5700G November

Tests for a future article. AMD Ryzen 7 5700G testing with a ASUS TUF GAMING B550M-PLUS (WI-FI) (2423 BIOS) and llvmpipe on Ubuntu 21.10 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 2111045-TJ-5700GNOVE13
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5700G NovemberProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution12AMD Ryzen 7 5700G (8 Cores / 16 Threads)ASUS TUF GAMING B550M-PLUS (WI-FI) (2423 BIOS)AMD Renoir Root Complex16GB1000GB Samsung SSD 980 PRO 1TBllvmpipeAMD Device 1637Realtek RTL8125 2.5GbE + Intel Wi-Fi 6 AX200Ubuntu 21.105.14.0-rc7-amd-pstate-phx (x86_64) 20210909GNOME Shell 40.2X Server 1.20.114.5 Mesa 21.3.0-devel (git-9ca7412 2021-08-26 impish-oibaf-ppa) (LLVM 12.0.1 256 bits)1.1.185GCC 11.2.0ext43840x2160OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-M6DaQn/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-M6DaQn/gcc-11-11.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details- CPU Microcode: 0xa50000cPython Details- Python 3.9.6Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + 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 AMD retpoline IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

1 vs. 2 ComparisonPhoronix Test SuiteBaseline+9.8%+9.8%+19.6%+19.6%+29.4%+29.4%39.1%14.3%12%9.1%7.7%7.1%4.9%4%3.6%2.9%2.7%2.6%DNN - D.N.N44100 - 51230.8%116.2%CPU - JAX - 4194304 - Equation of State614.2%CPU - PyTorch - 4194304 - Equation of StateCPU - Numpy - 262144 - Equation of State11.5%511.3%1010.4%CPU - JAX - 1048576 - Equation of StateCPU - JAX - 262144 - Isoneutral MixingCPU - JAX - 65536 - Isoneutral MixingBosphorus 4K - Ultra Fast6.9%Bosphorus 4K - Very Fast6%Bosphorus 1080p - Ultra Fast5.5%CPU - JAX - 1048576 - Isoneutral MixingBosphorus 1080p - Medium4.7%Bosphorus 4K - Medium4.2%CPU - Numba - 1048576 - Equation of State4.2%Bosphorus 1080p - Slow4%CPU - TensorFlow - 1048576 - Equation of State3 - Compression SpeedCPU - Numba - 1048576 - Isoneutral Mixingyolov4 - CPU2.8%CPU - Numpy - 4194304 - Equation of State2.8%CPU - Numpy - 262144 - Isoneutral MixingSpeed 4 Two-Pass - Bosphorus 4KBosphorus 1080p - Very Fast2.6%19, Long Mode - D.S2%OpenCVStargate Digital Audio Workstationrav1ePyHPC Benchmarksrav1ePyHPC BenchmarksPyHPC Benchmarksrav1erav1ePyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksKvazaarKvazaarKvazaarPyHPC BenchmarksKvazaarKvazaarPyHPC BenchmarksKvazaarPyHPC BenchmarksZstd CompressionPyHPC BenchmarksONNX RuntimePyHPC BenchmarksPyHPC BenchmarksAOM AV1KvazaarZstd Compression12

5700G Novemberopencv: DNN - Deep Neural Networkstargate: 44100 - 512rav1e: 1pyhpc: CPU - JAX - 4194304 - Equation of Staterav1e: 6pyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - Numpy - 262144 - Equation of Staterav1e: 5rav1e: 10pyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - JAX - 65536 - Isoneutral Mixingkvazaar: Bosphorus 4K - Ultra Fastkvazaar: Bosphorus 4K - Very Fastkvazaar: Bosphorus 1080p - Ultra Fastpyhpc: CPU - JAX - 1048576 - Isoneutral Mixingkvazaar: Bosphorus 1080p - Mediumkvazaar: Bosphorus 4K - Mediumpyhpc: CPU - Numba - 1048576 - Equation of Statekvazaar: Bosphorus 1080p - Slowpyhpc: CPU - TensorFlow - 1048576 - Equation of Statecompress-zstd: 3 - Compression Speedpyhpc: CPU - Numba - 1048576 - Isoneutral Mixingonnx: yolov4 - CPUpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 262144 - Isoneutral Mixingaom-av1: Speed 4 Two-Pass - Bosphorus 4Kkvazaar: Bosphorus 1080p - Very Fastcompress-zstd: 19, Long Mode - Decompression Speedpyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingaom-av1: Speed 6 Two-Pass - Bosphorus 4Kcompress-zstd: 3 - Decompression Speedpyhpc: CPU - Aesara - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - Aesara - 262144 - Isoneutral Mixingopencv: Object Detectioncompress-zstd: 8 - Compression Speedonnx: shufflenet-v2-10 - CPUcompress-zstd: 8, Long Mode - Compression Speedpyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statecompress-zstd: 3, Long Mode - Decompression Speedonnx: super-resolution-10 - CPUgimp: unsharp-maskcompress-zstd: 19 - Compression Speedcompress-zstd: 8 - Decompression Speedcompress-zstd: 3, Long Mode - Compression Speedpyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingaom-av1: Speed 6 Realtime - Bosphorus 4Kcompress-zstd: 19, Long Mode - Compression Speedaom-av1: Speed 9 Realtime - Bosphorus 4Kaom-av1: Speed 6 Two-Pass - Bosphorus 1080popencv: Features 2Dgimp: resizestargate: 192000 - 512aom-av1: Speed 8 Realtime - Bosphorus 1080pcompress-zstd: 19 - Decompression Speedaom-av1: Speed 8 Realtime - Bosphorus 4Kpyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Equation of Stateastcenc: Mediumstargate: 192000 - 1024gimp: auto-levelscompress-zstd: 8, Long Mode - Decompression Speedkvazaar: Bosphorus 4K - Slowpyhpc: CPU - Aesara - 4194304 - Equation of Stateaom-av1: Speed 10 Realtime - Bosphorus 4Kaom-av1: Speed 10 Realtime - Bosphorus 1080pstargate: 480000 - 512aom-av1: Speed 4 Two-Pass - Bosphorus 1080paom-av1: Speed 6 Realtime - Bosphorus 1080popenssl: stargate: 96000 - 1024stargate: 96000 - 512compress-rar: Linux Source Tree Archiving To RARastcenc: Exhaustiveastcenc: Thoroughgimp: rotateaom-av1: Speed 9 Realtime - Bosphorus 1080popenssl: stargate: 44100 - 1024stargate: 480000 - 1024pyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - Aesara - 1048576 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 262144 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - Aesara - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 65536 - Equation of Statepyhpc: CPU - Aesara - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 16384 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - JAX - 16384 - Isoneutral Mixingonnx: fcn-resnet101-11 - CPUaom-av1: Speed 0 Two-Pass - Bosphorus 1080paom-av1: Speed 0 Two-Pass - Bosphorus 4Kpyhpc: CPU - JAX - 16384 - Equation of State12104773.6318770.5750.043.9960.0840.0522.9219.8180.0120.0420.01528.9717.39110.30.17136.797.880.04835.60.0261637.40.2523671.2960.1153.8364.683712.10.7471.0491.4917.563915.81.3560.0650.06762076252.225425314.62.2350.2524123.3504012.38927.94072.73840.3319.252442.2619.26931508.0011.87812783.253658.834.180.5410.1944.11041.99986810.4624248.37.760.27844.7100.923.5603668.138.762542.72.8752112.71371266.81260.47116.60029.59496.24163671.73.8160333.7056880.1130.0060.0020.0010.0180.0040.3210.070.0150.0010.0040.0170.0540.0120.0170.0050.0040.0010.0270.0130.0060.0020.0150.0030.0030.0010.0020.0010.002740.30.1375302.7769940.4950.0353.4990.0750.0582.6248.8960.0110.0390.01427.0916.41104.520.16335.147.560.0534.220.0251695.60.2453571.3320.1123.9363.073639.30.7331.031.4657.693980.71.3780.0660.06662953255.725084310.62.2070.2554076.2509812.25127.64115.4380.30.3349.3323.841.9119.42923967.9421.86476483.833635.133.990.5380.1934.13121.99143910.4184265.67.790.27744.54100.563.5477148.158.742548.12.8696672.71857666.92260.54256.60639.58696.31163662.83.8159563.7056150.1130.0060.0020.0010.0180.0040.3210.070.0150.0010.0040.0170.0540.0120.0170.0050.0040.0010.0270.0130.0060.0020.0150.0030.0030.0010.0020.0010.002740.30.13OpenBenchmarking.org

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 Network212K4K6K8K10K7530104771. (CXX) g++ options: -fPIC -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -shared

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 44100 - Buffer Size: 512210.81721.63442.45163.26884.086SE +/- 0.004566, N = 32.7769943.6318771. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions
OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 44100 - Buffer Size: 51221246810Min: 2.77 / Avg: 2.78 / Max: 2.791. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

rav1e

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 1210.12940.25880.38820.51760.647SE +/- 0.002, N = 30.4950.575
OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 121246810Min: 0.49 / Avg: 0.49 / Max: 0.5

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: JAX - Project Size: 4194304 - Benchmark: Equation of State210.0090.0180.0270.0360.0450.0350.040

rav1e

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 6210.89911.79822.69733.59644.4955SE +/- 0.001, N = 33.4993.996
OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 621246810Min: 3.5 / Avg: 3.5 / Max: 3.5

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: PyTorch - Project Size: 4194304 - Benchmark: Equation of State210.01890.03780.05670.07560.09450.0750.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State210.01310.02620.03930.05240.06550.0580.052

rav1e

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 5210.65721.31441.97162.62883.286SE +/- 0.013, N = 32.6242.921
OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 521246810Min: 2.6 / Avg: 2.62 / Max: 2.64

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 10213691215SE +/- 0.017, N = 38.8969.818
OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 10213691215Min: 8.88 / Avg: 8.9 / Max: 8.93

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: JAX - Project Size: 1048576 - Benchmark: Equation of State210.00270.00540.00810.01080.01350.0110.012

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing210.00950.0190.02850.0380.04750.0390.042

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00340.00680.01020.01360.0170.0140.015

Kvazaar

This is a test of Kvazaar as a CPU-based H.265/HEVC video encoder written in the C programming language and optimized in Assembly. Kvazaar is the winner of the 2016 ACM Open-Source Software Competition and developed at the Ultra Video Group, Tampere University, Finland. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Ultra Fast21714212835SE +/- 0.07, N = 327.0928.971. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Ultra Fast21612182430Min: 26.96 / Avg: 27.09 / Max: 27.211. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Very Fast2148121620SE +/- 0.01, N = 316.4117.391. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Very Fast2148121620Min: 16.4 / Avg: 16.41 / Max: 16.421. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Ultra Fast2120406080100SE +/- 0.55, N = 3104.52110.301. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Ultra Fast2120406080100Min: 103.46 / Avg: 104.52 / Max: 105.291. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

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: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.03850.0770.11550.1540.19250.1630.171

Kvazaar

This is a test of Kvazaar as a CPU-based H.265/HEVC video encoder written in the C programming language and optimized in Assembly. Kvazaar is the winner of the 2016 ACM Open-Source Software Competition and developed at the Ultra Video Group, Tampere University, Finland. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Medium21816243240SE +/- 0.08, N = 335.1436.791. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Medium21816243240Min: 35.01 / Avg: 35.14 / Max: 35.291. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Medium21246810SE +/- 0.07, N = 77.567.881. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Medium213691215Min: 7.34 / Avg: 7.56 / Max: 7.941. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

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: Numba - Project Size: 1048576 - Benchmark: Equation of State210.01130.02260.03390.04520.05650.0500.048

Kvazaar

This is a test of Kvazaar as a CPU-based H.265/HEVC video encoder written in the C programming language and optimized in Assembly. Kvazaar is the winner of the 2016 ACM Open-Source Software Competition and developed at the Ultra Video Group, Tampere University, Finland. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Slow21816243240SE +/- 0.08, N = 334.2235.601. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Slow21816243240Min: 34.09 / Avg: 34.22 / Max: 34.361. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

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: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State210.00590.01180.01770.02360.02950.0250.026

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 Speed21400800120016002000SE +/- 1.99, N = 31695.61637.41. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Compression Speed2130060090012001500Min: 1693.4 / Avg: 1695.63 / Max: 1699.61. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.05670.11340.17010.22680.28350.2450.252

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: yolov4 - Device: CPU21801602403204003573671. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

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 State210.29970.59940.89911.19881.49851.3321.296

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing210.02590.05180.07770.10360.12950.1120.115

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 4K210.88431.76862.65293.53724.4215SE +/- 0.01, N = 33.933.831. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 4K21246810Min: 3.91 / Avg: 3.93 / Max: 3.951. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

Kvazaar

This is a test of Kvazaar as a CPU-based H.265/HEVC video encoder written in the C programming language and optimized in Assembly. Kvazaar is the winner of the 2016 ACM Open-Source Software Competition and developed at the Ultra Video Group, Tampere University, Finland. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Very Fast211428425670SE +/- 0.11, N = 363.0764.681. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 1080p - Video Preset: Very Fast211326395265Min: 62.86 / Avg: 63.07 / Max: 63.251. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

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 Speed218001600240032004000SE +/- 16.84, N = 33639.33712.11. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Decompression Speed216001200180024003000Min: 3613.2 / Avg: 3639.33 / Max: 3670.81. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.16810.33620.50430.67240.84050.7330.747

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.2360.4720.7080.9441.181.0301.049

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.33550.6711.00651.3421.67751.4651.491

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 4K21246810SE +/- 0.02, N = 37.697.561. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 4K213691215Min: 7.65 / Avg: 7.69 / Max: 7.711. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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 - Decompression Speed219001800270036004500SE +/- 23.35, N = 33980.73915.81. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Decompression Speed217001400210028003500Min: 3934 / Avg: 3980.7 / Max: 4004.21. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.31010.62020.93031.24041.55051.3781.356

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing210.01490.02980.04470.05960.07450.0660.065

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing210.01510.03020.04530.06040.07550.0660.067

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 Detection2113K26K39K52K65K62953620761. (CXX) g++ options: -fPIC -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -shared

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 - Compression Speed2160120180240300SE +/- 0.59, N = 3255.7252.21. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Compression Speed2150100150200250Min: 254.6 / Avg: 255.7 / Max: 256.61. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: shufflenet-v2-10 - Device: CPU215K10K15K20K25K25084254251. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

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 - Compression Speed2170140210280350SE +/- 0.87, N = 3310.6314.61. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Compression Speed2160120180240300Min: 308.9 / Avg: 310.63 / Max: 311.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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 Mixing210.50291.00581.50872.01162.51452.2072.235

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State210.05740.11480.17220.22960.2870.2550.252

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, Long Mode - Decompression Speed219001800270036004500SE +/- 6.32, N = 34076.24123.31. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Decompression Speed217001400210028003500Min: 4063.7 / Avg: 4076.17 / Max: 4084.21. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: super-resolution-10 - Device: CPU2111002200330044005500509850401. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

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 2.10.22Test: unsharp-mask21369121512.2512.39

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 - Compression Speed21714212835SE +/- 0.03, N = 327.627.91. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Compression Speed21612182430Min: 27.6 / Avg: 27.63 / Max: 27.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Decompression Speed219001800270036004500SE +/- 28.70, N = 34115.44072.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Decompression Speed217001400210028003500Min: 4084.4 / Avg: 4115.37 / Max: 4172.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Compression Speed2180160240320400SE +/- 0.40, N = 3380.3384.01. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Compression Speed2170140210280350Min: 379.6 / Avg: 380.3 / Max: 3811. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.07520.15040.22560.30080.3760.3340.331

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 4K213691215SE +/- 0.02, N = 39.339.251. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Realtime - Input: Bosphorus 4K213691215Min: 9.31 / Avg: 9.33 / Max: 9.361. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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 - Compression Speed21612182430SE +/- 0.06, N = 323.824.01. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Compression Speed21612182430Min: 23.7 / Avg: 23.8 / Max: 23.91. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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 4K211020304050SE +/- 0.07, N = 341.9142.261. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 9 Realtime - Input: Bosphorus 4K21918273645Min: 41.83 / Avg: 41.91 / Max: 42.051. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 1080p21510152025SE +/- 0.05, N = 319.4219.261. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 1080p21510152025Min: 19.36 / Avg: 19.42 / Max: 19.521. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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 2D2120K40K60K80K100K92396931501. (CXX) g++ options: -fPIC -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -shared

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 2.10.22Test: resize212468107.9428.001

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 192000 - Buffer Size: 512210.42260.84521.26781.69042.1131.8647641.8781271. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

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 1080p2120406080100SE +/- 0.14, N = 383.8383.251. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 8 Realtime - Input: Bosphorus 1080p211632486480Min: 83.62 / Avg: 83.83 / Max: 84.091. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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 Speed218001600240032004000SE +/- 7.29, N = 33635.13658.81. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Decompression Speed216001200180024003000Min: 3620.8 / Avg: 3635.1 / Max: 3644.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

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 4K21816243240SE +/- 0.10, N = 333.9934.181. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 8 Realtime - Input: Bosphorus 4K21714212835Min: 33.8 / Avg: 33.99 / Max: 34.131. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -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: 1048576 - Benchmark: Isoneutral Mixing210.12170.24340.36510.48680.60850.5380.541

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State210.04370.08740.13110.17480.21850.1930.194

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: Medium210.92951.8592.78853.7184.64754.13124.11041. (CXX) g++ options: -O3 -flto -pthread

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 192000 - Buffer Size: 1024210.450.91.351.82.251.9914391.9998681. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

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 2.10.22Test: auto-levels21369121510.4210.46

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 Speed219001800270036004500SE +/- 27.33, N = 34265.64248.31. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***
OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Decompression Speed217001400210028003500Min: 4215.8 / Avg: 4265.63 / Max: 43101. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

Kvazaar

This is a test of Kvazaar as a CPU-based H.265/HEVC video encoder written in the C programming language and optimized in Assembly. Kvazaar is the winner of the 2016 ACM Open-Source Software Competition and developed at the Ultra Video Group, Tampere University, Finland. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Slow21246810SE +/- 0.02, N = 37.797.761. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterKvazaar 2.1Video Input: Bosphorus 4K - Video Preset: Slow213691215Min: 7.76 / Avg: 7.79 / Max: 7.821. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

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: Aesara - Project Size: 4194304 - Benchmark: Equation of State210.06260.12520.18780.25040.3130.2770.278

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 4K211020304050SE +/- 0.03, N = 344.5444.701. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 10 Realtime - Input: Bosphorus 4K21918273645Min: 44.49 / Avg: 44.54 / Max: 44.591. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 10 Realtime - Input: Bosphorus 1080p2120406080100SE +/- 0.25, N = 3100.56100.921. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 10 Realtime - Input: Bosphorus 1080p2120406080100Min: 100.08 / Avg: 100.56 / Max: 100.931. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 480000 - Buffer Size: 512210.80111.60222.40333.20444.00553.5477143.5603661. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

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 1080p21246810SE +/- 0.01, N = 38.158.131. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 1080p213691215Min: 8.12 / Avg: 8.15 / Max: 8.161. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Realtime - Input: Bosphorus 1080p21246810SE +/- 0.01, N = 38.748.761. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 6 Realtime - Input: Bosphorus 1080p213691215Min: 8.73 / Avg: 8.74 / Max: 8.761. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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.orgsign/s, More Is BetterOpenSSL2150010001500200025002548.12542.71. OpenSSL 1.1.1j 16 Feb 2021

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 96000 - Buffer Size: 1024210.64691.29381.94072.58763.23452.8696672.8752111. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 96000 - Buffer Size: 512210.61171.22341.83512.44683.05852.7185762.7137121. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

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 RAR21153045607566.9266.81

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: Exhaustive21142842567060.5460.471. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Thorough212468106.60636.60021. (CXX) g++ options: -O3 -flto -pthread

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 2.10.22Test: rotate2136912159.5869.594

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 9 Realtime - Input: Bosphorus 1080p2120406080100SE +/- 0.12, N = 396.3196.241. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 9 Realtime - Input: Bosphorus 1080p2120406080100Min: 96.09 / Avg: 96.31 / Max: 96.491. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

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 BetterOpenSSL2140K80K120K160K200K163662.8163671.71. OpenSSL 1.1.1j 16 Feb 2021

Stargate Digital Audio Workstation

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 44100 - Buffer Size: 1024210.85861.71722.57583.43444.2933.8159563.8160331. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 480000 - Buffer Size: 1024210.83381.66762.50143.33524.1693.7056153.7056881. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

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: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State210.02540.05080.07620.10160.1270.1130.113

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State210.00140.00280.00420.00560.0070.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State210.00050.0010.00150.0020.00250.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State210.00410.00820.01230.01640.02050.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State210.00090.00180.00270.00360.00450.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.07220.14440.21660.28880.3610.3210.321

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State210.01580.03160.04740.06320.0790.070.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00340.00680.01020.01360.0170.0150.015

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State210.00020.00040.00060.00080.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.00450.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State210.00380.00760.01140.01520.0190.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing210.01220.02440.03660.04880.0610.0540.054

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State210.00270.00540.00810.01080.01350.0120.012

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00380.00760.01140.01520.0190.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State210.00110.00220.00330.00440.00550.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.00450.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00610.01220.01830.02440.03050.0270.027

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State210.00290.00580.00870.01160.01450.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00140.00280.00420.00560.0070.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State210.00050.0010.00150.0020.00250.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00340.00680.01020.01360.0170.0150.015

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State210.00070.00140.00210.00280.00350.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00070.00140.00210.00280.00350.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State210.00050.0010.00150.0020.00250.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State210.00020.00040.00060.00080.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00050.0010.00150.0020.00250.0020.002

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: fcn-resnet101-11 - Device: CPU21163248648074741. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -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 0 Two-Pass - Input: Bosphorus 1080p210.06750.1350.20250.270.3375SE +/- 0.00, N = 30.30.31. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 1080p2112345Min: 0.3 / Avg: 0.3 / Max: 0.31. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm

OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 4K210.02930.05860.08790.11720.1465SE +/- 0.00, N = 30.130.131. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterAOM AV1 3.2Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 4K2112345Min: 0.13 / Avg: 0.13 / Max: 0.131. (CXX) g++ options: -O3 -std=c++11 -U_FORTIFY_SOURCE -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.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

116 Results Shown

OpenCV
Stargate Digital Audio Workstation
rav1e
PyHPC Benchmarks
rav1e
PyHPC Benchmarks:
  CPU - PyTorch - 4194304 - Equation of State
  CPU - Numpy - 262144 - Equation of State
rav1e:
  5
  10
PyHPC Benchmarks:
  CPU - JAX - 1048576 - Equation of State
  CPU - JAX - 262144 - Isoneutral Mixing
  CPU - JAX - 65536 - Isoneutral Mixing
Kvazaar:
  Bosphorus 4K - Ultra Fast
  Bosphorus 4K - Very Fast
  Bosphorus 1080p - Ultra Fast
PyHPC Benchmarks
Kvazaar:
  Bosphorus 1080p - Medium
  Bosphorus 4K - Medium
PyHPC Benchmarks
Kvazaar
PyHPC Benchmarks
Zstd Compression
PyHPC Benchmarks
ONNX Runtime
PyHPC Benchmarks:
  CPU - Numpy - 4194304 - Equation of State
  CPU - Numpy - 262144 - Isoneutral Mixing
AOM AV1
Kvazaar
Zstd Compression
PyHPC Benchmarks:
  CPU - JAX - 4194304 - Isoneutral Mixing
  CPU - Numba - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 4194304 - Isoneutral Mixing
AOM AV1
Zstd Compression
PyHPC Benchmarks:
  CPU - Aesara - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - Aesara - 262144 - Isoneutral Mixing
OpenCV
Zstd Compression
ONNX Runtime
Zstd Compression
PyHPC Benchmarks:
  CPU - Numpy - 4194304 - Isoneutral Mixing
  CPU - Numpy - 1048576 - Equation of State
Zstd Compression
ONNX Runtime
GIMP
Zstd Compression:
  19 - Compression Speed
  8 - Decompression Speed
  3, Long Mode - Compression Speed
PyHPC Benchmarks
AOM AV1
Zstd Compression
AOM AV1:
  Speed 9 Realtime - Bosphorus 4K
  Speed 6 Two-Pass - Bosphorus 1080p
OpenCV
GIMP
Stargate Digital Audio Workstation
AOM AV1
Zstd Compression
AOM AV1
PyHPC Benchmarks:
  CPU - Numpy - 1048576 - Isoneutral Mixing
  CPU - Numba - 4194304 - Equation of State
ASTC Encoder
Stargate Digital Audio Workstation
GIMP
Zstd Compression
Kvazaar
PyHPC Benchmarks
AOM AV1:
  Speed 10 Realtime - Bosphorus 4K
  Speed 10 Realtime - Bosphorus 1080p
Stargate Digital Audio Workstation
AOM AV1:
  Speed 4 Two-Pass - Bosphorus 1080p
  Speed 6 Realtime - Bosphorus 1080p
OpenSSL
Stargate Digital Audio Workstation:
  96000 - 1024
  96000 - 512
RAR Compression
ASTC Encoder:
  Exhaustive
  Thorough
GIMP
AOM AV1
OpenSSL
Stargate Digital Audio Workstation:
  44100 - 1024
  480000 - 1024
PyHPC Benchmarks:
  CPU - TensorFlow - 4194304 - Equation of State
  CPU - TensorFlow - 262144 - Equation of State
  CPU - TensorFlow - 65536 - Equation of State
  CPU - TensorFlow - 16384 - Equation of State
  CPU - PyTorch - 1048576 - Equation of State
  CPU - PyTorch - 262144 - Equation of State
  CPU - Aesara - 1048576 - Isoneutral Mixing
  CPU - Aesara - 1048576 - Equation of State
  CPU - PyTorch - 65536 - Isoneutral Mixing
  CPU - PyTorch - 65536 - Equation of State
  CPU - PyTorch - 16384 - Isoneutral Mixing
  CPU - Aesara - 262144 - Equation of State
  CPU - Numba - 262144 - Isoneutral Mixing
  CPU - Numba - 262144 - Equation of State
  CPU - Aesara - 65536 - Isoneutral Mixing
  CPU - Aesara - 65536 - Equation of State
  CPU - Aesara - 16384 - Isoneutral Mixing
  CPU - Aesara - 16384 - Equation of State
  CPU - Numpy - 65536 - Isoneutral Mixing
  CPU - Numpy - 65536 - Equation of State
  CPU - Numpy - 16384 - Isoneutral Mixing
  CPU - Numpy - 16384 - Equation of State
  CPU - Numba - 65536 - Isoneutral Mixing
  CPU - Numba - 65536 - Equation of State
  CPU - Numba - 16384 - Isoneutral Mixing
  CPU - Numba - 16384 - Equation of State
  CPU - JAX - 262144 - Equation of State
  CPU - JAX - 65536 - Equation of State
  CPU - JAX - 16384 - Isoneutral Mixing
ONNX Runtime
AOM AV1:
  Speed 0 Two-Pass - Bosphorus 1080p
  Speed 0 Two-Pass - Bosphorus 4K