Apache Spark ALS
Aircrack-ng
Renaissance
ASKAP:
  tConvolve MT - Degridding
  tConvolve MT - Gridding
VP9 libvpx Encoding
High Performance Conjugate Gradient
Renaissance
NAS Parallel Benchmarks
Stress-NG
NAS Parallel Benchmarks:
  BT.C
  EP.D
TensorFlow Lite
Facebook RocksDB
VP9 libvpx Encoding
nginx:
  500
  1000
Sysbench
PyHPC Benchmarks
Timed FFmpeg Compilation
DaCapo Benchmark
PyHPC Benchmarks
TensorFlow Lite:
  Inception V4
  Inception ResNet V2
  NASNet Mobile
  Mobilenet Float
  Mobilenet Quant
OpenSSL:
  RSA4096:
    verify/s
    sign/s
Facebook RocksDB
Timed MPlayer Compilation
Renaissance
VP9 libvpx Encoding
DaCapo Benchmark:
  Tradesoap
  Tradebeans
NAS Parallel Benchmarks
PyHPC Benchmarks
NAS Parallel Benchmarks:
  LU.C
  IS.D
Stress-NG:
  CPU Stress
  NUMA
  CPU Cache
  Vector Math
  Matrix Math
  System V Message Passing
NAS Parallel Benchmarks
TNN
ASTC Encoder
ASKAP
PyHPC Benchmarks
TNN
Coremark
Redis:
  GET
  SET
libavif avifenc
ASKAP:
  tConvolve OpenMP - Degridding
  tConvolve OpenMP - Gridding
NAS Parallel Benchmarks
PyHPC Benchmarks
libavif avifenc:
  6
  10, Lossless
DaCapo Benchmark
ASTC Encoder
TNN
NAS Parallel Benchmarks
LAMMPS Molecular Dynamics Simulator