friday kaby

Intel Core i7-8550U testing with a Dell 0H0VG3 (1.10.0 BIOS) and Intel UHD 620 KBL GT2 3GB on Ubuntu 20.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2110233-TJ-FRIDAYKAB53
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AV1 2 Tests
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October 22 2021
  1 Hour, 21 Minutes
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October 23 2021
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friday kabyProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLOpenCLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-8550U @ 4.00GHz (4 Cores / 8 Threads)Dell 0H0VG3 (1.10.0 BIOS)Intel Xeon E3-1200 v6/7th8GBPM961 NVMe SAMSUNG 256GBIntel UHD 620 KBL GT2 3GB (1150MHz)Realtek ALC3271Qualcomm Atheros QCA6174 802.11acUbuntu 20.105.8.0-63-generic (x86_64)GNOME Shell 3.38.2X Server 1.20.94.6 Mesa 20.2.6OpenCL 2.11.2.145GCC 10.3.0ext41920x1080OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-poYruo/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-poYruo/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details- Scaling Governor: intel_pstate powersave - CPU Microcode: 0xea - Thermald 2.3 Python Details- Python 3.8.10Security Details- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Mitigation of PTI + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Mitigation of Microcode + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%102%104%105%107%PyHPC BenchmarksRAR Compressiondav1dAOM AV1OpenSSLZstd CompressionGIMPOpenCV

friday kabyaom-av1: Speed 4 Two-Pass - Bosphorus 4Kaom-av1: Speed 6 Two-Pass - Bosphorus 4Kopencv: Features 2Daom-av1: Speed 4 Two-Pass - Bosphorus 1080pcompress-zstd: 19, Long Mode - Decompression Speedcompress-zstd: 19, Long Mode - Compression Speedopencv: DNN - Deep Neural Networkpyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingaom-av1: Speed 6 Realtime - Bosphorus 4Kpyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingaom-av1: Speed 6 Realtime - Bosphorus 1080ppyhpc: CPU - Theano - 4194304 - Isoneutral Mixingpyhpc: CPU - Bohrium - 4194304 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Isoneutral Mixingcompress-zstd: 19 - Decompression Speedcompress-zstd: 19 - Compression Speedpyhpc: CPU - Numba - 4194304 - Isoneutral Mixingopencv: Object Detectionaom-av1: Speed 6 Two-Pass - Bosphorus 1080ppyhpc: CPU - Numpy - 4194304 - Equation of Statecompress-rar: Linux Source Tree Archiving To RARdav1d: Chimera 1080p 10-bitdav1d: Summer Nature 4Kpyhpc: CPU - JAX - 65536 - Isoneutral Mixingdav1d: Chimera 1080ppyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Equation of Stateaom-av1: Speed 8 Realtime - Bosphorus 4Kpyhpc: CPU - Numba - 4194304 - Equation of Statecompress-zstd: 8, Long Mode - Decompression Speedcompress-zstd: 8, Long Mode - Compression Speedcompress-zstd: 3, Long Mode - Decompression Speedcompress-zstd: 3, Long Mode - Compression Speedcompress-zstd: 3 - Decompression Speedpyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingcompress-zstd: 3 - Compression Speedcompress-zstd: 8 - Decompression Speedcompress-zstd: 8 - Compression Speedpyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: CPU - Theano - 16384 - Isoneutral Mixingpyhpc: CPU - Theano - 1048576 - Isoneutral Mixingpyhpc: CPU - Bohrium - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 262144 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingaom-av1: Speed 9 Realtime - Bosphorus 4Kpyhpc: CPU - Bohrium - 1048576 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - Theano - 262144 - Isoneutral Mixingaom-av1: Speed 10 Realtime - Bosphorus 4Kpyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - Bohrium - 16384 - Equation of Statepyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - Theano - 16384 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Equation of Stateopenssl: openssl: pyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixinggimp: unsharp-maskpyhpc: CPU - Theano - 4194304 - Equation of Statepyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - Bohrium - 1048576 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - Theano - 1048576 - Equation of Statepyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Stategimp: auto-levelsgimp: rotatepyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Bohrium - 4194304 - Equation of Statepyhpc: CPU - Numpy - 262144 - Equation of Statedav1d: Summer Nature 1080ppyhpc: CPU - Bohrium - 65536 - Isoneutral Mixinggimp: resizepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Theano - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Equation of Stateaom-av1: Speed 8 Realtime - Bosphorus 1080ppyhpc: CPU - Theano - 65536 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Equation of Stateaom-av1: Speed 9 Realtime - Bosphorus 1080ppyhpc: CPU - Bohrium - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Isoneutral Mixingaom-av1: Speed 10 Realtime - Bosphorus 1080ppyhpc: CPU - Bohrium - 262144 - Equation of Statepyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Bohrium - 65536 - Equation of Statepyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 4194304 - Isoneutral Mixing1231.472.961849163.832650.97.672402063.6184.452.4815.232.2691.8121.3692645.313.31.609959909.262.10267.932209.4274.110.02292.90.0220.01815.850.2633119.61583033.6299.70.8791038.53015.6140.20.170.0060.5450.1440.1770.0230.56823.610.4820.0030.11926.660.3070.0310.0010.0020.0680.0690.3840.01661773.11052.30.1050.08417.5320.3660.0010.1050.4570.0040.0920.0010.00914.64213.9490.0240.0090.3280.102286.30.06611.5170.0050.0660.0280.00362.090.0060.0390.00277.630.0440.0060.1080.04285.270.0480.0040.0040.0340.0240.0240.0061.4831786323.852663.57.631112733.6094.612.6355.182.2821.7891.3662621.413.81.608721269.282.10269.348212.3476.560.02292.360.0220.01716.270.2593154.4159.23073.6299.12957.70.881083.33025.8140.90.1690.0060.5430.1430.1750.0220.56723.920.4830.0030.11726.790.3090.0310.0010.0020.0670.0690.3860.01663199.41054.10.1050.08417.5850.3630.0010.1050.4570.0040.0930.0010.00914.81213.9530.0240.0090.3290.101293.110.06511.6320.0050.0650.0280.00362.60.0060.0010.0390.00277.870.0440.0060.1090.04285.750.0480.0040.0050.0340.0250.0240.0061.4831704783.842658.37.641093483.5944.672.4885.242.2991.7941.3552658.613.31.619637119.242.08369.724212.5176.750.02292.970.0220.01716.410.2613143.71623042.2297.22939.50.8761094.23024.6141.80.1680.0060.5450.1440.1740.0220.56823.940.4830.0020.11726.80.3040.0310.0010.0020.0680.0680.3880.01661948.21053.30.1050.08517.6510.3570.0010.1050.460.0040.0910.0010.00914.77513.9750.0280.0090.3290.103290.070.06611.5160.0050.0650.0280.00362.50.0060.0010.0390.00278.580.0450.0060.1090.04286.240.0470.0040.0040.0340.0240.0240.006OpenBenchmarking.org

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 4K3210.3330.6660.9991.3321.6651.481.481.471. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 4K3210.6751.352.0252.73.3753.003.002.961. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.5.4Test: Features 2D32140K80K120K160K200K1704781786321849161. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 1080p2310.86631.73262.59893.46524.33153.853.843.831. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

Zstd Compression

This test measures the time needed to compress/decompress a sample input file using Zstd compression supplied by the system or otherwise externally of the test profile. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Decompression Speed23160012001800240030002663.52658.32650.91. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Compression Speed1322468107.677.647.631. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.5.4Test: DNN - Deep Neural Network32150K100K150K200K250K1093481112732402061. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.81411.62822.44233.25644.07053.5943.6093.618

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Realtime - Input: Bosphorus 4K3211.05082.10163.15244.20325.2544.674.614.451. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing1320.59291.18581.77872.37162.96452.4812.4882.635

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Realtime - Input: Bosphorus 1080p3121.1792.3583.5374.7165.8955.245.235.181. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.51731.03461.55192.06922.58652.2692.2822.299

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing2310.40770.81541.22311.63082.03851.7891.7941.812

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.3080.6160.9241.2321.541.3551.3661.369

Zstd Compression

This test measures the time needed to compress/decompress a sample input file using Zstd compression supplied by the system or otherwise externally of the test profile. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Decompression Speed31260012001800240030002658.62645.32621.41. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Compression Speed2314812162013.813.313.31. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing2130.36430.72861.09291.45721.82151.6081.6091.619

OpenCV

This is a benchmark of the OpenCV (Computer Vision) library's built-in performance tests. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.5.4Test: Object Detection32120K40K60K80K100K6371172126959901. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 1080p21336912159.289.269.241. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State3120.4730.9461.4191.8922.3652.0832.1022.102

RAR Compression

This test measures the time needed to archive/compress two copies of the Linux 5.14 kernel source tree using RAR/WinRAR compression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRAR Compression 6.0.2Linux Source Tree Archiving To RAR123163248648067.9369.3569.72

dav1d

Dav1d is an open-source, speedy AV1 video decoder. This test profile times how long it takes to decode sample AV1 video content. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is Betterdav1d 0.9.2Video Input: Chimera 1080p 10-bit32150100150200250212.51212.34209.42MIN: 167.89 / MAX: 335.83MIN: 167.1 / MAX: 337.96MIN: 165 / MAX: 331.221. (CC) gcc options: -pthread -lm

OpenBenchmarking.orgFPS, More Is Betterdav1d 0.9.2Video Input: Summer Nature 4K3212040608010076.7576.5674.11MIN: 68.54 / MAX: 88.21MIN: 68.62 / MAX: 88.42MIN: 65.16 / MAX: 86.721. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing1230.00450.0090.01350.0180.02250.020.020.02

dav1d

Dav1d is an open-source, speedy AV1 video decoder. This test profile times how long it takes to decode sample AV1 video content. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is Betterdav1d 0.9.2Video Input: Chimera 1080p31260120180240300292.97292.90292.36MIN: 206.12 / MAX: 500.23MIN: 209.37 / MAX: 484.2MIN: 205.38 / MAX: 443.651. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing1230.0050.010.0150.020.0250.0220.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State2310.00410.00820.01230.01640.02050.0170.0170.018

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 8 Realtime - Input: Bosphorus 4K3214812162016.4116.2715.851. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State2310.05920.11840.17760.23680.2960.2590.2610.263

Zstd Compression

This test measures the time needed to compress/decompress a sample input file using Zstd compression supplied by the system or otherwise externally of the test profile. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Decompression Speed23170014002100280035003154.43143.73119.61. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Compression Speed3214080120160200162.0159.2158.01. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Decompression Speed23170014002100280035003073.63042.23033.61. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Compression Speed12370140210280350299.7299.1297.21. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Decompression Speed2360012001800240030002957.72939.51. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing3120.1980.3960.5940.7920.990.8760.8790.880

Zstd Compression

This test measures the time needed to compress/decompress a sample input file using Zstd compression supplied by the system or otherwise externally of the test profile. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Compression Speed32120040060080010001094.21083.31038.51. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Decompression Speed23160012001800240030003025.83024.63015.61. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Compression Speed321306090120150141.8140.9140.21. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State3210.03830.07660.11490.15320.19150.1680.1690.170

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing2130.12260.24520.36780.49040.6130.5430.5450.545

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing2130.03240.06480.09720.12960.1620.1430.1440.144

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.03980.07960.11940.15920.1990.1740.1750.177

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State2310.00520.01040.01560.02080.0260.0220.0220.023

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing2130.12780.25560.38340.51120.6390.5670.5680.568

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 9 Realtime - Input: Bosphorus 4K32161218243023.9423.9223.611. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.10870.21740.32610.43480.54350.4820.4830.483

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State3120.00070.00140.00210.00280.00350.0020.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing2310.02680.05360.08040.10720.1340.1170.1170.119

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 10 Realtime - Input: Bosphorus 4K32161218243026.8026.7926.661. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing3120.06950.1390.20850.2780.34750.3040.3070.309

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State1230.0070.0140.0210.0280.0350.0310.0310.031

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State1230.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State1230.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing2130.01530.03060.04590.06120.07650.0670.0680.068

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State3120.01550.0310.04650.0620.07750.0680.0690.069

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.08730.17460.26190.34920.43650.3840.3860.388

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State1230.00360.00720.01080.01440.0180.0160.0160.016

OpenSSL

OpenSSL is an open-source toolkit that implements SSL (Secure Sockets Layer) and TLS (Transport Layer Security) protocols. The system/openssl test profiles relies on benchmarking the system/OS-supplied openssl binary rather than the pts/openssl test profile that uses the locally-built OpenSSL for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgverify/s, More Is BetterOpenSSL23114K28K42K56K70K63199.461948.261773.11. OpenSSL 1.1.1f 31 Mar 2020

OpenBenchmarking.orgsign/s, More Is BetterOpenSSL23120040060080010001054.11053.31052.31. OpenSSL 1.1.1f 31 Mar 2020

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State1230.02360.04720.07080.09440.1180.1050.1050.105

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.01910.03820.05730.07640.09550.0840.0840.085

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.18Test: unsharp-mask1234812162017.5317.5917.65

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State3210.08240.16480.24720.32960.4120.3570.3630.366

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State1230.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State1230.02360.04720.07080.09440.1180.1050.1050.105

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State1230.10350.2070.31050.4140.51750.4570.4570.460

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State3120.02090.04180.06270.08360.10450.0910.0920.093

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State1230.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State1230.0020.0040.0060.0080.010.0090.0090.009

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.18Test: auto-levels1324812162014.6414.7814.81

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.18Test: rotate1234812162013.9513.9513.98

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State1230.00630.01260.01890.02520.03150.0240.0240.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.0020.0040.0060.0080.010.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State1230.0740.1480.2220.2960.370.3280.3290.329

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State2130.02320.04640.06960.09280.1160.1010.1020.103

dav1d

Dav1d is an open-source, speedy AV1 video decoder. This test profile times how long it takes to decode sample AV1 video content. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is Betterdav1d 0.9.2Video Input: Summer Nature 1080p23160120180240300293.11290.07286.30MIN: 274.32 / MAX: 319.71MIN: 269.85 / MAX: 315.15MIN: 268.98 / MAX: 310.561. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing2130.01490.02980.04470.05960.07450.0650.0660.066

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.18Test: resize312369121511.5211.5211.63

PyHPC Benchmarks

Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State2310.01490.02980.04470.05960.07450.0650.0650.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing1230.00630.01260.01890.02520.03150.0280.0280.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State1230.00070.00140.00210.00280.00350.0030.0030.003

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 8 Realtime - Input: Bosphorus 1080p231142842567062.6062.5062.091. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State1230.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State230.00020.00040.00060.00080.0010.0010.001

Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

1: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State1230.00880.01760.02640.03520.0440.0390.0390.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State1230.00050.0010.00150.0020.00250.0020.0020.002

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 9 Realtime - Input: Bosphorus 1080p3212040608010078.5877.8777.631. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.01010.02020.03030.04040.05050.0440.0440.045

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State1230.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.02450.0490.07350.0980.12250.1080.1090.109

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing1230.00950.0190.02850.0380.04750.0420.0420.042

AOM AV1

This is a test of the AOMedia AV1 encoder (libaom) developed by AOMedia and Google. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 10 Realtime - Input: Bosphorus 1080p3212040608010086.2485.7585.271. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State3120.01080.02160.03240.04320.0540.0470.0480.048

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State1230.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State1320.00110.00220.00330.00440.00550.0040.0040.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State1230.00770.01540.02310.03080.03850.0340.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State1320.00560.01120.01680.02240.0280.0240.0240.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing1230.00540.01080.01620.02160.0270.0240.0240.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00140.00280.00420.00560.0070.0060.0060.006

Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

102 Results Shown

AOM AV1:
  Speed 4 Two-Pass - Bosphorus 4K
  Speed 6 Two-Pass - Bosphorus 4K
OpenCV
AOM AV1
Zstd Compression:
  19, Long Mode - Decompression Speed
  19, Long Mode - Compression Speed
OpenCV
PyHPC Benchmarks
AOM AV1
PyHPC Benchmarks
AOM AV1
PyHPC Benchmarks:
  CPU - Theano - 4194304 - Isoneutral Mixing
  CPU - Bohrium - 4194304 - Isoneutral Mixing
  CPU - JAX - 4194304 - Isoneutral Mixing
Zstd Compression:
  19 - Decompression Speed
  19 - Compression Speed
PyHPC Benchmarks
OpenCV
AOM AV1
PyHPC Benchmarks
RAR Compression
dav1d:
  Chimera 1080p 10-bit
  Summer Nature 4K
PyHPC Benchmarks
dav1d
PyHPC Benchmarks:
  CPU - Numba - 65536 - Isoneutral Mixing
  CPU - JAX - 1048576 - Equation of State
AOM AV1
PyHPC Benchmarks
Zstd Compression:
  8, Long Mode - Decompression Speed
  8, Long Mode - Compression Speed
  3, Long Mode - Decompression Speed
  3, Long Mode - Compression Speed
  3 - Decompression Speed
PyHPC Benchmarks
Zstd Compression:
  3 - Compression Speed
  8 - Decompression Speed
  8 - Compression Speed
PyHPC Benchmarks:
  CPU - TensorFlow - 4194304 - Equation of State
  CPU - Theano - 16384 - Isoneutral Mixing
  CPU - Theano - 1048576 - Isoneutral Mixing
  CPU - Bohrium - 262144 - Isoneutral Mixing
  CPU - Numpy - 262144 - Isoneutral Mixing
  CPU - Theano - 262144 - Equation of State
  CPU - PyTorch - 1048576 - Isoneutral Mixing
AOM AV1
PyHPC Benchmarks:
  CPU - Bohrium - 1048576 - Isoneutral Mixing
  CPU - TensorFlow - 65536 - Equation of State
  CPU - Theano - 262144 - Isoneutral Mixing
AOM AV1
PyHPC Benchmarks:
  CPU - JAX - 1048576 - Isoneutral Mixing
  CPU - Bohrium - 16384 - Equation of State
  CPU - JAX - 65536 - Equation of State
  CPU - Theano - 16384 - Equation of State
  CPU - JAX - 262144 - Isoneutral Mixing
  CPU - JAX - 4194304 - Equation of State
  CPU - Numba - 1048576 - Isoneutral Mixing
  CPU - Numba - 262144 - Equation of State
OpenSSL:
 
 
PyHPC Benchmarks:
  CPU - PyTorch - 4194304 - Equation of State
  CPU - Numba - 262144 - Isoneutral Mixing
GIMP
PyHPC Benchmarks:
  CPU - Theano - 4194304 - Equation of State
  CPU - TensorFlow - 16384 - Equation of State
  CPU - Bohrium - 1048576 - Equation of State
  CPU - Numpy - 1048576 - Equation of State
  CPU - JAX - 16384 - Isoneutral Mixing
  CPU - Theano - 1048576 - Equation of State
  CPU - Numba - 16384 - Equation of State
  CPU - TensorFlow - 262144 - Equation of State
GIMP:
  auto-levels
  rotate
PyHPC Benchmarks:
  CPU - PyTorch - 1048576 - Equation of State
  CPU - Numpy - 16384 - Isoneutral Mixing
  CPU - Bohrium - 4194304 - Equation of State
  CPU - Numpy - 262144 - Equation of State
dav1d
PyHPC Benchmarks
GIMP
PyHPC Benchmarks:
  CPU - Numba - 16384 - Isoneutral Mixing
  CPU - Numba - 1048576 - Equation of State
  CPU - Theano - 65536 - Isoneutral Mixing
  CPU - JAX - 262144 - Equation of State
AOM AV1
PyHPC Benchmarks:
  CPU - Theano - 65536 - Equation of State
  CPU - PyTorch - 16384 - Equation of State
  CPU - TensorFlow - 1048576 - Equation of State
  CPU - PyTorch - 65536 - Equation of State
AOM AV1
PyHPC Benchmarks:
  CPU - Bohrium - 16384 - Isoneutral Mixing
  CPU - PyTorch - 262144 - Equation of State
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - Numpy - 65536 - Isoneutral Mixing
AOM AV1
PyHPC Benchmarks:
  CPU - Bohrium - 262144 - Equation of State
  CPU - Numba - 65536 - Equation of State
  CPU - Numpy - 16384 - Equation of State
  CPU - Bohrium - 65536 - Equation of State
  CPU - Numpy - 65536 - Equation of State
  CPU - PyTorch - 65536 - Isoneutral Mixing
  CPU - PyTorch - 16384 - Isoneutral Mixing