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Intel Core i7-5600U testing with a LENOVO 20BSCTO1WW (N14ET49W 1.27 BIOS) and Intel HD 5500 BDW GT2 3GB 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 2111238-TJ-NEW47690773
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thinkpad
November 22 2021
  5 Hours, 29 Minutes
lenovo
November 23 2021
  5 Hours, 27 Minutes
linux
November 23 2021
  5 Hours, 27 Minutes
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November 23 2021
  3 Hours, 50 Minutes
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newOpenBenchmarking.orgPhoronix Test SuiteIntel Core i7-5600U @ 3.20GHz (2 Cores / 4 Threads)LENOVO 20BSCTO1WW (N14ET49W 1.27 BIOS)Intel Broadwell-U-OPI8GB128GB SAMSUNG MZNTE128Intel HD 5500 BDW GT2 3GB (950MHz)Intel Broadwell-U AudioIntel I218-LM + Intel 7265Ubuntu 21.105.13.0-21-generic (x86_64)GNOME Shell 40.5X Server + Wayland4.6 Mesa 21.2.21.2.182GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionNew BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-ZPT0kp/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-ZPT0kp/gcc-11-11.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: intel_cpufreq schedutil - CPU Microcode: 0x2f - Thermald 2.4.6 - Python 3.9.7- 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: Mitigation of Clear buffers; SMT vulnerable

thinkpadlenovolinuxlResult OverviewPhoronix Test Suite100%117%134%151%SockperfGNU RadioQuantLibChia Blockchain VDFAOM AV1rav1eLZ4 CompressionKvazaarZstd CompressionJPEG XL Decoding libjxlLuaRadioStargate Digital Audio WorkstationJPEG XL libjxl

newsockperf: Throughputsockperf: Latency Ping Pongsockperf: Latency Under Loadquantlib: chia-vdf: Square Plain C++chia-vdf: Square Assembly Optimizedcompress-lz4: 1 - Compression Speedcompress-lz4: 1 - Decompression Speedcompress-lz4: 3 - Compression Speedcompress-lz4: 3 - Decompression Speedcompress-lz4: 9 - Compression Speedcompress-lz4: 9 - Decompression Speedcompress-zstd: 3 - Compression Speedcompress-zstd: 3 - Decompression Speedcompress-zstd: 8 - Compression Speedcompress-zstd: 8 - Decompression Speedcompress-zstd: 19 - Compression Speedcompress-zstd: 19 - Decompression Speedcompress-zstd: 3, Long Mode - Compression Speedcompress-zstd: 3, Long Mode - Decompression Speedcompress-zstd: 8, Long Mode - Compression Speedcompress-zstd: 8, Long Mode - Decompression Speedcompress-zstd: 19, Long Mode - Compression Speedcompress-zstd: 19, Long Mode - Decompression Speedcompress-zstd: 3 - Compression Speedcompress-zstd: 3 - Decompression Speedcompress-zstd: 8 - Compression Speedcompress-zstd: 8 - Decompression Speedcompress-zstd: 19 - Compression Speedcompress-zstd: 19 - Decompression Speedcompress-zstd: 3, Long Mode - Compression Speedcompress-zstd: 3, Long Mode - Decompression Speedcompress-zstd: 8, Long Mode - Compression Speedcompress-zstd: 8, Long Mode - Decompression Speedcompress-zstd: 19, Long Mode - Compression Speedcompress-zstd: 19, Long Mode - Decompression Speedjpegxl: PNG - 5jpegxl: PNG - 7jpegxl: PNG - 8jpegxl: JPEG - 5jpegxl: JPEG - 7jpegxl: JPEG - 8jpegxl-decode: 1jpegxl-decode: Allluaradio: Five Back to Back FIR Filtersluaradio: FM Deemphasis Filterluaradio: Hilbert Transformluaradio: Complex Phasegnuradio: Five Back to Back FIR Filtersgnuradio: Signal Source (Cosine)gnuradio: FIR Filtergnuradio: IIR Filtergnuradio: FM Deemphasis Filtergnuradio: Hilbert Transformaom-av1: Speed 0 Two-Pass - Bosphorus 4Kaom-av1: Speed 4 Two-Pass - Bosphorus 4Kaom-av1: Speed 6 Realtime - Bosphorus 4Kaom-av1: Speed 6 Two-Pass - Bosphorus 4Kaom-av1: Speed 8 Realtime - Bosphorus 4Kaom-av1: Speed 9 Realtime - Bosphorus 4Kaom-av1: Speed 10 Realtime - Bosphorus 4Kaom-av1: Speed 0 Two-Pass - Bosphorus 1080paom-av1: Speed 4 Two-Pass - Bosphorus 1080paom-av1: Speed 6 Realtime - Bosphorus 1080paom-av1: Speed 6 Two-Pass - Bosphorus 1080paom-av1: Speed 8 Realtime - Bosphorus 1080paom-av1: Speed 9 Realtime - Bosphorus 1080paom-av1: Speed 10 Realtime - Bosphorus 1080pkvazaar: Bosphorus 4K - Slowkvazaar: Bosphorus 4K - Mediumkvazaar: Bosphorus 1080p - Slowkvazaar: Bosphorus 1080p - Mediumkvazaar: Bosphorus 4K - Very Fastkvazaar: Bosphorus 4K - Ultra Fastkvazaar: Bosphorus 1080p - Very Fastkvazaar: Bosphorus 1080p - Ultra Fastrav1e: 1rav1e: 5rav1e: 6rav1e: 10stargate: 44100 - 512stargate: 44100 - 1024stargate: 480000 - 512stargate: 480000 - 1024pjsip: INVITEpjsip: OPTIONS, Statefulpjsip: OPTIONS, Statelessbuild-godot: Time To Compilebuild-wasmer: Time To Compilevosk: liquid-dsp: 1 - 256 - 57liquid-dsp: 2 - 256 - 57liquid-dsp: 4 - 256 - 57astcenc: Mediumastcenc: Thoroughastcenc: Exhaustivenatron: Spaceshiponnx: yolov4 - CPUonnx: fcn-resnet101-11 - CPUonnx: shufflenet-v2-10 - CPUonnx: super-resolution-10 - CPUpyhpc: CPU - JAX - 16384 - Equation of Statepyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - JAX - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 16384 - Equation of Statepyhpc: CPU - Aesara - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 65536 - Equation of Statepyhpc: CPU - Aesara - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Aesara - 262144 - Equation of Statepyhpc: CPU - Aesara - 262144 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Equation of Statepyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 16384 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Equation of Statepyhpc: CPU - Aesara - 1048576 - Isoneutral Mixingpyhpc: CPU - Aesara - 4194304 - Equation of Statepyhpc: CPU - Aesara - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - TensorFlow - 4194304 - Equation of Stateopencv: Features 2Dopencv: Object Detectionopencv: DNN - Deep Neural Networkthinkpadlenovolinuxl28483321.12318.2691824.81018001479005638.1675236.366569.635.456558.1626.52713.4120.52781.69.642318.1491.82890.71172960.78.432398.9643.72455.5112.52517.58.442201.2259.62608.5110.82695.47.482246.18.73.170.537.7537.8416.2434.240.52275332.772.1426265.51988.6488.8387.3524.2312.10.020.722.321.448.2212.6414.320.051.973.014.6430.0539.2944.670.991.025.715.832.324.0811.3820.020.0940.6170.8422.6430.5144890.5210770.4973390.504842991629534668774.12353.03229.2164111400079537000789590006.338344.3433425.03970.49216113718960.0010.0050.0020.0260.0070.0830.0310.3530.1331.5770.0020.0060.0060.0250.0070.0140.0290.0580.0020.0080.0080.0330.0220.0950.1230.220.0280.1310.090.4340.3571.840.5190.9512.4653.9140.0010.0080.0030.0330.1150.5730.4562.5120.010.1340.0440.6130.1762.5720.0040.0090.0140.0540.24830207185803410963044337.08217.31783.81011001444005635.086752.335.356512.935.436556.6630.62709.7115.82767.99.892328.2483.52900.6123.42967.28.652411634.82455112.92533.68.522157.9260.12615.3110.52686.67.212250.68.63.160.5137.7637.6716.5234.2140.84274.3332.871.9424.1264.41998.9501.2386.8527.53190.020.712.311.437.9711.9914.090.051.983.014.6130.1440.2244.941.011.025.75.832.324.0711.3519.960.0940.6140.8382.6370.5142620.5200990.4970320.5051032961639634645773.361352.15229.8074127100079380000788410006.349244.4648426.07160.39216116069160.0010.0050.0020.0250.0070.080.0320.3450.1331.5860.0020.0060.0060.0250.0070.0140.030.0580.0020.0080.0080.0330.0220.0960.1240.2190.0280.1330.090.4420.3571.830.5180.9482.453.8230.0010.0080.0030.0330.1170.5750.4682.5250.010.1340.040.6190.1762.5830.0040.0110.0140.0560.249274139855374131030658621.7612.9861812.21017001480005654.046746.436.46564.535.166545.1630.82704.11132789.99.542319.7487.52890.71162975.38.332404.3631.12459.21132532.48.322200.6261.42611.8112.62703.77.272249.58.643.180.5137.7937.4616.4634.2340.87275.3333.171.9427.4263.81972.9494.7381.4525.7284.70.020.722.321.438.1512.0414.170.051.972.994.6330.4940.3344.721.011.025.695.832.314.0511.2519.940.0940.6160.8482.6450.5128930.5194620.4974980.5031412990633034505773.757354.1129.0844128100079513000790710006.356444.5018426.66370.39116117439140.0010.0050.0020.0240.0070.0810.0340.3430.1321.580.0020.0060.0060.0250.0070.0140.030.0580.0020.0080.0080.0340.0220.0950.1250.2190.0290.1340.090.4310.3571.8330.5190.9572.4893.8420.0010.0080.0030.0330.1140.570.4582.5590.0120.1340.040.6220.1832.5950.0040.0080.0140.0570.25128094896364447233427045.69517.1211816.51010001482005642.746745.736.366574.535.496557.4631.62713.3113.32801.29.822312.1490.12891.8116.72896.98.532362.1628.72458112.52523.28.492196.72582618.1112.42700.87.22265.58.593.160.5137.937.5616.5834.2340.66274.2331.972422.72632004.7489.4385.7523.2314.40.020.712.311.448.1712.2114.110.051.9834.6330.1439.3144.5311.025.695.812.34.0611.2719.790.0930.6150.8382.6250.512052OpenBenchmarking.org

Sockperf

This is a network socket API performance benchmark developed by Mellanox. This test profile runs both the client and server on the local host for evaluating individual system performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMessages Per Second, More Is BetterSockperf 3.7Test: Throughputllinuxlenovothinkpad70K140K210K280K350K3427043065863044332848331. (CXX) g++ options: --param -O3 -rdynamic

OpenBenchmarking.orgusec, Fewer Is BetterSockperf 3.7Test: Latency Ping Pongllinuxlenovothinkpad5101520255.69521.7607.08221.1231. (CXX) g++ options: --param -O3 -rdynamic

OpenBenchmarking.orgusec, Fewer Is BetterSockperf 3.7Test: Latency Under Loadllinuxlenovothinkpad4812162017.1212.9917.3018.271. (CXX) g++ options: --param -O3 -rdynamic

QuantLib

QuantLib is an open-source library/framework around quantitative finance for modeling, trading and risk management scenarios. QuantLib is written in C++ with Boost and its built-in benchmark used reports the QuantLib Benchmark Index benchmark score. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMFLOPS, More Is BetterQuantLib 1.21llinuxlenovothinkpad4008001200160020001816.51812.21783.81824.81. (CXX) g++ options: -O3 -march=native -rdynamic

Chia Blockchain VDF

Chia is a blockchain and smart transaction platform based on proofs of space and time rather than proofs of work with other cryptocurrencies. This test profile is benchmarking the CPU performance for Chia VDF performance using the Chia VDF benchmark. The Chia VDF is for the Chia Verifiable Delay Function (Proof of Time). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgIPS, More Is BetterChia Blockchain VDF 1.0.1Test: Square Plain C++llinuxlenovothinkpad20K40K60K80K100K1010001017001011001018001. (CXX) g++ options: -flto -no-pie -lgmpxx -lgmp -lboost_system -pthread

OpenBenchmarking.orgIPS, More Is BetterChia Blockchain VDF 1.0.1Test: Square Assembly Optimizedllinuxlenovothinkpad30K60K90K120K150K1482001480001444001479001. (CXX) g++ options: -flto -no-pie -lgmpxx -lgmp -lboost_system -pthread

LZ4 Compression

This test measures the time needed to compress/decompress a sample file (an Ubuntu ISO) using LZ4 compression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 1 - Compression Speedllinuxlenovothinkpad120024003600480060005642.745654.045635.085638.101. (CC) gcc options: -O3

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 1 - Decompression Speedllinuxlenovothinkpad140028004200560070006745.76746.46752.36752.01. (CC) gcc options: -O3

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 3 - Compression Speedllinuxlenovothinkpad81624324036.3636.4035.3536.361. (CC) gcc options: -O3

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 3 - Decompression Speedllinuxlenovothinkpad140028004200560070006574.56564.56512.96569.61. (CC) gcc options: -O3

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 9 - Compression Speedllinuxlenovothinkpad81624324035.4935.1635.4335.451. (CC) gcc options: -O3

OpenBenchmarking.orgMB/s, More Is BetterLZ4 Compression 1.9.3Compression Level: 9 - Decompression Speedllinuxlenovothinkpad140028004200560070006557.46545.16556.66558.11. (CC) gcc options: -O3

Zstd Compression

This test measures the time needed to compress/decompress a sample file (a FreeBSD disk image - FreeBSD-12.2-RELEASE-amd64-memstick.img) using Zstd compression with options for different compression levels / settings. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 3 - Compression Speedllinuxlenovothinkpad140280420560700631.6630.8630.6626.51. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 3 - Decompression Speedllinuxlenovothinkpad60012001800240030002713.32704.12709.72713.41. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 8 - Compression Speedllinuxlenovothinkpad306090120150113.3113.0115.8120.51. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 8 - Decompression Speedllinuxlenovothinkpad60012001800240030002801.22789.92767.92781.61. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 19 - Compression Speedllinuxlenovothinkpad36912159.829.549.899.641. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 19 - Decompression Speedllinuxlenovothinkpad50010001500200025002312.12319.72328.22318.11. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 3, Long Mode - Compression Speedllinuxlenovothinkpad110220330440550490.1487.5483.5491.81. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 3, Long Mode - Decompression Speedllinuxlenovothinkpad60012001800240030002891.82890.72900.62890.71. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 8, Long Mode - Compression Speedllinuxlenovothinkpad306090120150116.7116.0123.4117.01. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 8, Long Mode - Decompression Speedllinuxlenovothinkpad60012001800240030002896.92975.32967.22960.71. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 19, Long Mode - Compression Speedllinuxlenovothinkpad2468108.538.338.658.431. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd Compression 1.5.0Compression Level: 19, Long Mode - Decompression Speedllinuxlenovothinkpad50010001500200025002362.12404.32411.02398.91. (CC) gcc options: -O3 -pthread -lz

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Compression Speedllinuxlenovothinkpad140280420560700628.7631.1634.8643.71. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3 - Decompression Speedllinuxlenovothinkpad50010001500200025002458.02459.22455.02455.51. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Compression Speedllinuxlenovothinkpad306090120150112.5113.0112.9112.51. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8 - Decompression Speedllinuxlenovothinkpad50010001500200025002523.22532.42533.62517.51. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Compression Speedllinuxlenovothinkpad2468108.498.328.528.441. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Decompression Speedllinuxlenovothinkpad50010001500200025002196.72200.62157.92201.21. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Compression Speedllinuxlenovothinkpad60120180240300258.0261.4260.1259.61. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 3, Long Mode - Decompression Speedllinuxlenovothinkpad60012001800240030002618.12611.82615.32608.51. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Compression Speedllinuxlenovothinkpad306090120150112.4112.6110.5110.81. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Decompression Speedllinuxlenovothinkpad60012001800240030002700.82703.72686.62695.41. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Compression Speedllinuxlenovothinkpad2468107.207.277.217.481. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Decompression Speedllinuxlenovothinkpad50010001500200025002265.52249.52250.62246.11. *** zstd command line interface 64-bits v1.4.8, by Yann Collet ***

JPEG XL libjxl

The JPEG XL Image Coding System is designed to provide next-generation JPEG image capabilities with JPEG XL offering better image quality and compression over legacy JPEG. This test profile is currently focused on the multi-threaded JPEG XL image encode performance using the reference libjxl library. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: PNG - Encode Speed: 5llinuxlenovothinkpad2468108.598.648.608.701. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: PNG - Encode Speed: 7llinuxlenovothinkpad0.71551.4312.14652.8623.57753.163.183.163.171. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: PNG - Encode Speed: 8llinuxlenovothinkpad0.11480.22960.34440.45920.5740.510.510.510.501. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: JPEG - Encode Speed: 5llinuxlenovothinkpad91827364537.9037.7937.7637.751. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: JPEG - Encode Speed: 7llinuxlenovothinkpad91827364537.5637.4637.6737.841. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL libjxl 0.6.1Input: JPEG - Encode Speed: 8llinuxlenovothinkpad4812162016.5816.4616.5216.241. (CXX) g++ options: -funwind-tables -O3 -O2 -fPIE -pie

JPEG XL Decoding libjxl

The JPEG XL Image Coding System is designed to provide next-generation JPEG image capabilities with JPEG XL offering better image quality and compression over legacy JPEG. This test profile is suited for JPEG XL decode performance testing to PNG output file, the pts/jpexl test is for encode performance. The JPEG XL encoding/decoding is done using the libjxl codebase. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL Decoding libjxl 0.6.1CPU Threads: 1llinuxlenovothinkpad81624324034.2334.2334.2134.20

OpenBenchmarking.orgMP/s, More Is BetterJPEG XL Decoding libjxl 0.6.1CPU Threads: Allllinuxlenovothinkpad91827364540.6640.8740.8440.52

LuaRadio

LuaRadio is a lightweight software-defined radio (SDR) framework built atop LuaJIT. LuaRadio provides a suite of source, sink, and processing blocks, with a simple API for defining flow graphs, running flow graphs, creating blocks, and creating data types. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMiB/s, More Is BetterLuaRadio 0.9.1Test: Five Back to Back FIR Filtersllinuxlenovothinkpad60120180240300274.2275.3274.3275.0

OpenBenchmarking.orgMiB/s, More Is BetterLuaRadio 0.9.1Test: FM Deemphasis Filterllinuxlenovothinkpad70140210280350331.9333.1332.8332.7

OpenBenchmarking.orgMiB/s, More Is BetterLuaRadio 0.9.1Test: Hilbert Transformllinuxlenovothinkpad163248648072.071.971.972.1

OpenBenchmarking.orgMiB/s, More Is BetterLuaRadio 0.9.1Test: Complex Phasellinuxlenovothinkpad90180270360450422.7427.4424.1426.0

GNU Radio

GNU Radio is a free software development toolkit providing signal processing blocks to implement software-defined radios (SDR) and signal processing systems. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: Five Back to Back FIR Filtersllinuxlenovothinkpad60120180240300263.0263.8264.4265.51. 3.8.2.0

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: Signal Source (Cosine)llinuxlenovothinkpad4008001200160020002004.71972.91998.91988.61. 3.8.2.0

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: FIR Filterllinuxlenovothinkpad110220330440550489.4494.7501.2488.81. 3.8.2.0

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: IIR Filterllinuxlenovothinkpad80160240320400385.7381.4386.8387.31. 3.8.2.0

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: FM Deemphasis Filterllinuxlenovothinkpad110220330440550523.2525.7527.5524.21. 3.8.2.0

OpenBenchmarking.orgMiB/s, More Is BetterGNU RadioTest: Hilbert Transformllinuxlenovothinkpad70140210280350314.4284.7319.0312.11. 3.8.2.0

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 4Kllinuxlenovothinkpad0.00450.0090.01350.0180.02250.020.020.020.021. (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 4Kllinuxlenovothinkpad0.1620.3240.4860.6480.810.710.720.710.721. (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 4Kllinuxlenovothinkpad0.5221.0441.5662.0882.612.312.322.312.321. (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 4Kllinuxlenovothinkpad0.3240.6480.9721.2961.621.441.431.431.441. (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 4Kllinuxlenovothinkpad2468108.178.157.978.221. (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 4Kllinuxlenovothinkpad369121512.2112.0411.9912.641. (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 4Kllinuxlenovothinkpad4812162014.1114.1714.0914.321. (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 1080pllinuxlenovothinkpad0.01130.02260.03390.04520.05650.050.050.050.051. (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 1080pllinuxlenovothinkpad0.44550.8911.33651.7822.22751.981.971.981.971. (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 1080pllinuxlenovothinkpad0.67731.35462.03192.70923.38653.002.993.013.011. (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 1080pllinuxlenovothinkpad1.0442.0883.1324.1765.224.634.634.614.641. (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 1080pllinuxlenovothinkpad71421283530.1430.4930.1430.051. (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 1080pllinuxlenovothinkpad91827364539.3140.3340.2239.291. (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 1080pllinuxlenovothinkpad102030405044.5344.7244.9444.671. (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 4K - Video Preset: Slowllinuxlenovothinkpad0.22730.45460.68190.90921.13651.001.011.010.991. (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: Mediumllinuxlenovothinkpad0.22950.4590.68850.9181.14751.021.021.021.021. (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: Slowllinuxlenovothinkpad1.28482.56963.85445.13926.4245.695.695.705.711. (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: Mediumllinuxlenovothinkpad1.31182.62363.93545.24726.5595.815.835.835.831. (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 Fastllinuxlenovothinkpad0.5221.0441.5662.0882.612.302.312.322.321. (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 Fastllinuxlenovothinkpad0.9181.8362.7543.6724.594.064.054.074.081. (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 Fastllinuxlenovothinkpad369121511.2711.2511.3511.381. (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 Fastllinuxlenovothinkpad51015202519.7919.9419.9620.021. (CC) gcc options: -pthread -ftree-vectorize -fvisibility=hidden -O2 -lpthread -lm -lrt

rav1e

Xiph rav1e is a Rust-written AV1 video encoder that claims to be the fastest and safest AV1 encoder. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 1llinuxlenovothinkpad0.02120.04240.06360.08480.1060.0930.0940.0940.094

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 5llinuxlenovothinkpad0.13880.27760.41640.55520.6940.6150.6160.6140.617

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 6llinuxlenovothinkpad0.19080.38160.57240.76320.9540.8380.8480.8380.842

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.5Speed: 10llinuxlenovothinkpad0.59511.19021.78532.38042.97552.6252.6452.6372.643

Stargate Digital Audio Workstation

Stargate is an open-source, cross-platform digital audio workstation (DAW) software package with "a unique and carefully curated experience" with scalability from old systems up through modern multi-core systems. Stargate is GPLv3 licensed and makes use of Qt5 (PyQt5) for its user-interface. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRender Ratio, More Is BetterStargate Digital Audio Workstation 21.10.9Sample Rate: 44100 - Buffer Size: 512llinuxlenovothinkpad0.11580.23160.34740.46320.5790.5120520.5128930.5142620.5144891. (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: 1024linuxlenovothinkpad0.11720.23440.35160.46880.5860.5194620.5200990.5210771. (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: 512linuxlenovothinkpad0.11190.22380.33570.44760.55950.4974980.4970320.4973391. (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: 1024linuxlenovothinkpad0.11360.22720.34080.45440.5680.5031410.5051030.5048401. (CXX) g++ options: -lpthread -lsndfile -lm -O3 -march=native -ffast-math -funroll-loops -fstrength-reduce -fstrict-aliasing -finline-functions

PJSIP

PJSIP is a free and open source multimedia communication library written in C language implementing standard based protocols such as SIP, SDP, RTP, STUN, TURN, and ICE. It combines signaling protocol (SIP) with rich multimedia framework and NAT traversal functionality into high level API that is portable and suitable for almost any type of systems ranging from desktops, embedded systems, to mobile handsets. This test profile is making use of pjsip-perf with both the client/server on teh system. More details on the PJSIP benchmark at https://www.pjsip.org/high-performance-sip.htm Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgResponses Per Second, More Is BetterPJSIP 2.11Method: INVITElinuxlenovothinkpad60012001800240030002990296129911. (CC) gcc options: -lavformat -lavcodec -lavutil -lstdc++ -lopus -lssl -lcrypto -luuid -lm -lrt -lpthread -lasound -O2

OpenBenchmarking.orgResponses Per Second, More Is BetterPJSIP 2.11Method: OPTIONS, Statefullinuxlenovothinkpad140028004200560070006330639662951. (CC) gcc options: -lavformat -lavcodec -lavutil -lstdc++ -lopus -lssl -lcrypto -luuid -lm -lrt -lpthread -lasound -O2

OpenBenchmarking.orgResponses Per Second, More Is BetterPJSIP 2.11Method: OPTIONS, Statelesslinuxlenovothinkpad7K14K21K28K35K3450534645346681. (CC) gcc options: -lavformat -lavcodec -lavutil -lstdc++ -lopus -lssl -lcrypto -luuid -lm -lrt -lpthread -lasound -O2

Timed Godot Game Engine Compilation

This test times how long it takes to compile the Godot Game Engine. Godot is a popular, open-source, cross-platform 2D/3D game engine and is built using the SCons build system and targeting the X11 platform. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 3.2.3Time To Compilelinuxlenovothinkpad170340510680850773.76773.36774.12

Timed Mesa Compilation

This test profile times how long it takes to compile Mesa with Meson/Ninja. For minimizing build dependencies and avoid versioning conflicts, test this is just the core Mesa build without LLVM or the extra Gallium3D/Mesa drivers enabled. Learn more via the OpenBenchmarking.org test page.

thinkpad: The test quit with a non-zero exit status.

lenovo: The test quit with a non-zero exit status.

linux: The test quit with a non-zero exit status.

Timed Wasmer Compilation

This test times how long it takes to compile Wasmer. Wasmer is written in the Rust programming language and is a WebAssembly runtime implementation that supports WASI and EmScripten. This test profile builds Wasmer with the Cranelift and Singlepast compiler features enabled. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Wasmer Compilation 1.0.2Time To Compilelinuxlenovothinkpad80160240320400354.11352.15353.031. (CC) gcc options: -m64 -pie -nodefaultlibs -ldl -lgcc_s -lutil -lrt -lpthread -lm -lc

VOSK Speech Recognition Toolkit

VOSK is an open-source offline speech recognition API/toolkit. VOSK supports speech recognition in 17 languages and has a variety of models available and interfaces for different programming languages. This test profile times the speech-to-text process for a roughly three minute audio recording. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterVOSK Speech Recognition Toolkit 0.3.21linuxlenovothinkpad71421283529.0829.8129.22

Liquid-DSP

LiquidSDR's Liquid-DSP is a software-defined radio (SDR) digital signal processing library. This test profile runs a multi-threaded benchmark of this SDR/DSP library focused on embedded platform usage. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 2021.01.31Threads: 1 - Buffer Length: 256 - Filter Length: 57linuxlenovothinkpad9M18M27M36M45M4128100041271000411140001. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 2021.01.31Threads: 2 - Buffer Length: 256 - Filter Length: 57linuxlenovothinkpad20M40M60M80M100M7951300079380000795370001. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 2021.01.31Threads: 4 - Buffer Length: 256 - Filter Length: 57linuxlenovothinkpad20M40M60M80M100M7907100078841000789590001. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

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: Mediumlinuxlenovothinkpad2468106.35646.34926.33831. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Thoroughlinuxlenovothinkpad102030405044.5044.4644.341. (CXX) g++ options: -O3 -flto -pthread

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.2Preset: Exhaustivelinuxlenovothinkpad90180270360450426.66426.07425.041. (CXX) g++ options: -O3 -flto -pthread

Natron

Natron is an open-source, cross-platform compositing software for visual effects (VFX) and motion graphics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterNatron 2.4Input: Spaceshiplinuxlenovothinkpad0.090.180.270.360.450.30.30.4

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: CPUlinuxlenovothinkpad204060801009192921. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: fcn-resnet101-11 - Device: CPUlinuxlenovothinkpad481216201616161. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: shufflenet-v2-10 - Device: CPUlinuxlenovothinkpad3K6K9K12K15K1174311606113711. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.9.1Model: super-resolution-10 - Device: CPUlinuxlenovothinkpad20040060080010009149168961. (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: JAX - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00590.01180.01770.02360.02950.0240.0250.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.01870.03740.05610.07480.09350.0810.0800.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.00770.01540.02310.03080.03850.0340.0320.031

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.07940.15880.23820.31760.3970.3430.3450.353

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.02990.05980.08970.11960.14950.1320.1330.133

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.35690.71381.07071.42761.78451.5801.5861.577

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00560.01120.01680.02240.0280.0250.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00320.00640.00960.01280.0160.0140.0140.014

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00680.01360.02040.02720.0340.0300.0300.029

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.01310.02620.03930.05240.06550.0580.0580.058

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00180.00360.00540.00720.0090.0080.0080.008

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00180.00360.00540.00720.0090.0080.0080.008

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00770.01540.02310.03080.03850.0340.0330.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.0050.010.0150.020.0250.0220.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.02160.04320.06480.08640.1080.0950.0960.095

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.02810.05620.08430.11240.14050.1250.1240.123

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.04950.0990.14850.1980.24750.2190.2190.220

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.00650.0130.01950.0260.03250.0290.0280.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.03020.06040.09060.12080.1510.1340.1330.131

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.02030.04060.06090.08120.10150.090.090.09

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.09950.1990.29850.3980.49750.4310.4420.434

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.08030.16060.24090.32120.40150.3570.3570.357

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.4140.8281.2421.6562.071.8331.8301.840

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.11680.23360.35040.46720.5840.5190.5180.519

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.21530.43060.64590.86121.07650.9570.9480.951

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.561.121.682.242.82.4892.4502.465

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.88071.76142.64213.52284.40353.8423.8233.914

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00180.00360.00540.00720.0090.0080.0080.008

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.00740.01480.02220.02960.0370.0330.0330.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.02630.05260.07890.10520.13150.1140.1170.115

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.12940.25880.38820.51760.6470.5700.5750.573

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.10530.21060.31590.42120.52650.4580.4680.456

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.57581.15161.72742.30322.8792.5592.5252.512

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.00270.00540.00810.01080.01350.0120.0100.010

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.03020.06040.09060.12080.1510.1340.1340.134

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.00990.01980.02970.03960.04950.0400.0400.044

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.140.280.420.560.70.6220.6190.613

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.04120.08240.12360.16480.2060.1830.1760.176

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixinglinuxlenovothinkpad0.58391.16781.75172.33562.91952.5952.5832.572

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of Statelinuxlenovothinkpad0.00090.00180.00270.00360.00450.0040.0040.004

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

thinkpad: Test failed to run.

lenovo: Test failed to run.

linux: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of Statelinuxlenovothinkpad0.00250.0050.00750.010.01250.0080.0110.009

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

thinkpad: Test failed to run.

lenovo: Test failed to run.

linux: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of Statelinuxlenovothinkpad0.00320.00640.00960.01280.0160.0140.0140.014

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

thinkpad: Test failed to run.

lenovo: Test failed to run.

linux: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of Statelinuxlenovothinkpad0.01280.02560.03840.05120.0640.0570.0560.054

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

thinkpad: Test failed to run.

lenovo: Test failed to run.

linux: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of Statelinuxlenovothinkpad0.05650.1130.16950.2260.28250.2510.2490.248

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

thinkpad: Test failed to run.

lenovo: Test failed to run.

linux: Test failed to run.

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 2Dlinuxlenovothinkpad60K120K180K240K300K2809482741393020711. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.5.4Test: Object Detectionlinuxlenovothinkpad20K40K60K80K100K9636485537858031. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.5.4Test: DNN - Deep Neural Networklinuxlenovothinkpad10K20K30K40K50K4472341310410961. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt

159 Results Shown

Sockperf:
  Throughput
  Latency Ping Pong
  Latency Under Load
QuantLib
Chia Blockchain VDF:
  Square Plain C++
  Square Assembly Optimized
LZ4 Compression:
  1 - Compression Speed
  1 - Decompression Speed
  3 - Compression Speed
  3 - Decompression Speed
  9 - Compression Speed
  9 - Decompression Speed
Zstd Compression:
  3 - Compression Speed
  3 - Decompression Speed
  8 - Compression Speed
  8 - Decompression Speed
  19 - Compression Speed
  19 - Decompression Speed
  3, Long Mode - Compression Speed
  3, Long Mode - Decompression Speed
  8, Long Mode - Compression Speed
  8, Long Mode - Decompression Speed
  19, Long Mode - Compression Speed
  19, Long Mode - Decompression Speed
Zstd Compression:
  3 - Compression Speed
  3 - Decompression Speed
  8 - Compression Speed
  8 - Decompression Speed
  19 - Compression Speed
  19 - Decompression Speed
  3, Long Mode - Compression Speed
  3, Long Mode - Decompression Speed
  8, Long Mode - Compression Speed
  8, Long Mode - Decompression Speed
  19, Long Mode - Compression Speed
  19, Long Mode - Decompression Speed
JPEG XL libjxl:
  PNG - 5
  PNG - 7
  PNG - 8
  JPEG - 5
  JPEG - 7
  JPEG - 8
JPEG XL Decoding libjxl:
  1
  All
LuaRadio:
  Five Back to Back FIR Filters
  FM Deemphasis Filter
  Hilbert Transform
  Complex Phase
GNU Radio:
  Five Back to Back FIR Filters
  Signal Source (Cosine)
  FIR Filter
  IIR Filter
  FM Deemphasis Filter
  Hilbert Transform
AOM AV1:
  Speed 0 Two-Pass - Bosphorus 4K
  Speed 4 Two-Pass - Bosphorus 4K
  Speed 6 Realtime - Bosphorus 4K
  Speed 6 Two-Pass - Bosphorus 4K
  Speed 8 Realtime - Bosphorus 4K
  Speed 9 Realtime - Bosphorus 4K
  Speed 10 Realtime - Bosphorus 4K
  Speed 0 Two-Pass - Bosphorus 1080p
  Speed 4 Two-Pass - Bosphorus 1080p
  Speed 6 Realtime - Bosphorus 1080p
  Speed 6 Two-Pass - Bosphorus 1080p
  Speed 8 Realtime - Bosphorus 1080p
  Speed 9 Realtime - Bosphorus 1080p
  Speed 10 Realtime - Bosphorus 1080p
Kvazaar:
  Bosphorus 4K - Slow
  Bosphorus 4K - Medium
  Bosphorus 1080p - Slow
  Bosphorus 1080p - Medium
  Bosphorus 4K - Very Fast
  Bosphorus 4K - Ultra Fast
  Bosphorus 1080p - Very Fast
  Bosphorus 1080p - Ultra Fast
rav1e:
  1
  5
  6
  10
Stargate Digital Audio Workstation:
  44100 - 512
  44100 - 1024
  480000 - 512
  480000 - 1024
PJSIP:
  INVITE
  OPTIONS, Stateful
  OPTIONS, Stateless
Timed Godot Game Engine Compilation
Timed Wasmer Compilation
VOSK Speech Recognition Toolkit
Liquid-DSP:
  1 - 256 - 57
  2 - 256 - 57
  4 - 256 - 57
ASTC Encoder:
  Medium
  Thorough
  Exhaustive
Natron
ONNX Runtime:
  yolov4 - CPU
  fcn-resnet101-11 - CPU
  shufflenet-v2-10 - CPU
  super-resolution-10 - CPU
PyHPC Benchmarks:
  CPU - JAX - 16384 - Equation of State
  CPU - JAX - 16384 - Isoneutral Mixing
  CPU - JAX - 65536 - Equation of State
  CPU - JAX - 65536 - Isoneutral Mixing
  CPU - JAX - 262144 - Equation of State
  CPU - JAX - 262144 - Isoneutral Mixing
  CPU - JAX - 1048576 - Equation of State
  CPU - JAX - 1048576 - Isoneutral Mixing
  CPU - JAX - 4194304 - Equation of State
  CPU - JAX - 4194304 - Isoneutral Mixing
  CPU - Numba - 16384 - Equation of State
  CPU - Numba - 16384 - Isoneutral Mixing
  CPU - Numba - 65536 - Equation of State
  CPU - Numba - 65536 - Isoneutral Mixing
  CPU - Numpy - 16384 - Equation of State
  CPU - Numpy - 16384 - Isoneutral Mixing
  CPU - Numpy - 65536 - Equation of State
  CPU - Numpy - 65536 - Isoneutral Mixing
  CPU - Aesara - 16384 - Equation of State
  CPU - Aesara - 16384 - Isoneutral Mixing
  CPU - Aesara - 65536 - Equation of State
  CPU - Aesara - 65536 - Isoneutral Mixing
  CPU - Numba - 262144 - Equation of State
  CPU - Numba - 262144 - Isoneutral Mixing
  CPU - Numpy - 262144 - Equation of State
  CPU - Numpy - 262144 - Isoneutral Mixing
  CPU - Aesara - 262144 - Equation of State
  CPU - Aesara - 262144 - Isoneutral Mixing
  CPU - Numba - 1048576 - Equation of State
  CPU - Numba - 1048576 - Isoneutral Mixing
  CPU - Numba - 4194304 - Equation of State
  CPU - Numba - 4194304 - Isoneutral Mixing
  CPU - Numpy - 1048576 - Equation of State
  CPU - Numpy - 1048576 - Isoneutral Mixing
  CPU - Numpy - 4194304 - Equation of State
  CPU - Numpy - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 16384 - Equation of State
  CPU - PyTorch - 16384 - Isoneutral Mixing
  CPU - PyTorch - 65536 - Equation of State
  CPU - PyTorch - 65536 - Isoneutral Mixing
  CPU - Aesara - 1048576 - Equation of State
  CPU - Aesara - 1048576 - Isoneutral Mixing
  CPU - Aesara - 4194304 - Equation of State
  CPU - Aesara - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 262144 - Equation of State
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - PyTorch - 1048576 - Equation of State
  CPU - PyTorch - 1048576 - Isoneutral Mixing
  CPU - PyTorch - 4194304 - Equation of State
  CPU - PyTorch - 4194304 - Isoneutral Mixing
  CPU - TensorFlow - 16384 - Equation of State
  CPU - TensorFlow - 65536 - Equation of State
  CPU - TensorFlow - 262144 - Equation of State
  CPU - TensorFlow - 1048576 - Equation of State
  CPU - TensorFlow - 4194304 - Equation of State
OpenCV:
  Features 2D
  Object Detection
  DNN - Deep Neural Network