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 4K1230.3330.6660.9991.3321.6651.471.481.481. (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 4K1230.6751.352.0252.73.3752.963.003.001. (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 2D12340K80K120K160K200K1849161786321704781. (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 1080p1320.86631.73262.59893.46524.33153.833.843.851. (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 Speed13260012001800240030002650.92658.32663.51. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Compression Speed2312468107.637.647.671. *** 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 Network12350K100K150K200K250K2402061112731093481. (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 Mixing1230.81411.62822.44233.25644.07053.6183.6093.594

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 4K1231.05082.10163.15244.20325.2544.454.614.671. (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 Mixing2310.59291.18581.77872.37162.96452.6352.4882.481

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 1080p2131.1792.3583.5374.7165.8955.185.235.241. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.51731.03461.55192.06922.58652.2992.2822.269

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing1320.40770.81541.22311.63082.03851.8121.7941.789

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.3080.6160.9241.2321.541.3691.3661.355

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 Speed21360012001800240030002621.42645.32658.61. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Compression Speed1324812162013.313.313.81. *** 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 Mixing3120.36430.72861.09291.45721.82151.6191.6091.608

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 Detection12320K40K60K80K100K9599072126637111. (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 1080p31236912159.249.269.281. (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 State2130.4730.9461.4191.8922.3652.1022.1022.083

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 RAR321163248648069.7269.3567.93

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-bit12350100150200250209.42212.34212.51MIN: 165 / MAX: 331.22MIN: 167.1 / MAX: 337.96MIN: 167.89 / MAX: 335.831. (CC) gcc options: -pthread -lm

OpenBenchmarking.orgFPS, More Is Betterdav1d 0.9.2Video Input: Summer Nature 4K1232040608010074.1176.5676.75MIN: 65.16 / MAX: 86.72MIN: 68.62 / MAX: 88.42MIN: 68.54 / MAX: 88.211. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00450.0090.01350.0180.02250.020.020.02

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 1080p21360120180240300292.36292.90292.97MIN: 205.38 / MAX: 443.65MIN: 209.37 / MAX: 484.2MIN: 206.12 / MAX: 500.231. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.0050.010.0150.020.0250.0220.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State1320.00410.00820.01230.01640.02050.0180.0170.017

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 4K1234812162015.8516.2716.411. (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 State1320.05920.11840.17760.23680.2960.2630.2610.259

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 Speed13270014002100280035003119.63143.73154.41. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Compression Speed1234080120160200158.0159.2162.01. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Decompression Speed13270014002100280035003033.63042.23073.61. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Compression Speed32170140210280350297.2299.1299.71. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Decompression Speed3260012001800240030002939.52957.71. *** 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 Mixing2130.1980.3960.5940.7920.990.8800.8790.876

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 Speed12320040060080010001038.51083.31094.21. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Decompression Speed13260012001800240030003015.63024.63025.81. *** zstd command line interface 64-bits v1.4.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Compression Speed123306090120150140.2140.9141.81. *** 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 State1230.03830.07660.11490.15320.19150.1700.1690.168

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing3120.12260.24520.36780.49040.6130.5450.5450.543

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing3120.03240.06480.09720.12960.1620.1440.1440.143

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.03980.07960.11940.15920.1990.1770.1750.174

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State1320.00520.01040.01560.02080.0260.0230.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing3120.12780.25560.38340.51120.6390.5680.5680.567

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 4K12361218243023.6123.9223.941. (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 Mixing3210.10870.21740.32610.43480.54350.4830.4830.482

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State2130.00070.00140.00210.00280.00350.0030.0030.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing1320.02680.05360.08040.10720.1340.1190.1170.117

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 4K12361218243026.6626.7926.801. (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 Mixing2130.06950.1390.20850.2780.34750.3090.3070.304

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State3210.0070.0140.0210.0280.0350.0310.0310.031

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State3210.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State3210.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing3120.01530.03060.04590.06120.07650.0680.0680.067

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State2130.01550.0310.04650.0620.07750.0690.0690.068

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.08730.17460.26190.34920.43650.3880.3860.384

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State3210.00360.00720.01080.01440.0180.0160.0160.016

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 BetterOpenSSL13214K28K42K56K70K61773.161948.263199.41. OpenSSL 1.1.1f 31 Mar 2020

OpenBenchmarking.orgsign/s, More Is BetterOpenSSL13220040060080010001052.31053.31054.11. 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 State3210.02360.04720.07080.09440.1180.1050.1050.105

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.01910.03820.05730.07640.09550.0850.0840.084

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-mask3214812162017.6517.5917.53

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State1230.08240.16480.24720.32960.4120.3660.3630.357

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State3210.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State3210.02360.04720.07080.09440.1180.1050.1050.105

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State3210.10350.2070.31050.4140.51750.4600.4570.457

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State2130.02090.04180.06270.08360.10450.0930.0920.091

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State3210.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State3210.0020.0040.0060.0080.010.0090.0090.009

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-levels2314812162014.8114.7814.64

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.18Test: rotate3214812162013.9813.9513.95

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State3210.00630.01260.01890.02520.03150.0280.0240.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.0020.0040.0060.0080.010.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State3210.0740.1480.2220.2960.370.3290.3290.328

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State3120.02320.04640.06960.09280.1160.1030.1020.101

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 1080p13260120180240300286.30290.07293.11MIN: 268.98 / MAX: 310.56MIN: 269.85 / MAX: 315.15MIN: 274.32 / MAX: 319.711. (CC) gcc options: -pthread -lm

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing3120.01490.02980.04470.05960.07450.0660.0660.065

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: resize213369121511.6311.5211.52

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 Mixing3210.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State1320.01490.02980.04470.05960.07450.0660.0650.065

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00630.01260.01890.02520.03150.0280.0280.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State3210.00070.00140.00210.00280.00350.0030.0030.003

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 1080p132142842567062.0962.5062.601. (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 State3210.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State320.00020.00040.00060.00080.0010.0010.001

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 State3210.00880.01760.02640.03520.0440.0390.0390.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State3210.00050.0010.00150.0020.00250.0020.0020.002

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 1080p1232040608010077.6377.8778.581. (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 Mixing3210.01010.02020.03030.04040.05050.0450.0440.044

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State3210.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.02450.0490.07350.0980.12250.1090.1090.108

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00950.0190.02850.0380.04750.0420.0420.042

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 1080p1232040608010085.2785.7586.241. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm -lpthread

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State2130.01080.02160.03240.04320.0540.0480.0480.047

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State3210.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State2310.00110.00220.00330.00440.00550.0050.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State3210.00770.01540.02310.03080.03850.0340.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State2310.00560.01120.01680.02240.0280.0250.0240.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00540.01080.01620.02160.0270.0240.0240.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00140.00280.00420.00560.0070.0060.0060.006

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