EPYC Tyan Server

AMD EPYC 7543 32-Core testing with a TYAN S8036GM2NE-LE (V2.00.B21 BIOS) and ASPEED on Ubuntu 21.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2106243-IB-2106230IB66
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AV1 2 Tests
BLAS (Basic Linear Algebra Sub-Routine) Tests 2 Tests
Timed Code Compilation 6 Tests
C/C++ Compiler Tests 5 Tests
CPU Massive 13 Tests
Creator Workloads 15 Tests
Encoding 5 Tests
Fortran Tests 4 Tests
Game Development 5 Tests
HPC - High Performance Computing 17 Tests
Machine Learning 7 Tests
Molecular Dynamics 6 Tests
MPI Benchmarks 6 Tests
Multi-Core 22 Tests
NVIDIA GPU Compute 4 Tests
Intel oneAPI 5 Tests
OpenMPI Tests 8 Tests
Programmer / Developer System Benchmarks 6 Tests
Python Tests 9 Tests
Renderers 3 Tests
Scientific Computing 8 Tests
Server CPU Tests 9 Tests
Video Encoding 5 Tests
Common Workstation Benchmarks 2 Tests

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Ubuntu 20.04.2 LTS
June 20 2021
  10 Hours, 37 Minutes
Fedora Server 34
June 21 2021
  9 Hours, 6 Minutes
Debian 10.10
June 21 2021
  8 Hours, 37 Minutes
Debian Bullseye
June 22 2021
  9 Hours, 51 Minutes
CentOS Stream
June 22 2021
  11 Hours, 10 Minutes
Clear Linux 34770
June 23 2021
  8 Hours
Ubuntu 21.04
June 23 2021
  9 Hours, 5 Minutes
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  9 Hours, 29 Minutes

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EPYC Tyan ServerProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionVulkanUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04AMD EPYC 7543 32-Core @ 2.80GHz (32 Cores / 64 Threads)TYAN S8036GM2NE-LE (V2.00.B21 BIOS)AMD Starship/Matisse64GB1000GB Western Digital WD_BLACK SN850 1TBASPEEDVE2282 x Broadcom NetXtreme BCM5720 2-port PCIeUbuntu 20.045.8.0-55-generic (x86_64)GNOME Shell 3.36.4X Server 1.20.94.5 Mesa 20.2.6 (LLVM 11.0.0 256 bits)GCC 9.3.0ext41920x10802 x Broadcom NetXtreme BCM5720 PCIeFedora 345.12.11-300.fc34.x86_64 (x86_64)GCC 11.1.1 20210531xfsDebian 104.19.0-17-amd64 (x86_64)GNOME Shell 3.30.2X ServerGCC 8.3.0ext42 x Broadcom NetXtreme BCM5720 2-port PCIeDebian 115.10.0-7-amd64 (x86_64)GNOME Shell 3.38.41.0.2GCC 10.2.1 20210110llvmpipeCentOS Stream 84.18.0-310.el8.x86_64 (x86_64)GNOME Shell 3.32.2X Server + Wayland4.5 Mesa 21.1.1 (LLVM 11.0.0 256 bits)GCC 8.5.0 20210514xfsClear Linux OS 347705.12.8-1045.native (x86_64)GNOME Shell 40.2X Server 1.20.114.5 Mesa 21.1.3 (LLVM 11.1.0 256 bits)GCC 11.1.1 20210621 releases/gcc-11.1.0-335-g2348a458e1 + Clang 11.1.0 + LLVM 11.1.0ext4ASPEEDUbuntu 21.045.11.0-22-generic (x86_64)GNOME Shell 3.38.4X Server + WaylandGCC 10.3.0OpenBenchmarking.orgKernel Details- Ubuntu 20.04.2 LTS: Transparent Huge Pages: madvise- Fedora Server 34: Transparent Huge Pages: madvise- Debian 10.10: Transparent Huge Pages: always- Debian Bullseye: Transparent Huge Pages: always- CentOS Stream: Transparent Huge Pages: always- Clear Linux 34770: Transparent Huge Pages: always- Ubuntu 21.04: Transparent Huge Pages: madviseCompiler Details- Ubuntu 20.04.2 LTS: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --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++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-9-HskZEa/gcc-9-9.3.0/debian/tmp-nvptx/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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 - Fedora Server 34: --build=x86_64-redhat-linux --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,objc,obj-c++,ada,go,d,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=i686 --with-gcc-major-version-only --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver- Debian 10.10: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --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-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v - Debian Bullseye: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-Km9U7s/gcc-10-10.2.1/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-Km9U7s/gcc-10-10.2.1/debian/tmp-gcn/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - CentOS Stream: --build=x86_64-redhat-linux --disable-libmpx --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver- Clear Linux 34770: --build=x86_64-generic-linux --disable-libmpx --disable-libunwind-exceptions --disable-multiarch --disable-vtable-verify --disable-werror --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-clocale=gnu --enable-default-pie --enable-gnu-indirect-function --enable-languages=c,c++,fortran,go --enable-ld=default --enable-libstdcxx-pch --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --exec-prefix=/usr --includedir=/usr/include --target=x86_64-generic-linux --with-arch=westmere --with-gcc-major-version-only --with-glibc-version=2.19 --with-gnu-ld --with-isl --with-ppl=yes --with-tune=skylake-avx512 - Ubuntu 21.04: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details- Ubuntu 20.04.2 LTS: Scaling Governor: acpi-cpufreq ondemand (Boost: Enabled) - CPU Microcode: 0xa001119- Fedora Server 34: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa001119- Debian 10.10: Scaling Governor: acpi-cpufreq ondemand (Boost: Enabled) - CPU Microcode: 0xa001119- Debian Bullseye: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa001119- CentOS Stream: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001119- Clear Linux 34770: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa001119- Ubuntu 21.04: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa001119Python Details- Ubuntu 20.04.2 LTS: Python 3.8.5- Fedora Server 34: Python 3.9.5- Debian 10.10: Python 2.7.16 + Python 3.7.3- Debian Bullseye: Python 3.9.2- CentOS Stream: Python 3.6.8- Clear Linux 34770: Python 3.9.5- Ubuntu 21.04: Python 3.9.5Security Details- Ubuntu 20.04.2 LTS: 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- Fedora Server 34: SELinux + 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- Debian 10.10: 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- Debian Bullseye: 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- CentOS Stream: SELinux + 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- Clear Linux 34770: 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- Ubuntu 21.04: 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 affectedEnvironment Details- Clear Linux 34770: FFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -malign-data=abi -fno-semantic-interposition -ftree-vectorize -ftree-loop-vectorize -Wl,--enable-new-dtags -Wa,-mbranches-within-32B-boundaries" CXXFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -Wformat -Wformat-security -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -fno-semantic-interposition -ffat-lto-objects -fno-trapping-math -Wl,-sort-common -Wl,--enable-new-dtags -mtune=skylake -Wa,-mbranches-within-32B-boundaries -fvisibility-inlines-hidden -Wl,--enable-new-dtags" MESA_GLSL_CACHE_DISABLE=0 FCFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -malign-data=abi -fno-semantic-interposition -ftree-vectorize -ftree-loop-vectorize -Wl,-sort-common -Wl,--enable-new-dtags" CFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -Wformat -Wformat-security -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -fno-semantic-interposition -ffat-lto-objects -fno-trapping-math -Wl,-sort-common -Wl,--enable-new-dtags -mtune=skylake -Wa,-mbranches-within-32B-boundaries" THEANO_FLAGS="floatX=float32,openmp=true,gcc.cxxflags="-ftree-vectorize -mavx""

Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04Result OverviewPhoronix Test Suite100%170%240%310%NAS Parallel BenchmarksminiFEVP9 libvpx EncodingSVT-AV1SVT-VP9libavif avifencKripkePlaidMLTimed Linux Kernel CompilationMobile Neural NetworkOpenVKLSVT-HEVCIntel Open Image DenoiseEmbreeTNNOSPrayLuxCoreRenderBlenderNAMDTensorFlow Lite

EPYC Tyan Servernpb: LU.Cnpb: BT.Cnpb: SP.Cnpb: EP.Dnpb: FT.Cnpb: CG.Cnpb: IS.Dnpb: MG.Cvpxenc: Speed 5 - Bosphorus 4Knumenta-nab: Bayesian Changepointsvt-av1: Preset 8 - Bosphorus 4Kbuild-wasmer: Time To Compileavifenc: 10svt-vp9: VMAF Optimized - Bosphorus 1080psvt-vp9: PSNR/SSIM Optimized - Bosphorus 1080pmnn: mobilenetV3build-llvm: Unix Makefilesavifenc: 10, Losslessplaidml: No - Inference - VGG19 - CPUplaidml: No - Inference - VGG16 - CPUtensorflow-lite: SqueezeNetplaidml: No - Inference - ResNet 50 - CPUsvt-vp9: Visual Quality Optimized - Bosphorus 1080pbuild-llvm: Ninjamnn: resnet-v2-50onnx: yolov4 - OpenMP CPUbuild-nodejs: Time To Compilemnn: inception-v3svt-av1: Preset 4 - Bosphorus 4Kvpxenc: Speed 0 - Bosphorus 4Kmnn: SqueezeNetV1.0build-linux-kernel: Time To Compilebuild-godot: Time To Compileospray: Magnetic Reconnection - Path Tracernumenta-nab: Earthgecko Skylinemnn: squeezenetv1.1avifenc: 6, Losslessonnx: shufflenet-v2-10 - OpenMP CPUnumenta-nab: Relative Entropyembree: Pathtracer ISPC - Asian Dragontensorflow-lite: Mobilenet Floatnumenta-nab: Windowed Gaussiantensorflow-lite: Mobilenet Quantnwchem: C240 Buckyballbuild-mesa: Time To Compileopenvkl: vklBenchmarktensorflow-lite: Inception ResNet V2tensorflow-lite: Inception V4tnn: CPU - DenseNetonnx: bertsquad-10 - OpenMP CPUonnx: super-resolution-10 - OpenMP CPUoidn: RT.ldr_alb_nrm.3840x2160oidn: RT.hdr_alb_nrm.3840x2160tnn: CPU - MobileNet v2svt-hevc: 7 - Bosphorus 1080poidn: RTLightmap.hdr.4096x4096mnn: MobileNetV2_224xmrig: Monero - 1Mincompact3d: input.i3d 193 Cells Per Directiontnn: CPU - SqueezeNet v2xmrig: Wownero - 1Mgromacs: MPI CPU - water_GMX50_bareblender: Barbershop - CPU-Onlyluxcorerender: Danish Mood - CPUbrl-cad: VGR Performance Metrictnn: CPU - SqueezeNet v1.1luxcorerender: LuxCore Benchmark - CPUembree: Pathtracer ISPC - Crownblender: BMW27 - CPU-Onlyospray: NASA Streamlines - Path Tracersvt-hevc: 1 - Bosphorus 1080pospray: San Miguel - Path Traceropenfoam: Motorbike 30Mastcenc: Exhaustiveluxcorerender: Orange Juice - CPUblender: Classroom - CPU-Onlyospray: XFrog Forest - Path Tracerluxcorerender: DLSC - CPUnamd: ATPase Simulation - 327,506 Atomsopenfoam: Motorbike 60Mopenvino: Age Gender Recognition Retail 0013 FP32 - CPUopenvino: Age Gender Recognition Retail 0013 FP32 - CPUopenvino: Age Gender Recognition Retail 0013 FP16 - CPUopenvino: Age Gender Recognition Retail 0013 FP16 - CPUopenvino: Person Detection 0106 FP32 - CPUopenvino: Person Detection 0106 FP32 - CPUopenvino: Person Detection 0106 FP16 - CPUopenvino: Person Detection 0106 FP16 - CPUopenvino: Face Detection 0106 FP32 - CPUopenvino: Face Detection 0106 FP32 - CPUopenvino: Face Detection 0106 FP16 - CPUopenvino: Face Detection 0106 FP16 - CPUgpaw: Carbon Nanotubekripke: numenta-nab: EXPoSEonnx: fcn-resnet101-11 - OpenMP CPUmnn: mobilenet-v1-1.0tensorflow-lite: NASNet Mobilesvt-hevc: 10 - Bosphorus 1080pluxcorerender: Rainbow Colors and Prism - CPUminife: Smallhpcg: Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04102552.8487954.9833234.282934.2647059.6829891.711786.8249265.3613.6326.84220.85161.2413.817349.16353.982.572286.3756.28722.4926.7369192.69.04264.89232.75821.954291151.64724.3611.9316.166.09435.13757.90750076.4144.14430.2221086613.04737.186543688.46.80546472.93116.922.7472978355399366942907.26644547750.900.90290.337282.380.453.94721914.927.876948062.59723123.13.639195.794.32422481269.1824.7333.318752.8512.3524.653.7222.2423.67798.29146.514.475.450.67252237.380.7620458.870.7620273.783448.714.583486.444.572551.276.252548.126.25114.896786589791397.776932.84988673.1458.1816.3811203.0412.877821406.4520507.5510058.281601.2217996.0913587.611092.1823154.5416.2318.34541.4983.620291.76305.142.535257.1686.18522.1326.9670453.98.59272.55209.69018.933277137.58822.6031.9136.895.76734.01954.9485004.04227.8811091137.383843885.746557.72968370659418923042.86144048840.960.96296.547281.370.483.97529.036647864.8113.640196.644.39417781271.3914.6833.389353.1312.3524.713.7023.51678.29146.654.465.460.6735578470519842.894111782.4434.0716.1110017.7911.713087888.3833843.8513.0335.81220.7162.785344.93353.732.906223.2645.32327.9533.5469846.29.60297.41185.20123.736233123.13926.4711.8526.056.32629.49263.293444.4475.3684.72027.2371106412.32132.441044222.96.67146650.12828347249424082822.38043250180.870.87286.254296.570.444.24222334.562.21723003.3192.554.36409125268.0034.7432.587252.4412.525.193.738.33146.094.485.470.67193784331181120.730753.48275742.3537.0117.1410918.40105456.9589192.7733101.402965.2149076.2430352.211731.3450128.609.3114.87560.6412.873256.35259.562.616250.5735.29827.6733.8769107.39.61236.32202.01322.520282134.40727.6511.7076.526.20432.03153.426422.224.67627.3951128337.315343711.546349.83101.220.2732878347039322513098.33342445970.940.89307.534273.700.464.03423576.327.701865062.16524478.33.756189.904.42420156269.3584.7933.520452.5512.6624.963.7821.7723.46058.39145.384.505.450.67131236.5878112133733.79684817.3429.7116.7513355.411.794121087.2621314.0410303.961006.0818869.8712924.77958.1623036.9314.8936.14022.40245.0072.817303.33303.002.584227.7415.18827.9233.5987580.87.59274.02192.19722.034242127.49827.5191.9596.486.77631.13450066.4974.35527.000969911.63737.228145933.16.29347417.320.0822938437809441052957.06642744750.950.94301.637285.200.474.27528.647742662.6203.801190.764.40406823269.4674.7433.296052.2512.524.763.7423.92998.25146.294.465.460.67415776319271014.364742.932186658467.2017.017928.4012.4586106210.6787029.1533882.212844.3848459.8129639.932177.7250141.9317.6022.09723.9192.609298.74302.642.2644.91528.3434.2072315.67.74273.3822.34723.7542.0717.256.53931.16550077.7884.40926.15013.53337.345443840.55.93846345.63543.12928372549401262895.4500.970.97289.527299.800.484.02627.163459865.8283.777190.954.47270.3504.8033.485752.2512.525.153.7623.51188.36145.824.465.520.6737390502153380.3852.98194377.0463.7617.4810393.7819.4305103516.7187240.0532826.222929.7446810.9128970.461984.7348334.8014.6017.80940.2313.785251.54257.982.496250.2246.30222.8627.4383600.89.38241.51209.93121.663257140.35224.4181.8756.236.90031.45054.6305004.37730.5151019337.005350144.452961.53311.231994340810529553182.60139546840.890.89316.885284.090.453.95528.807995566.2923.581197.524.30419835277.5794.6633.256953.5912.3524.693.7023.58018.30147.554.445.470.6763873584941902.734169680470.5316.2911861.412.6926OpenBenchmarking.org

NAS Parallel Benchmarks

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

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: LU.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0420K40K60K80K100KSE +/- 609.71, N = 3SE +/- 42.83, N = 3SE +/- 824.08, N = 3SE +/- 94.10, N = 3SE +/- 20.57, N = 3SE +/- 383.99, N = 3102552.8421406.45105456.9521087.26106210.67103516.71-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: LU.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0420K40K60K80K100KMin: 101833.42 / Avg: 102552.84 / Max: 103765.24Min: 21326 / Avg: 21406.45 / Max: 21472.15Min: 103841.68 / Avg: 105456.95 / Max: 106548.29Min: 20939.85 / Avg: 21087.26 / Max: 21262.3Min: 106187.07 / Avg: 106210.67 / Max: 106251.66Min: 102750.82 / Avg: 103516.71 / Max: 103948.721. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: BT.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0420K40K60K80K100KSE +/- 203.96, N = 3SE +/- 482.34, N = 9SE +/- 319.12, N = 3SE +/- 44.18, N = 3SE +/- 4.57, N = 3SE +/- 114.01, N = 3SE +/- 108.57, N = 387954.9820507.5587888.3889192.7721314.0487029.1587240.05-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian 10.10: Open MPI 3.1.34. Debian Bullseye: Open MPI 4.1.05. Clear Linux 34770: 3.26. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: BT.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0415K30K45K60K75KMin: 87645.48 / Avg: 87954.98 / Max: 88339.84Min: 16918.37 / Avg: 20507.55 / Max: 21270.48Min: 87259.16 / Avg: 87888.38 / Max: 88295.64Min: 89104.44 / Avg: 89192.77 / Max: 89239.06Min: 21306.79 / Avg: 21314.04 / Max: 21322.49Min: 86910.46 / Avg: 87029.15 / Max: 87257.1Min: 87049.58 / Avg: 87240.05 / Max: 87425.581. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian 10.10: Open MPI 3.1.34. Debian Bullseye: Open MPI 4.1.05. Clear Linux 34770: 3.26. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.047K14K21K28K35KSE +/- 59.03, N = 3SE +/- 44.59, N = 3SE +/- 79.00, N = 3SE +/- 72.73, N = 3SE +/- 5.32, N = 3SE +/- 66.76, N = 3SE +/- 44.33, N = 333234.2810058.2833843.8533101.4010303.9633882.2132826.22-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian 10.10: Open MPI 3.1.34. Debian Bullseye: Open MPI 4.1.05. Clear Linux 34770: 3.26. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.046K12K18K24K30KMin: 33117.39 / Avg: 33234.28 / Max: 33307.04Min: 9977.77 / Avg: 10058.28 / Max: 10131.76Min: 33749.33 / Avg: 33843.85 / Max: 34000.76Min: 32956.09 / Avg: 33101.4 / Max: 33179.86Min: 10293.32 / Avg: 10303.96 / Max: 10309.49Min: 33771.81 / Avg: 33882.21 / Max: 34002.44Min: 32768.77 / Avg: 32826.22 / Max: 32913.431. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian 10.10: Open MPI 3.1.34. Debian Bullseye: Open MPI 4.1.05. Clear Linux 34770: 3.26. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.DUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.046001200180024003000SE +/- 21.45, N = 13SE +/- 28.47, N = 14SE +/- 8.37, N = 3SE +/- 15.88, N = 12SE +/- 35.45, N = 12SE +/- 22.22, N = 152934.261601.222965.211006.082844.382929.74-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.DUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.045001000150020002500Min: 2683.67 / Avg: 2934.26 / Max: 2976.57Min: 1278.9 / Avg: 1601.22 / Max: 1642.12Min: 2948.6 / Avg: 2965.21 / Max: 2975.28Min: 894.19 / Avg: 1006.08 / Max: 1042.91Min: 2628.74 / Avg: 2844.38 / Max: 2981.28Min: 2717.17 / Avg: 2929.74 / Max: 2991.831. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: FT.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0411K22K33K44K55KSE +/- 40.78, N = 3SE +/- 43.58, N = 3SE +/- 134.89, N = 3SE +/- 49.69, N = 3SE +/- 318.68, N = 3SE +/- 352.28, N = 1147059.6817996.0949076.2418869.8748459.8146810.91-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: FT.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.049K18K27K36K45KMin: 46997.65 / Avg: 47059.68 / Max: 47136.55Min: 17925.22 / Avg: 17996.09 / Max: 18075.48Min: 48806.56 / Avg: 49076.24 / Max: 49217.54Min: 18782.62 / Avg: 18869.87 / Max: 18954.69Min: 48020.21 / Avg: 48459.81 / Max: 49079.27Min: 45009.37 / Avg: 46810.91 / Max: 48511.981. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: CG.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.047K14K21K28K35KSE +/- 271.73, N = 3SE +/- 10.91, N = 3SE +/- 246.35, N = 3SE +/- 138.23, N = 4SE +/- 170.00, N = 3SE +/- 408.24, N = 329891.7113587.6130352.2112924.7729639.9328970.46-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: CG.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.045K10K15K20K25KMin: 29384.41 / Avg: 29891.71 / Max: 30314.17Min: 13566.81 / Avg: 13587.61 / Max: 13603.74Min: 29881.94 / Avg: 30352.21 / Max: 30714.59Min: 12510.8 / Avg: 12924.77 / Max: 13080.4Min: 29306.1 / Avg: 29639.93 / Max: 29862.67Min: 28278.91 / Avg: 28970.46 / Max: 29692.121. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: IS.DUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.045001000150020002500SE +/- 8.29, N = 3SE +/- 11.91, N = 4SE +/- 10.78, N = 3SE +/- 6.10, N = 3SE +/- 43.89, N = 12SE +/- 19.12, N = 31786.821092.181731.34958.162177.721984.73-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: IS.DUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04400800120016002000Min: 1770.26 / Avg: 1786.82 / Max: 1795.89Min: 1060.76 / Avg: 1092.18 / Max: 1117.81Min: 1714.2 / Avg: 1731.34 / Max: 1751.23Min: 948.46 / Avg: 958.16 / Max: 969.43Min: 1703.69 / Avg: 2177.72 / Max: 2263.5Min: 1951.14 / Avg: 1984.73 / Max: 2017.341. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0411K22K33K44K55KSE +/- 83.51, N = 3SE +/- 467.47, N = 15SE +/- 60.07, N = 3SE +/- 231.31, N = 15SE +/- 11.68, N = 3SE +/- 56.10, N = 349265.3623154.5450128.6023036.9350141.9348334.80-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0
OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.CUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.049K18K27K36K45KMin: 49105.03 / Avg: 49265.36 / Max: 49386.05Min: 17561.91 / Avg: 23154.54 / Max: 24365.05Min: 50012.22 / Avg: 50128.6 / Max: 50212.59Min: 21247.24 / Avg: 23036.93 / Max: 23784.5Min: 50118.77 / Avg: 50141.93 / Max: 50156.13Min: 48241.32 / Avg: 48334.8 / Max: 48435.281. (F9X) gfortran options: -O3 -march=native -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi2. Ubuntu 20.04.2 LTS: Open MPI 4.0.33. Debian Bullseye: Open MPI 4.1.04. Clear Linux 34770: 3.25. Ubuntu 21.04: Open MPI 4.1.0

VP9 libvpx Encoding

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

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0448121620SE +/- 0.07, N = 3SE +/- 0.13, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.10, N = 15SE +/- 0.11, N = 3SE +/- 0.09, N = 313.6316.2313.039.3114.8917.6014.60-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-pipe -fexceptions -fstack-protector -ffat-lto-objects -fno-trapping-math -mtune=skylake-U_FORTIFY_SOURCE1. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 5 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0448121620Min: 13.5 / Avg: 13.63 / Max: 13.73Min: 16.06 / Avg: 16.23 / Max: 16.49Min: 12.93 / Avg: 13.03 / Max: 13.1Min: 9.25 / Avg: 9.31 / Max: 9.4Min: 14.51 / Avg: 14.89 / Max: 15.97Min: 17.38 / Avg: 17.6 / Max: 17.77Min: 14.48 / Avg: 14.6 / Max: 14.781. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -std=gnu++11

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial timeseries data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian ChangepointUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 34770816243240SE +/- 0.15, N = 3SE +/- 0.29, N = 3SE +/- 0.23, N = 3SE +/- 0.19, N = 326.8435.8136.1422.10
OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian ChangepointUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 34770816243240Min: 26.54 / Avg: 26.84 / Max: 27.03Min: 35.25 / Avg: 35.81 / Max: 36.16Min: 35.87 / Avg: 36.14 / Max: 36.59Min: 21.83 / Avg: 22.1 / Max: 22.46

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 0.8.7Encoder Mode: Preset 8 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430SE +/- 0.12, N = 3SE +/- 0.11, N = 3SE +/- 0.11, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 320.8518.3520.7214.8822.4023.9217.81-O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 0.8.7Encoder Mode: Preset 8 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 20.66 / Avg: 20.85 / Max: 21.08Min: 18.22 / Avg: 18.35 / Max: 18.56Min: 20.57 / Avg: 20.72 / Max: 20.93Min: 14.65 / Avg: 14.88 / Max: 15.08Min: 22.29 / Avg: 22.4 / Max: 22.54Min: 23.8 / Avg: 23.92 / Max: 24.03Min: 17.7 / Avg: 17.81 / Max: 17.891. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

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 CompileUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamUbuntu 21.041428425670SE +/- 0.35, N = 3SE +/- 0.19, N = 3SE +/- 0.57, N = 3SE +/- 0.63, N = 3SE +/- 0.24, N = 361.2441.5060.6445.0140.231. (CC) gcc options: -m64 -pie -nodefaultlibs -ldl -lrt -lpthread -lgcc_s -lc -lm -lutil
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Wasmer Compilation 1.0.2Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamUbuntu 21.041224364860Min: 60.62 / Avg: 61.24 / Max: 61.82Min: 41.21 / Avg: 41.5 / Max: 41.86Min: 59.62 / Avg: 60.64 / Max: 61.61Min: 44.2 / Avg: 45.01 / Max: 46.26Min: 39.75 / Avg: 40.23 / Max: 40.521. (CC) gcc options: -m64 -pie -nodefaultlibs -ldl -lrt -lpthread -lgcc_s -lc -lm -lutil

libavif avifenc

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

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.85881.71762.57643.43524.294SE +/- 0.018, N = 3SE +/- 0.030, N = 9SE +/- 0.037, N = 3SE +/- 0.021, N = 15SE +/- 0.024, N = 15SE +/- 0.031, N = 4SE +/- 0.040, N = 53.8173.6202.7852.8732.8172.6093.7851. (CXX) g++ options: -O3 -fPIC -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 3.78 / Avg: 3.82 / Max: 3.84Min: 3.51 / Avg: 3.62 / Max: 3.73Min: 2.74 / Avg: 2.79 / Max: 2.86Min: 2.76 / Avg: 2.87 / Max: 2.98Min: 2.69 / Avg: 2.82 / Max: 2.97Min: 2.55 / Avg: 2.61 / Max: 2.67Min: 3.68 / Avg: 3.78 / Max: 3.91. (CXX) g++ options: -O3 -fPIC -lm

SVT-VP9

This is a test of the Intel Open Visual Cloud Scalable Video Technology SVT-VP9 CPU-based multi-threaded video encoder for the VP9 video format with a sample YUV input video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: VMAF Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0480160240320400SE +/- 4.22, N = 12SE +/- 1.79, N = 3SE +/- 2.58, N = 15SE +/- 2.14, N = 3SE +/- 3.44, N = 15SE +/- 3.79, N = 3SE +/- 3.29, N = 15349.16291.76344.93256.35303.33298.74251.54-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: VMAF Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300Min: 303.39 / Avg: 349.16 / Max: 358.61Min: 288.3 / Avg: 291.76 / Max: 294.26Min: 311.18 / Avg: 344.93 / Max: 353.22Min: 252.17 / Avg: 256.35 / Max: 259.25Min: 284.82 / Avg: 303.33 / Max: 331.3Min: 291.46 / Avg: 298.74 / Max: 304.19Min: 241.9 / Avg: 251.54 / Max: 281.981. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0480160240320400SE +/- 2.18, N = 3SE +/- 2.17, N = 15SE +/- 1.49, N = 3SE +/- 0.27, N = 3SE +/- 2.40, N = 3SE +/- 3.98, N = 3SE +/- 8.42, N = 15353.98305.14353.73259.56303.00302.64257.98-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300Min: 350 / Avg: 353.98 / Max: 357.53Min: 296.81 / Avg: 305.14 / Max: 329.62Min: 352.03 / Avg: 353.73 / Max: 356.69Min: 259.2 / Avg: 259.56 / Max: 260.09Min: 299.34 / Avg: 303 / Max: 307.53Min: 295.71 / Avg: 302.64 / Max: 309.48Min: 242.55 / Avg: 257.98 / Max: 374.741. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.65391.30781.96172.61563.2695SE +/- 0.027, N = 5SE +/- 0.029, N = 15SE +/- 0.055, N = 12SE +/- 0.033, N = 15SE +/- 0.018, N = 3SE +/- 0.018, N = 15SE +/- 0.025, N = 32.5722.5352.9062.6162.5842.2642.496MIN: 2.44 / MAX: 4.26MIN: 2.28 / MAX: 3.47MIN: 2.52 / MAX: 6.63MIN: 2.33 / MAX: 5.48MIN: 2.51 / MAX: 2.98-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 2.14 / MAX: 5.27MIN: 2.41 / MAX: 3.321. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 2.47 / Avg: 2.57 / Max: 2.63Min: 2.33 / Avg: 2.54 / Max: 2.65Min: 2.6 / Avg: 2.91 / Max: 3.29Min: 2.43 / Avg: 2.62 / Max: 2.85Min: 2.55 / Avg: 2.58 / Max: 2.61Min: 2.18 / Avg: 2.26 / Max: 2.4Min: 2.46 / Avg: 2.5 / Max: 2.541. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Timed LLVM Compilation

This test times how long it takes to build the LLVM compiler. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: Unix MakefilesUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0460120180240300SE +/- 1.53, N = 3SE +/- 1.83, N = 3SE +/- 3.17, N = 3SE +/- 2.32, N = 3SE +/- 0.88, N = 3SE +/- 0.65, N = 3286.38257.17223.26250.57227.74250.22
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: Unix MakefilesUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0450100150200250Min: 283.97 / Avg: 286.38 / Max: 289.22Min: 254.2 / Avg: 257.17 / Max: 260.5Min: 216.96 / Avg: 223.26 / Max: 227.03Min: 247.47 / Avg: 250.57 / Max: 255.12Min: 226.06 / Avg: 227.74 / Max: 229.02Min: 248.93 / Avg: 250.22 / Max: 250.92

libavif avifenc

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

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810SE +/- 0.060, N = 6SE +/- 0.006, N = 3SE +/- 0.079, N = 15SE +/- 0.015, N = 3SE +/- 0.064, N = 3SE +/- 0.027, N = 3SE +/- 0.047, N = 116.2876.1855.3235.2985.1884.9156.3021. (CXX) g++ options: -O3 -fPIC -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215Min: 6.01 / Avg: 6.29 / Max: 6.43Min: 6.18 / Avg: 6.18 / Max: 6.2Min: 5.09 / Avg: 5.32 / Max: 5.95Min: 5.27 / Avg: 5.3 / Max: 5.32Min: 5.08 / Avg: 5.19 / Max: 5.3Min: 4.87 / Avg: 4.91 / Max: 4.96Min: 6.08 / Avg: 6.3 / Max: 6.531. (CXX) g++ options: -O3 -fPIC -lm

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835SE +/- 0.19, N = 3SE +/- 0.23, N = 5SE +/- 0.32, N = 3SE +/- 0.24, N = 3SE +/- 0.25, N = 3SE +/- 0.26, N = 3SE +/- 0.15, N = 322.4922.1327.9527.6727.9228.3422.86
OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 22.14 / Avg: 22.49 / Max: 22.78Min: 21.46 / Avg: 22.13 / Max: 22.76Min: 27.41 / Avg: 27.95 / Max: 28.52Min: 27.19 / Avg: 27.67 / Max: 27.98Min: 27.52 / Avg: 27.92 / Max: 28.39Min: 28.07 / Avg: 28.34 / Max: 28.87Min: 22.7 / Avg: 22.86 / Max: 23.16

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04816243240SE +/- 0.23, N = 3SE +/- 0.19, N = 3SE +/- 0.25, N = 3SE +/- 0.46, N = 3SE +/- 0.27, N = 3SE +/- 0.24, N = 3SE +/- 0.11, N = 326.7326.9633.5433.8733.5934.2027.43
OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835Min: 26.27 / Avg: 26.73 / Max: 27.01Min: 26.58 / Avg: 26.96 / Max: 27.2Min: 33.09 / Avg: 33.54 / Max: 33.94Min: 33.2 / Avg: 33.87 / Max: 34.75Min: 33.17 / Avg: 33.59 / Max: 34.08Min: 33.84 / Avg: 34.2 / Max: 34.65Min: 27.22 / Avg: 27.43 / Max: 27.61

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0420K40K60K80K100KSE +/- 188.81, N = 3SE +/- 521.49, N = 3SE +/- 372.87, N = 3SE +/- 292.33, N = 3SE +/- 2095.69, N = 15SE +/- 789.17, N = 3SE +/- 2084.38, N = 1569192.670453.969846.269107.387580.872315.683600.8
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0415K30K45K60K75KMin: 68919.2 / Avg: 69192.63 / Max: 69554.9Min: 69431.8 / Avg: 70453.93 / Max: 71144.7Min: 69390.7 / Avg: 69846.2 / Max: 70585.3Min: 68718.2 / Avg: 69107.33 / Max: 69679.8Min: 75881.5 / Avg: 87580.84 / Max: 104795Min: 71156 / Avg: 72315.6 / Max: 73822.7Min: 76660.1 / Avg: 83600.75 / Max: 103395

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.10, N = 49.048.599.609.617.597.749.38
OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215Min: 9.01 / Avg: 9.04 / Max: 9.09Min: 8.54 / Avg: 8.59 / Max: 8.62Min: 9.42 / Avg: 9.6 / Max: 9.78Min: 9.57 / Avg: 9.61 / Max: 9.64Min: 7.56 / Avg: 7.59 / Max: 7.62Min: 7.65 / Avg: 7.74 / Max: 7.79Min: 9.09 / Avg: 9.38 / Max: 9.5

SVT-VP9

This is a test of the Intel Open Visual Cloud Scalable Video Technology SVT-VP9 CPU-based multi-threaded video encoder for the VP9 video format with a sample YUV input video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: Visual Quality Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300SE +/- 2.34, N = 3SE +/- 2.18, N = 3SE +/- 2.94, N = 3SE +/- 2.63, N = 5SE +/- 2.06, N = 3SE +/- 2.72, N = 3SE +/- 0.95, N = 3264.89272.55297.41236.32274.02273.38241.51-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: Visual Quality Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0450100150200250Min: 260.29 / Avg: 264.89 / Max: 267.93Min: 268.31 / Avg: 272.55 / Max: 275.55Min: 292.75 / Avg: 297.41 / Max: 302.84Min: 229.27 / Avg: 236.32 / Max: 241.76Min: 271.47 / Avg: 274.02 / Max: 278.09Min: 268.56 / Avg: 273.38 / Max: 277.99Min: 240.15 / Avg: 241.51 / Max: 243.331. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

Timed LLVM Compilation

This test times how long it takes to build the LLVM compiler. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: NinjaUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0450100150200250SE +/- 0.86, N = 3SE +/- 0.77, N = 3SE +/- 0.13, N = 3SE +/- 0.11, N = 3SE +/- 0.67, N = 3SE +/- 0.97, N = 3232.76209.69185.20202.01192.20209.93
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: NinjaUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.044080120160200Min: 231.03 / Avg: 232.76 / Max: 233.66Min: 208.32 / Avg: 209.69 / Max: 210.98Min: 184.98 / Avg: 185.2 / Max: 185.44Min: 201.81 / Avg: 202.01 / Max: 202.2Min: 191.19 / Avg: 192.2 / Max: 193.46Min: 208.08 / Avg: 209.93 / Max: 211.36

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430SE +/- 0.08, N = 5SE +/- 0.28, N = 15SE +/- 0.28, N = 12SE +/- 0.38, N = 15SE +/- 0.43, N = 3SE +/- 0.27, N = 15SE +/- 0.25, N = 321.9518.9323.7422.5222.0322.3521.66MIN: 20.25 / MAX: 89.25MIN: 17.69 / MAX: 159.34MIN: 22.27 / MAX: 64.14MIN: 20.6 / MAX: 109.28MIN: 20.86 / MAX: 39.15-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 19.88 / MAX: 62.08MIN: 20.46 / MAX: 205.81. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 21.65 / Avg: 21.95 / Max: 22.16Min: 17.92 / Avg: 18.93 / Max: 22Min: 22.73 / Avg: 23.74 / Max: 25.53Min: 20.89 / Avg: 22.52 / Max: 25.3Min: 21.2 / Avg: 22.03 / Max: 22.62Min: 20.3 / Avg: 22.35 / Max: 24.23Min: 21.39 / Avg: 21.66 / Max: 22.161. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

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 1.6Model: yolov4 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0460120180240300SE +/- 4.38, N = 12SE +/- 1.96, N = 3SE +/- 4.62, N = 12SE +/- 4.80, N = 9SE +/- 2.69, N = 12SE +/- 4.35, N = 122912772332822422571. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: yolov4 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0450100150200250Min: 267 / Avg: 290.67 / Max: 320.5Min: 274.5 / Avg: 277.17 / Max: 281Min: 211.5 / Avg: 233.25 / Max: 273Min: 262.5 / Avg: 281.61 / Max: 303Min: 224.5 / Avg: 241.79 / Max: 255.5Min: 231.5 / Avg: 257.29 / Max: 2841. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Timed Node.js Compilation

This test profile times how long it takes to build/compile Node.js itself from source. Node.js is a JavaScript run-time built from the Chrome V8 JavaScript engine while itself is written in C/C++. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 15.11Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.04306090120150SE +/- 0.10, N = 3SE +/- 0.21, N = 3SE +/- 0.17, N = 3SE +/- 0.16, N = 3SE +/- 0.15, N = 3SE +/- 0.47, N = 3151.65137.59123.14134.41127.50140.35
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 15.11Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.04306090120150Min: 151.52 / Avg: 151.65 / Max: 151.85Min: 137.24 / Avg: 137.59 / Max: 137.96Min: 122.81 / Avg: 123.14 / Max: 123.32Min: 134.1 / Avg: 134.41 / Max: 134.63Min: 127.2 / Avg: 127.5 / Max: 127.7Min: 139.82 / Avg: 140.35 / Max: 141.28

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835SE +/- 0.22, N = 5SE +/- 0.14, N = 15SE +/- 0.23, N = 12SE +/- 0.10, N = 15SE +/- 0.33, N = 3SE +/- 0.24, N = 15SE +/- 0.18, N = 324.3622.6026.4727.6527.5223.7524.42MIN: 23.32 / MAX: 78.89MIN: 21.09 / MAX: 293.57MIN: 23.92 / MAX: 128.7MIN: 25.83 / MAX: 133.2MIN: 26.2 / MAX: 115.35-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 22.09 / MAX: 118.52MIN: 23.37 / MAX: 128.041. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 23.95 / Avg: 24.36 / Max: 25.17Min: 21.87 / Avg: 22.6 / Max: 24.21Min: 25.17 / Avg: 26.47 / Max: 27.81Min: 27.09 / Avg: 27.65 / Max: 28.23Min: 26.87 / Avg: 27.52 / Max: 27.96Min: 22.75 / Avg: 23.75 / Max: 25.98Min: 24.23 / Avg: 24.42 / Max: 24.791. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 0.8.7Encoder Mode: Preset 4 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.4660.9321.3981.8642.33SE +/- 0.001, N = 3SE +/- 0.004, N = 3SE +/- 0.003, N = 3SE +/- 0.005, N = 3SE +/- 0.008, N = 3SE +/- 0.005, N = 3SE +/- 0.004, N = 31.9311.9131.8521.7071.9592.0711.875-O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 0.8.7Encoder Mode: Preset 4 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 1.93 / Avg: 1.93 / Max: 1.93Min: 1.91 / Avg: 1.91 / Max: 1.92Min: 1.85 / Avg: 1.85 / Max: 1.86Min: 1.7 / Avg: 1.71 / Max: 1.71Min: 1.95 / Avg: 1.96 / Max: 1.98Min: 2.06 / Avg: 2.07 / Max: 2.08Min: 1.87 / Avg: 1.88 / Max: 1.881. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

VP9 libvpx Encoding

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

OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 36.166.896.056.526.487.256.23-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-U_FORTIFY_SOURCE-pipe -fexceptions -fstack-protector -ffat-lto-objects -fno-trapping-math -mtune=skylake-U_FORTIFY_SOURCE1. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -std=gnu++11
OpenBenchmarking.orgFrames Per Second, More Is BetterVP9 libvpx Encoding 1.10.0Speed: Speed 0 - Input: Bosphorus 4KUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215Min: 6.15 / Avg: 6.16 / Max: 6.17Min: 6.85 / Avg: 6.89 / Max: 6.96Min: 6.04 / Avg: 6.05 / Max: 6.07Min: 6.46 / Avg: 6.52 / Max: 6.63Min: 6.44 / Avg: 6.48 / Max: 6.55Min: 7.23 / Avg: 7.25 / Max: 7.28Min: 6.21 / Avg: 6.23 / Max: 6.261. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -std=gnu++11

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810SE +/- 0.096, N = 5SE +/- 0.049, N = 15SE +/- 0.099, N = 12SE +/- 0.094, N = 15SE +/- 0.088, N = 3SE +/- 0.116, N = 15SE +/- 0.027, N = 36.0945.7676.3266.2046.7766.5396.900MIN: 5.73 / MAX: 12.28MIN: 5.34 / MAX: 18.22MIN: 5.64 / MAX: 13.73MIN: 5.43 / MAX: 24.5MIN: 6.24 / MAX: 13.86-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 5.73 / MAX: 9.75MIN: 6.51 / MAX: 10.521. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215Min: 5.87 / Avg: 6.09 / Max: 6.43Min: 5.56 / Avg: 5.77 / Max: 6.36Min: 5.85 / Avg: 6.33 / Max: 7.28Min: 5.68 / Avg: 6.2 / Max: 6.94Min: 6.66 / Avg: 6.78 / Max: 6.95Min: 5.82 / Avg: 6.54 / Max: 7.47Min: 6.86 / Avg: 6.9 / Max: 6.951. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.10.20Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04816243240SE +/- 0.36, N = 5SE +/- 0.40, N = 4SE +/- 0.22, N = 10SE +/- 0.46, N = 3SE +/- 0.28, N = 7SE +/- 0.26, N = 8SE +/- 0.35, N = 435.1434.0229.4932.0331.1331.1731.45
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.10.20Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04816243240Min: 34.73 / Avg: 35.14 / Max: 36.57Min: 33.6 / Avg: 34.02 / Max: 35.23Min: 28.65 / Avg: 29.49 / Max: 31.16Min: 31.51 / Avg: 32.03 / Max: 32.95Min: 30.17 / Avg: 31.13 / Max: 32.57Min: 30.29 / Avg: 31.17 / Max: 32.86Min: 31.06 / Avg: 31.45 / Max: 32.5

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 CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeUbuntu 21.041428425670SE +/- 0.28, N = 3SE +/- 0.09, N = 3SE +/- 0.36, N = 3SE +/- 0.17, N = 3SE +/- 0.64, N = 357.9154.9563.2953.4354.63
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 3.2.3Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeUbuntu 21.041224364860Min: 57.36 / Avg: 57.91 / Max: 58.27Min: 54.83 / Avg: 54.95 / Max: 55.13Min: 62.71 / Avg: 63.29 / Max: 63.96Min: 53.1 / Avg: 53.43 / Max: 53.68Min: 53.72 / Avg: 54.63 / Max: 55.87

OSPray

Intel OSPray is a portable ray-tracing engine for high-performance, high-fidenlity scientific visualizations. OSPray builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: Magnetic Reconnection - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04110220330440550SE +/- 21.00, N = 15SE +/- 22.22, N = 15SE +/- 0.00, N = 3500.00500.00444.44422.22500.00500.00500.00MIN: 250MIN: 250MIN: 250 / MAX: 500MIN: 200 / MAX: 500MIN: 333.33MIN: 250MIN: 250
OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: Magnetic Reconnection - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0490180270360450Min: 333.33 / Avg: 444.44 / Max: 500Min: 333.33 / Avg: 422.22 / Max: 500Min: 500 / Avg: 500 / Max: 500

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial timeseries data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko SkylineUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 3477020406080100SE +/- 0.34, N = 3SE +/- 0.44, N = 3SE +/- 0.57, N = 3SE +/- 0.64, N = 376.4175.3766.5077.79
OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko SkylineUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 347701530456075Min: 75.76 / Avg: 76.41 / Max: 76.9Min: 74.84 / Avg: 75.37 / Max: 76.24Min: 65.82 / Avg: 66.5 / Max: 67.63Min: 76.68 / Avg: 77.79 / Max: 78.91

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041.0622.1243.1864.2485.31SE +/- 0.037, N = 5SE +/- 0.035, N = 15SE +/- 0.046, N = 12SE +/- 0.029, N = 15SE +/- 0.084, N = 3SE +/- 0.046, N = 15SE +/- 0.027, N = 34.1444.0424.7204.6764.3554.4094.377MIN: 4.02 / MAX: 6.05MIN: 3.75 / MAX: 13.49MIN: 4.17 / MAX: 23.32MIN: 4.15 / MAX: 20.3MIN: 4.13 / MAX: 5.15-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 3.99 / MAX: 9.37MIN: 4.25 / MAX: 5.481. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 4.06 / Avg: 4.14 / Max: 4.26Min: 3.8 / Avg: 4.04 / Max: 4.31Min: 4.42 / Avg: 4.72 / Max: 4.92Min: 4.43 / Avg: 4.68 / Max: 4.84Min: 4.2 / Avg: 4.36 / Max: 4.48Min: 4.08 / Avg: 4.41 / Max: 4.72Min: 4.33 / Avg: 4.38 / Max: 4.421. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

libavif avifenc

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

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 6, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835SE +/- 0.20, N = 3SE +/- 0.02, N = 3SE +/- 0.31, N = 3SE +/- 0.09, N = 3SE +/- 0.11, N = 3SE +/- 0.04, N = 3SE +/- 0.23, N = 330.2227.8827.2427.4027.0026.1530.521. (CXX) g++ options: -O3 -fPIC -lm
OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 6, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835Min: 29.86 / Avg: 30.22 / Max: 30.55Min: 27.84 / Avg: 27.88 / Max: 27.92Min: 26.84 / Avg: 27.24 / Max: 27.85Min: 27.23 / Avg: 27.4 / Max: 27.55Min: 26.78 / Avg: 27 / Max: 27.14Min: 26.09 / Avg: 26.15 / Max: 26.23Min: 30.28 / Avg: 30.52 / Max: 30.971. (CXX) g++ options: -O3 -fPIC -lm

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 1.6Model: shufflenet-v2-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.042K4K6K8K10KSE +/- 51.37, N = 3SE +/- 78.91, N = 3SE +/- 108.89, N = 3SE +/- 51.39, N = 3SE +/- 110.43, N = 4SE +/- 40.87, N = 3108661091111064112839699101931. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: shufflenet-v2-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.042K4K6K8K10KMin: 10783 / Avg: 10866.17 / Max: 10960Min: 10785.5 / Avg: 10910.67 / Max: 11056.5Min: 10850.5 / Avg: 11064.33 / Max: 11207Min: 11189 / Avg: 11283 / Max: 11366Min: 9408 / Avg: 9698.88 / Max: 9945Min: 10114.5 / Avg: 10193 / Max: 102521. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial timeseries data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative EntropyUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 347703691215SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 3SE +/- 0.17, N = 313.0512.3211.6413.53
OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative EntropyUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 3477048121620Min: 12.83 / Avg: 13.05 / Max: 13.3Min: 12.25 / Avg: 12.32 / Max: 12.36Min: 11.51 / Avg: 11.64 / Max: 11.8Min: 13.19 / Avg: 13.53 / Max: 13.72

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: Asian DragonUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04918273645SE +/- 0.26, N = 3SE +/- 0.15, N = 3SE +/- 0.64, N = 15SE +/- 0.22, N = 3SE +/- 0.10, N = 3SE +/- 0.26, N = 3SE +/- 0.23, N = 337.1937.3832.4437.3237.2337.3537.01MIN: 36.46 / MAX: 37.99MIN: 36.85 / MAX: 38.17MIN: 29.11 / MAX: 37.15MIN: 36.86 / MAX: 38.33MIN: 36.83 / MAX: 37.88MIN: 36.8 / MAX: 38.26MIN: 36.35 / MAX: 38.08
OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: Asian DragonUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04816243240Min: 36.68 / Avg: 37.19 / Max: 37.48Min: 37.09 / Avg: 37.38 / Max: 37.55Min: 29.36 / Avg: 32.44 / Max: 36.54Min: 37.09 / Avg: 37.32 / Max: 37.76Min: 37.1 / Avg: 37.23 / Max: 37.43Min: 37.02 / Avg: 37.35 / Max: 37.86Min: 36.68 / Avg: 37.01 / Max: 37.44

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0411K22K33K44K55KSE +/- 161.47, N = 3SE +/- 107.46, N = 3SE +/- 96.21, N = 3SE +/- 101.03, N = 3SE +/- 897.43, N = 13SE +/- 88.65, N = 3SE +/- 684.51, N = 1543688.443885.744222.943711.545933.143840.550144.4
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.049K18K27K36K45KMin: 43422 / Avg: 43688.4 / Max: 43979.7Min: 43675.1 / Avg: 43885.73 / Max: 44028Min: 44080.8 / Avg: 44222.87 / Max: 44406.3Min: 43607.2 / Avg: 43711.47 / Max: 43913.5Min: 43546.7 / Avg: 45933.08 / Max: 54995.4Min: 43663.3 / Avg: 43840.47 / Max: 43935.1Min: 46714 / Avg: 50144.37 / Max: 56077.2

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial timeseries data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed GaussianUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 34770246810SE +/- 0.070, N = 3SE +/- 0.035, N = 3SE +/- 0.071, N = 3SE +/- 0.065, N = 36.8056.6716.2935.938
OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed GaussianUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 347703691215Min: 6.67 / Avg: 6.81 / Max: 6.91Min: 6.63 / Avg: 6.67 / Max: 6.74Min: 6.15 / Avg: 6.29 / Max: 6.36Min: 5.83 / Avg: 5.94 / Max: 6.05

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0411K22K33K44K55KSE +/- 88.51, N = 3SE +/- 170.17, N = 3SE +/- 94.70, N = 3SE +/- 25.57, N = 3SE +/- 461.80, N = 3SE +/- 12.85, N = 3SE +/- 515.28, N = 1546472.946557.746650.146349.847417.346345.652961.5
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.049K18K27K36K45KMin: 46368.7 / Avg: 46472.87 / Max: 46648.9Min: 46368.5 / Avg: 46557.7 / Max: 46897.3Min: 46531.2 / Avg: 46650.07 / Max: 46837.2Min: 46324 / Avg: 46349.77 / Max: 46400.9Min: 46509.2 / Avg: 47417.33 / Max: 48017.2Min: 46322.2 / Avg: 46345.57 / Max: 46366.5Min: 49758.4 / Avg: 52961.49 / Max: 55789.8

NWChem

NWChem is an open-source high performance computational chemistry package. Per NWChem's documentation, "NWChem aims to provide its users with computational chemistry tools that are scalable both in their ability to treat large scientific computational chemistry problems efficiently, and in their use of available parallel computing resources from high-performance parallel supercomputers to conventional workstation clusters." Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNWChem 7.0.2Input: C240 BuckyballUbuntu 20.04.2 LTSDebian BullseyeClear Linux 34770Ubuntu 21.0480016002400320040003116.93101.23543.13311.2-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lz-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lz1. (F9X) gfortran options: -lnwctask -lccsd -lmcscf -lselci -lmp2 -lmoints -lstepper -ldriver -loptim -lnwdft -lgradients -lcphf -lesp -lddscf -ldangchang -lguess -lhessian -lvib -lnwcutil -lrimp2 -lproperty -lsolvation -lnwints -lprepar -lnwmd -lnwpw -lofpw -lpaw -lpspw -lband -lnwpwlib -lcafe -lspace -lanalyze -lqhop -lpfft -ldplot -ldrdy -lvscf -lqmmm -lqmd -letrans -ltce -lbq -lmm -lcons -lperfm -ldntmc -lccca -ldimqm -lga -larmci -lpeigs -l64to32 -lopenblas -lpthread -lrt -llapack -lnwcblas -lmpi_usempif08 -lmpi_mpifh -lmpi -lcomex -lm -m64 -ffast-math -std=legacy -fdefault-integer-8 -finline-functions -O2

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.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Mesa Compilation 21.0Time To CompileUbuntu 20.04.2 LTSDebian BullseyeCentOS Stream510152025SE +/- 0.32, N = 3SE +/- 0.10, N = 3SE +/- 0.05, N = 322.7520.2720.08
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Mesa Compilation 21.0Time To CompileUbuntu 20.04.2 LTSDebian BullseyeCentOS Stream510152025Min: 22.27 / Avg: 22.75 / Max: 23.35Min: 20.09 / Avg: 20.27 / Max: 20.45Min: 19.98 / Avg: 20.08 / Max: 20.17

OpenVKL

OpenVKL is the Intel Open Volume Kernel Library that offers high-performance volume computation kernels and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 0.9Benchmark: vklBenchmarkUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0470140210280350SE +/- 4.05, N = 9SE +/- 1.45, N = 3SE +/- 2.31, N = 3SE +/- 3.51, N = 3SE +/- 4.35, N = 9SE +/- 2.66, N = 7SE +/- 3.71, N = 3297296282287293292319MIN: 1 / MAX: 1469MIN: 1 / MAX: 896MIN: 1 / MAX: 852MIN: 1 / MAX: 1036MIN: 1 / MAX: 1453MIN: 1 / MAX: 1157MIN: 1 / MAX: 1427
OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 0.9Benchmark: vklBenchmarkUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300Min: 290 / Avg: 297 / Max: 329Min: 294 / Avg: 296.33 / Max: 299Min: 278 / Avg: 282 / Max: 286Min: 283 / Avg: 287 / Max: 294Min: 286 / Avg: 293.44 / Max: 328Min: 288 / Avg: 292.43 / Max: 308Min: 312 / Avg: 319.33 / Max: 324

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04200K400K600K800K1000KSE +/- 1339.58, N = 3SE +/- 1783.60, N = 3SE +/- 156.42, N = 3SE +/- 1598.54, N = 3SE +/- 2990.07, N = 3SE +/- 2058.27, N = 3SE +/- 18410.13, N = 12835539837065834724834703843780837254943408
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04160K320K480K640K800KMin: 832863 / Avg: 835538.67 / Max: 836995Min: 834000 / Avg: 837064.67 / Max: 840178Min: 834481 / Avg: 834723.67 / Max: 835016Min: 831574 / Avg: 834703.33 / Max: 836835Min: 838443 / Avg: 843779.67 / Max: 848785Min: 834039 / Avg: 837254 / Max: 841088Min: 889417 / Avg: 943408.17 / Max: 1124340

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04200K400K600K800K1000KSE +/- 2093.15, N = 3SE +/- 6145.17, N = 3SE +/- 4599.44, N = 3SE +/- 1376.88, N = 3SE +/- 4791.59, N = 3SE +/- 4646.48, N = 3SE +/- 7728.90, N = 159366949418929424089322519441059401261052955
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04200K400K600K800K1000KMin: 933660 / Avg: 936694 / Max: 940709Min: 935667 / Avg: 941892 / Max: 954182Min: 933269 / Avg: 942408 / Max: 947885Min: 930015 / Avg: 932251 / Max: 934761Min: 934679 / Avg: 944104.67 / Max: 950316Min: 932947 / Avg: 940126.33 / Max: 948826Min: 1001920 / Avg: 1052955.33 / Max: 1112380

TNN

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

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.047001400210028003500SE +/- 0.81, N = 3SE +/- 20.85, N = 3SE +/- 3.53, N = 3SE +/- 9.62, N = 3SE +/- 3.26, N = 3SE +/- 2.55, N = 3SE +/- 50.91, N = 122907.273042.862822.383098.332957.072895.453182.60MIN: 2834.03 / MAX: 3318.39MIN: 2872.4 / MAX: 3417.28MIN: 2717.84 / MAX: 3264.89MIN: 2905.58 / MAX: 3528.68MIN: 2883.16 / MAX: 3348.08-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 2840.51 / MAX: 3007.47MIN: 2922.01 / MAX: 3982.531. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.046001200180024003000Min: 2906.41 / Avg: 2907.27 / Max: 2908.89Min: 3006.04 / Avg: 3042.86 / Max: 3078.21Min: 2817.58 / Avg: 2822.38 / Max: 2829.26Min: 3086.43 / Avg: 3098.33 / Max: 3117.37Min: 2950.67 / Avg: 2957.07 / Max: 2961.34Min: 2890.43 / Avg: 2895.45 / Max: 2898.74Min: 3044.73 / Avg: 3182.6 / Max: 3699.411. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

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 1.6Model: bertsquad-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.04100200300400500SE +/- 3.78, N = 12SE +/- 4.15, N = 12SE +/- 6.36, N = 12SE +/- 4.24, N = 12SE +/- 4.86, N = 3SE +/- 5.31, N = 94454404324244273951. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: bertsquad-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0480160240320400Min: 428.5 / Avg: 445.33 / Max: 474.5Min: 421.5 / Avg: 440.46 / Max: 465Min: 390 / Avg: 431.5 / Max: 460.5Min: 404 / Avg: 424.04 / Max: 450Min: 417 / Avg: 426.5 / Max: 433Min: 369.5 / Avg: 395.39 / Max: 4171. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: super-resolution-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0411002200330044005500SE +/- 34.58, N = 3SE +/- 26.74, N = 3SE +/- 96.24, N = 12SE +/- 22.65, N = 3SE +/- 55.13, N = 12SE +/- 27.79, N = 34775488450184597447546841. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: super-resolution-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.049001800270036004500Min: 4706 / Avg: 4775 / Max: 4813.5Min: 4832 / Avg: 4884.33 / Max: 4920Min: 4542 / Avg: 5018.38 / Max: 5523Min: 4570 / Avg: 4597 / Max: 4642Min: 4038 / Avg: 4474.67 / Max: 4709.5Min: 4630 / Avg: 4684.17 / Max: 47221. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Intel Open Image Denoise

Open Image Denoise is a denoising library for ray-tracing and part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RT.ldr_alb_nrm.3840x2160Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.21830.43660.65490.87321.0915SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 6SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 30.900.960.870.940.950.970.89
OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RT.ldr_alb_nrm.3840x2160Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 0.9 / Avg: 0.9 / Max: 0.91Min: 0.96 / Avg: 0.96 / Max: 0.96Min: 0.87 / Avg: 0.87 / Max: 0.88Min: 0.89 / Avg: 0.94 / Max: 0.96Min: 0.94 / Avg: 0.95 / Max: 0.95Min: 0.97 / Avg: 0.97 / Max: 0.98Min: 0.89 / Avg: 0.89 / Max: 0.9

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RT.hdr_alb_nrm.3840x2160Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.21830.43660.65490.87321.0915SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 30.900.960.870.890.940.970.89
OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RT.hdr_alb_nrm.3840x2160Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 0.9 / Avg: 0.9 / Max: 0.91Min: 0.95 / Avg: 0.96 / Max: 0.96Min: 0.86 / Avg: 0.87 / Max: 0.87Min: 0.86 / Avg: 0.89 / Max: 0.9Min: 0.93 / Avg: 0.94 / Max: 0.95Min: 0.97 / Avg: 0.97 / Max: 0.98Min: 0.87 / Avg: 0.89 / Max: 0.9

TNN

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

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0470140210280350SE +/- 0.71, N = 3SE +/- 2.56, N = 3SE +/- 2.75, N = 3SE +/- 3.50, N = 4SE +/- 0.46, N = 3SE +/- 0.17, N = 3SE +/- 3.07, N = 6290.34296.55286.25307.53301.64289.53316.89MIN: 286.82 / MAX: 344.05MIN: 285.14 / MAX: 355.51MIN: 280.64 / MAX: 370.21MIN: 283.29 / MAX: 381.19MIN: 299.49 / MAX: 336.37-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 287.89 / MAX: 295.67MIN: 286.82 / MAX: 389.031. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300Min: 289.51 / Avg: 290.34 / Max: 291.76Min: 291.45 / Avg: 296.55 / Max: 299.49Min: 283.4 / Avg: 286.25 / Max: 291.76Min: 299.89 / Avg: 307.53 / Max: 316.63Min: 300.97 / Avg: 301.64 / Max: 302.53Min: 289.24 / Avg: 289.53 / Max: 289.83Min: 308.8 / Avg: 316.89 / Max: 327.81. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

SVT-HEVC

This is a test of the Intel Open Visual Cloud Scalable Video Technology SVT-HEVC CPU-based multi-threaded video encoder for the HEVC / H.265 video format with a sample 1080p YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 7 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0470140210280350SE +/- 3.95, N = 3SE +/- 2.22, N = 3SE +/- 3.39, N = 3SE +/- 3.08, N = 4SE +/- 1.92, N = 3SE +/- 3.06, N = 5SE +/- 3.52, N = 4282.38281.37296.57273.70285.20299.80284.09-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 7 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0450100150200250Min: 275.48 / Avg: 282.38 / Max: 289.16Min: 278.04 / Avg: 281.37 / Max: 285.58Min: 289.86 / Avg: 296.57 / Max: 300.75Min: 270.03 / Avg: 273.7 / Max: 282.89Min: 281.82 / Avg: 285.2 / Max: 288.46Min: 290.28 / Avg: 299.8 / Max: 308.17Min: 275.23 / Avg: 284.09 / Max: 291.971. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

Intel Open Image Denoise

Open Image Denoise is a denoising library for ray-tracing and part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RTLightmap.hdr.4096x4096Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.1080.2160.3240.4320.54SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 30.450.480.440.460.470.480.45
OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RTLightmap.hdr.4096x4096Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0412345Min: 0.45 / Avg: 0.45 / Max: 0.46Min: 0.48 / Avg: 0.48 / Max: 0.48Min: 0.43 / Avg: 0.44 / Max: 0.44Min: 0.46 / Avg: 0.46 / Max: 0.46Min: 0.47 / Avg: 0.47 / Max: 0.48Min: 0.47 / Avg: 0.48 / Max: 0.49Min: 0.45 / Avg: 0.45 / Max: 0.46

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_224Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.96191.92382.88573.84764.8095SE +/- 0.095, N = 5SE +/- 0.046, N = 14SE +/- 0.072, N = 12SE +/- 0.107, N = 15SE +/- 0.051, N = 3SE +/- 0.078, N = 15SE +/- 0.025, N = 33.9473.9754.2424.0344.2754.0263.955MIN: 3.62 / MAX: 5.86MIN: 3.37 / MAX: 43.2MIN: 3.8 / MAX: 6.21MIN: 3.48 / MAX: 7.15MIN: 3.78 / MAX: 21.47-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 3.61 / MAX: 7.37MIN: 3.85 / MAX: 8.921. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_224Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 3.66 / Avg: 3.95 / Max: 4.19Min: 3.7 / Avg: 3.97 / Max: 4.24Min: 3.84 / Avg: 4.24 / Max: 4.59Min: 3.55 / Avg: 4.03 / Max: 5.03Min: 4.17 / Avg: 4.27 / Max: 4.33Min: 3.65 / Avg: 4.03 / Max: 4.7Min: 3.92 / Avg: 3.96 / Max: 41. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Xmrig

Xmrig is an open-source cross-platform CPU/GPU miner for RandomX, KawPow, CryptoNight and AstroBWT. This test profile is setup to measure the Xmlrig CPU mining performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Monero - Hash Count: 1MUbuntu 20.04.2 LTSDebian 10.10Debian Bullseye5K10K15K20K25KSE +/- 33.78, N = 3SE +/- 52.41, N = 3SE +/- 32.24, N = 321914.922334.523576.31. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc
OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Monero - Hash Count: 1MUbuntu 20.04.2 LTSDebian 10.10Debian Bullseye4K8K12K16K20KMin: 21879.4 / Avg: 21914.87 / Max: 21982.4Min: 22235.1 / Avg: 22334.5 / Max: 22413Min: 23513.4 / Avg: 23576.3 / Max: 236201. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc

Xcompact3d Incompact3d

Xcompact3d Incompact3d is a Fortran-MPI based, finite difference high-performance code for solving the incompressible Navier-Stokes equation and as many as you need scalar transport equations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: input.i3d 193 Cells Per DirectionUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835SE +/- 0.28, N = 6SE +/- 0.09, N = 3SE +/- 0.20, N = 15SE +/- 0.18, N = 3SE +/- 0.20, N = 3SE +/- 0.19, N = 327.8829.0427.7028.6527.1628.81-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz-lopen-rte -lopen-pal -lhwloc -ldl -levent_core -levent_pthreads -lutil -lm -lrt -lz1. (F9X) gfortran options: -cpp -O2 -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi
OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: input.i3d 193 Cells Per DirectionUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 27.25 / Avg: 27.88 / Max: 28.96Min: 28.9 / Avg: 29.04 / Max: 29.21Min: 26.39 / Avg: 27.7 / Max: 28.39Min: 28.3 / Avg: 28.65 / Max: 28.88Min: 26.76 / Avg: 27.16 / Max: 27.36Min: 28.61 / Avg: 28.81 / Max: 29.181. (F9X) gfortran options: -cpp -O2 -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi

TNN

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

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041530456075SE +/- 0.31, N = 3SE +/- 0.06, N = 3SE +/- 0.67, N = 5SE +/- 0.47, N = 3SE +/- 0.16, N = 3SE +/- 0.60, N = 7SE +/- 0.11, N = 362.6064.8162.2262.1762.6265.8366.29MIN: 61.94 / MAX: 63.37MIN: 64.62 / MAX: 65.08MIN: 60.94 / MAX: 65.02MIN: 61.16 / MAX: 62.91MIN: 62.33 / MAX: 63.1-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 64.59 / MAX: 69.38MIN: 65.53 / MAX: 69.341. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041326395265Min: 62.15 / Avg: 62.6 / Max: 63.19Min: 64.7 / Avg: 64.81 / Max: 64.88Min: 61.13 / Avg: 62.22 / Max: 64.81Min: 61.24 / Avg: 62.17 / Max: 62.8Min: 62.45 / Avg: 62.62 / Max: 62.95Min: 64.72 / Avg: 65.83 / Max: 69.02Min: 66.08 / Avg: 66.29 / Max: 66.431. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

Xmrig

Xmrig is an open-source cross-platform CPU/GPU miner for RandomX, KawPow, CryptoNight and AstroBWT. This test profile is setup to measure the Xmlrig CPU mining performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Wownero - Hash Count: 1MUbuntu 20.04.2 LTSDebian 10.10Debian Bullseye5K10K15K20K25KSE +/- 36.32, N = 3SE +/- 79.23, N = 3SE +/- 30.16, N = 323123.123003.324478.31. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc
OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Wownero - Hash Count: 1MUbuntu 20.04.2 LTSDebian 10.10Debian Bullseye4K8K12K16K20KMin: 23075 / Avg: 23123.1 / Max: 23194.3Min: 22869.7 / Avg: 23003.33 / Max: 23143.9Min: 24436.7 / Avg: 24478.27 / Max: 24536.91. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc

GROMACS

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

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2021.2Implementation: MPI CPU - Input: water_GMX50_bareUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.85521.71042.56563.42084.276SE +/- 0.010, N = 3SE +/- 0.007, N = 3SE +/- 0.005, N = 3SE +/- 0.003, N = 3SE +/- 0.004, N = 3SE +/- 0.005, N = 33.6393.6403.7563.8013.7773.581-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CXX) g++ options: -O3 -pthread
OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2021.2Implementation: MPI CPU - Input: water_GMX50_bareUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 3.62 / Avg: 3.64 / Max: 3.66Min: 3.63 / Avg: 3.64 / Max: 3.66Min: 3.75 / Avg: 3.76 / Max: 3.77Min: 3.8 / Avg: 3.8 / Max: 3.81Min: 3.77 / Avg: 3.78 / Max: 3.78Min: 3.57 / Avg: 3.58 / Max: 3.591. (CXX) g++ options: -O3 -pthread

Blender

Blender is an open-source 3D creation and modeling software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing via OpenCL, NVIDIA OptiX, and NVIDIA CUDA is supported. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Barbershop - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.044080120160200SE +/- 0.05, N = 3SE +/- 0.29, N = 3SE +/- 0.98, N = 3SE +/- 0.28, N = 3SE +/- 0.07, N = 3SE +/- 0.15, N = 3SE +/- 0.18, N = 3195.79196.64192.55189.90190.76190.95197.52
OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Barbershop - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.044080120160200Min: 195.72 / Avg: 195.79 / Max: 195.88Min: 196.15 / Avg: 196.64 / Max: 197.15Min: 190.89 / Avg: 192.55 / Max: 194.28Min: 189.36 / Avg: 189.9 / Max: 190.28Min: 190.66 / Avg: 190.76 / Max: 190.9Min: 190.71 / Avg: 190.95 / Max: 191.24Min: 197.22 / Avg: 197.52 / Max: 197.83

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Danish Mood - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041.00582.01163.01744.02325.029SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 34.324.394.364.424.404.474.30MIN: 1.72 / MAX: 5.09MIN: 1.77 / MAX: 5.1MIN: 1.73 / MAX: 5.08MIN: 1.72 / MAX: 5.11MIN: 1.78 / MAX: 5.12MIN: 1.75 / MAX: 5.18MIN: 1.71 / MAX: 5.01
OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Danish Mood - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 4.3 / Avg: 4.32 / Max: 4.35Min: 4.32 / Avg: 4.39 / Max: 4.46Min: 4.31 / Avg: 4.36 / Max: 4.39Min: 4.41 / Avg: 4.42 / Max: 4.44Min: 4.31 / Avg: 4.4 / Max: 4.44Min: 4.45 / Avg: 4.47 / Max: 4.48Min: 4.29 / Avg: 4.3 / Max: 4.31

BRL-CAD

BRL-CAD is a cross-platform, open-source solid modeling system with built-in benchmark mode. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgVGR Performance Metric, More Is BetterBRL-CAD 7.32.2VGR Performance MetricUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0490K180K270K360K450K4224814177814091254201564068234198351. (CXX) g++ options: -std=c++11 -pipe -fvisibility=hidden -fno-strict-aliasing -fno-common -fexceptions -ftemplate-depth-128 -m64 -ggdb3 -O3 -fipa-pta -fstrength-reduce -finline-functions -flto -pedantic -pthread -ldl -lm

TNN

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

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0460120180240300SE +/- 0.08, N = 3SE +/- 0.09, N = 3SE +/- 0.36, N = 3SE +/- 0.57, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.03, N = 3269.18271.39268.00269.36269.47270.35277.58MIN: 268.98 / MAX: 269.45MIN: 271.08 / MAX: 271.69MIN: 267.47 / MAX: 295.77MIN: 268.62 / MAX: 270.75MIN: 269.22 / MAX: 269.91-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 270.03 / MAX: 270.92MIN: 277.01 / MAX: 283.061. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0450100150200250Min: 269.08 / Avg: 269.18 / Max: 269.34Min: 271.22 / Avg: 271.39 / Max: 271.51Min: 267.59 / Avg: 268 / Max: 268.71Min: 268.73 / Avg: 269.36 / Max: 270.5Min: 269.35 / Avg: 269.47 / Max: 269.7Min: 270.19 / Avg: 270.35 / Max: 270.5Min: 277.52 / Avg: 277.58 / Max: 277.631. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: LuxCore Benchmark - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041.082.163.244.325.4SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 34.734.684.744.794.744.804.66MIN: 1.81 / MAX: 5.53MIN: 1.77 / MAX: 5.48MIN: 1.76 / MAX: 5.58MIN: 1.84 / MAX: 5.61MIN: 1.79 / MAX: 5.53MIN: 1.84 / MAX: 5.58MIN: 1.72 / MAX: 5.47
OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: LuxCore Benchmark - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 4.72 / Avg: 4.73 / Max: 4.74Min: 4.67 / Avg: 4.68 / Max: 4.7Min: 4.71 / Avg: 4.74 / Max: 4.78Min: 4.76 / Avg: 4.79 / Max: 4.82Min: 4.71 / Avg: 4.74 / Max: 4.75Min: 4.78 / Avg: 4.8 / Max: 4.81Min: 4.61 / Avg: 4.66 / Max: 4.7

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: CrownUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04816243240SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 333.3233.3932.5933.5233.3033.4933.26MIN: 32.96 / MAX: 33.96MIN: 32.92 / MAX: 34.19MIN: 32.08 / MAX: 33.4MIN: 33.02 / MAX: 34.41MIN: 32.81 / MAX: 34.03MIN: 33.01 / MAX: 34.11MIN: 32.8 / MAX: 34.12
OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: CrownUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04714212835Min: 33.31 / Avg: 33.32 / Max: 33.34Min: 33.31 / Avg: 33.39 / Max: 33.48Min: 32.43 / Avg: 32.59 / Max: 32.82Min: 33.38 / Avg: 33.52 / Max: 33.61Min: 33.18 / Avg: 33.3 / Max: 33.42Min: 33.42 / Avg: 33.49 / Max: 33.54Min: 33.16 / Avg: 33.26 / Max: 33.32

Blender

Blender is an open-source 3D creation and modeling software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing via OpenCL, NVIDIA OptiX, and NVIDIA CUDA is supported. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: BMW27 - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041224364860SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.11, N = 352.8553.1352.4452.5552.2552.2553.59
OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: BMW27 - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041122334455Min: 52.78 / Avg: 52.85 / Max: 52.97Min: 52.98 / Avg: 53.13 / Max: 53.3Min: 52.35 / Avg: 52.44 / Max: 52.53Min: 52.48 / Avg: 52.55 / Max: 52.65Min: 52.12 / Avg: 52.25 / Max: 52.33Min: 52.22 / Avg: 52.25 / Max: 52.28Min: 53.41 / Avg: 53.59 / Max: 53.78

OSPray

Intel OSPray is a portable ray-tracing engine for high-performance, high-fidenlity scientific visualizations. OSPray builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: NASA Streamlines - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 312.3512.3512.5012.6612.5012.5012.35MIN: 9.26 / MAX: 12.5MIN: 9.26 / MAX: 12.5MIN: 9.8 / MAX: 12.66MIN: 9.8 / MAX: 12.82MIN: 9.71 / MAX: 12.66MIN: 10.1 / MAX: 12.66MIN: 9.26 / MAX: 12.5
OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: NASA Streamlines - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0448121620Min: 12.35 / Avg: 12.35 / Max: 12.35Min: 12.35 / Avg: 12.35 / Max: 12.35Min: 12.5 / Avg: 12.5 / Max: 12.5Min: 12.66 / Avg: 12.66 / Max: 12.66Min: 12.5 / Avg: 12.5 / Max: 12.5Min: 12.5 / Avg: 12.5 / Max: 12.5Min: 12.35 / Avg: 12.35 / Max: 12.35

SVT-HEVC

This is a test of the Intel Open Visual Cloud Scalable Video Technology SVT-HEVC CPU-based multi-threaded video encoder for the HEVC / H.265 video format with a sample 1080p YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 1 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 324.6524.7125.1924.9624.7625.1524.69-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 1 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 24.48 / Avg: 24.65 / Max: 24.75Min: 24.53 / Avg: 24.71 / Max: 24.87Min: 25.11 / Avg: 25.19 / Max: 25.23Min: 24.79 / Avg: 24.96 / Max: 25.06Min: 24.67 / Avg: 24.76 / Max: 24.86Min: 25.09 / Avg: 25.15 / Max: 25.21Min: 24.57 / Avg: 24.69 / Max: 24.761. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

OSPray

Intel OSPray is a portable ray-tracing engine for high-performance, high-fidenlity scientific visualizations. OSPray builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: San Miguel - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.85051.7012.55153.4024.2525SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 33.723.703.733.783.743.763.70MIN: 2.87 / MAX: 3.75MIN: 3.01 / MAX: 3.73MIN: 2.99 / MAX: 3.75MIN: 2.73 / MAX: 3.8MIN: 3.23 / MAX: 3.79MIN: 2.79 / MAX: 3.79MIN: 3.53 / MAX: 3.73
OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: San Miguel - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 3.72 / Avg: 3.72 / Max: 3.72Min: 3.68 / Avg: 3.7 / Max: 3.72Min: 3.73 / Avg: 3.73 / Max: 3.73Min: 3.77 / Avg: 3.78 / Max: 3.79Min: 3.69 / Avg: 3.74 / Max: 3.77Min: 3.76 / Avg: 3.76 / Max: 3.77Min: 3.7 / Avg: 3.7 / Max: 3.7

OpenFOAM

OpenFOAM is the leading free, open source software for computational fluid dynamics (CFD). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 8Input: Motorbike 30MUbuntu 20.04.2 LTSDebian Bullseye510152025SE +/- 0.05, N = 3SE +/- 0.07, N = 322.2421.771. (CXX) g++ options: -std=c++11 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm
OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 8Input: Motorbike 30MUbuntu 20.04.2 LTSDebian Bullseye510152025Min: 22.14 / Avg: 22.24 / Max: 22.3Min: 21.68 / Avg: 21.77 / Max: 21.911. (CXX) g++ options: -std=c++11 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm

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 3.0Preset: ExhaustiveUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 323.6823.5223.4623.9323.5123.581. (CXX) g++ options: -O3 -flto -pthread
OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.0Preset: ExhaustiveUbuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04612182430Min: 23.66 / Avg: 23.68 / Max: 23.69Min: 23.51 / Avg: 23.52 / Max: 23.52Min: 23.44 / Avg: 23.46 / Max: 23.47Min: 23.92 / Avg: 23.93 / Max: 23.96Min: 23.51 / Avg: 23.51 / Max: 23.51Min: 23.57 / Avg: 23.58 / Max: 23.61. (CXX) g++ options: -O3 -flto -pthread

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Orange Juice - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 38.298.298.338.398.258.368.30MIN: 7.33 / MAX: 8.75MIN: 7.33 / MAX: 8.74MIN: 7.33 / MAX: 8.83MIN: 7.42 / MAX: 8.88MIN: 7.37 / MAX: 8.69MIN: 7.45 / MAX: 8.82MIN: 7.42 / MAX: 8.8
OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Orange Juice - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043691215Min: 8.28 / Avg: 8.29 / Max: 8.3Min: 8.26 / Avg: 8.29 / Max: 8.31Min: 8.32 / Avg: 8.33 / Max: 8.35Min: 8.35 / Avg: 8.39 / Max: 8.44Min: 8.21 / Avg: 8.25 / Max: 8.29Min: 8.36 / Avg: 8.36 / Max: 8.37Min: 8.28 / Avg: 8.3 / Max: 8.31

Blender

Blender is an open-source 3D creation and modeling software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing via OpenCL, NVIDIA OptiX, and NVIDIA CUDA is supported. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Classroom - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04306090120150SE +/- 0.13, N = 3SE +/- 0.10, N = 3SE +/- 0.27, N = 3SE +/- 0.13, N = 3SE +/- 0.15, N = 3SE +/- 0.38, N = 3SE +/- 0.07, N = 3146.51146.65146.09145.38146.29145.82147.55
OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Classroom - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04306090120150Min: 146.24 / Avg: 146.51 / Max: 146.67Min: 146.45 / Avg: 146.65 / Max: 146.8Min: 145.56 / Avg: 146.09 / Max: 146.48Min: 145.15 / Avg: 145.38 / Max: 145.59Min: 145.99 / Avg: 146.29 / Max: 146.47Min: 145.26 / Avg: 145.82 / Max: 146.54Min: 147.42 / Avg: 147.55 / Max: 147.62

OSPray

Intel OSPray is a portable ray-tracing engine for high-performance, high-fidenlity scientific visualizations. OSPray builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: XFrog Forest - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041.01252.0253.03754.055.0625SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 34.474.464.484.504.464.464.44MIN: 4.24 / MAX: 4.5MIN: 4.05 / MAX: 4.5MIN: 4.37 / MAX: 4.5MIN: 3.82 / MAX: 4.52MIN: 4.03 / MAX: 4.5MIN: 4.07 / MAX: 4.5MIN: 4.17 / MAX: 4.48
OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: XFrog Forest - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 4.46 / Avg: 4.47 / Max: 4.48Min: 4.46 / Avg: 4.46 / Max: 4.46Min: 4.48 / Avg: 4.48 / Max: 4.48Min: 4.48 / Avg: 4.5 / Max: 4.5Min: 4.46 / Avg: 4.46 / Max: 4.46Min: 4.46 / Avg: 4.46 / Max: 4.46Min: 4.44 / Avg: 4.44 / Max: 4.44

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: DLSC - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.041.2422.4843.7264.9686.21SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 35.455.465.475.455.465.525.47MIN: 5.34 / MAX: 5.8MIN: 5.31 / MAX: 5.8MIN: 5.25 / MAX: 5.85MIN: 5.34 / MAX: 5.91MIN: 5.27 / MAX: 5.81MIN: 5.4 / MAX: 5.88MIN: 5.32 / MAX: 5.83
OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: DLSC - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 5.44 / Avg: 5.45 / Max: 5.47Min: 5.41 / Avg: 5.46 / Max: 5.54Min: 5.43 / Avg: 5.47 / Max: 5.49Min: 5.43 / Avg: 5.45 / Max: 5.48Min: 5.44 / Avg: 5.46 / Max: 5.47Min: 5.51 / Avg: 5.52 / Max: 5.53Min: 5.43 / Avg: 5.47 / Max: 5.5

NAMD

NAMD is a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems. NAMD was developed by the Theoretical and Computational Biophysics Group in the Beckman Institute for Advanced Science and Technology at the University of Illinois at Urbana-Champaign. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 AtomsUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.15220.30440.45660.60880.761SE +/- 0.00041, N = 3SE +/- 0.00051, N = 3SE +/- 0.00019, N = 3SE +/- 0.00045, N = 3SE +/- 0.00027, N = 3SE +/- 0.00015, N = 3SE +/- 0.00361, N = 30.672520.673550.671930.671310.674150.673730.67638
OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 AtomsUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.67 / Max: 0.67Min: 0.67 / Avg: 0.68 / Max: 0.68

OpenFOAM

OpenFOAM is the leading free, open source software for computational fluid dynamics (CFD). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 8Input: Motorbike 60MUbuntu 20.04.2 LTSDebian Bullseye50100150200250SE +/- 0.07, N = 3SE +/- 0.08, N = 3237.38236.581. (CXX) g++ options: -std=c++11 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm
OpenBenchmarking.orgSeconds, Fewer Is BetterOpenFOAM 8Input: Motorbike 60MUbuntu 20.04.2 LTSDebian Bullseye4080120160200Min: 237.24 / Avg: 237.38 / Max: 237.46Min: 236.42 / Avg: 236.58 / Max: 236.691. (CXX) g++ options: -std=c++11 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfoamToVTK -ldynamicMesh -llagrangian -lgenericPatchFields -lfileFormats -lOpenFOAM -ldl -lm

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Age Gender Recognition Retail 0013 FP32 - Device: CPUUbuntu 20.04.2 LTS0.1710.3420.5130.6840.855SE +/- 0.00, N = 30.76

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Age Gender Recognition Retail 0013 FP32 - Device: CPUUbuntu 20.04.2 LTS4K8K12K16K20KSE +/- 8.07, N = 320458.87

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUUbuntu 20.04.2 LTS0.1710.3420.5130.6840.855SE +/- 0.00, N = 30.76

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUUbuntu 20.04.2 LTS4K8K12K16K20KSE +/- 155.65, N = 320273.78

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Person Detection 0106 FP32 - Device: CPUUbuntu 20.04.2 LTS7001400210028003500SE +/- 16.98, N = 33448.71

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Person Detection 0106 FP32 - Device: CPUUbuntu 20.04.2 LTS1.03052.0613.09154.1225.1525SE +/- 0.01, N = 34.58

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Person Detection 0106 FP16 - Device: CPUUbuntu 20.04.2 LTS7001400210028003500SE +/- 1.93, N = 33486.44

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Person Detection 0106 FP16 - Device: CPUUbuntu 20.04.2 LTS1.02832.05663.08494.11325.1415SE +/- 0.00, N = 34.57

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Face Detection 0106 FP32 - Device: CPUUbuntu 20.04.2 LTS5001000150020002500SE +/- 4.77, N = 32551.27

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Face Detection 0106 FP32 - Device: CPUUbuntu 20.04.2 LTS246810SE +/- 0.02, N = 36.25

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2021.1Model: Face Detection 0106 FP16 - Device: CPUUbuntu 20.04.2 LTS5001000150020002500SE +/- 0.08, N = 32548.12

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2021.1Model: Face Detection 0106 FP16 - Device: CPUUbuntu 20.04.2 LTS246810SE +/- 0.01, N = 36.25

GPAW

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

OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 20.1Input: Carbon NanotubeUbuntu 20.04.2 LTS306090120150SE +/- 0.64, N = 3114.901. (CC) gcc options: -pthread -shared -fwrapv -O2 -lxc -lblas -lmpi

Kripke

Kripke is a simple, scalable, 3D Sn deterministic particle transport code. Its primary purpose is to research how data layout, programming paradigms and architectures effect the implementation and performance of Sn transport. Kripke is developed by LLNL. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgThroughput FoM, More Is BetterKripke 1.2.4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0420M40M60M80M100MSE +/- 1927474.75, N = 15SE +/- 2249941.31, N = 15SE +/- 2823751.60, N = 12SE +/- 1339128.86, N = 12SE +/- 1319329.81, N = 12SE +/- 571137.88, N = 3SE +/- 2082274.38, N = 1278658979784705197843311878112133776319279050215373584941-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CXX) g++ options: -O3 -fopenmp
OpenBenchmarking.orgThroughput FoM, More Is BetterKripke 1.2.4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0416M32M48M64M80MMin: 64469010 / Avg: 78658978.67 / Max: 88693090Min: 63559540 / Avg: 78470519.33 / Max: 91733410Min: 65937930 / Avg: 78433118.33 / Max: 94946430Min: 69893600 / Avg: 78112133.33 / Max: 86008090Min: 71069010 / Avg: 77631926.67 / Max: 84643510Min: 89763250 / Avg: 90502153.33 / Max: 91626000Min: 63844510 / Avg: 73584940.83 / Max: 894351101. (CXX) g++ options: -O3 -fopenmp

Numenta Anomaly Benchmark

Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial timeseries data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: EXPoSEUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 3477030060090012001500SE +/- 15.40, N = 3SE +/- 6.56, N = 3SE +/- 26.90, N = 9SE +/- 4.81, N = 31397.781120.731014.36380.39
OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: EXPoSEUbuntu 20.04.2 LTSDebian 10.10CentOS StreamClear Linux 347702004006008001000Min: 1377.84 / Avg: 1397.78 / Max: 1428.08Min: 1108.26 / Avg: 1120.73 / Max: 1130.47Min: 854.87 / Avg: 1014.36 / Max: 1105.32Min: 372.22 / Avg: 380.38 / Max: 388.88

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 1.6Model: fcn-resnet101-11 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0420406080100SE +/- 4.09, N = 9SE +/- 3.41, N = 12SE +/- 1.93, N = 12SE +/- 3.37, N = 9SE +/- 2.25, N = 12SE +/- 3.71, N = 129384757374901. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: fcn-resnet101-11 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamUbuntu 21.0420406080100Min: 64 / Avg: 92.56 / Max: 102.5Min: 67 / Avg: 84.29 / Max: 104Min: 66.5 / Avg: 75.13 / Max: 86.5Min: 59.5 / Avg: 72.89 / Max: 93Min: 63 / Avg: 73.79 / Max: 86Min: 67.5 / Avg: 89.67 / Max: 1021. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.040.85411.70822.56233.41644.2705SE +/- 0.077, N = 5SE +/- 0.057, N = 15SE +/- 0.086, N = 12SE +/- 0.083, N = 15SE +/- 0.195, N = 3SE +/- 0.082, N = 15SE +/- 0.013, N = 32.8492.8943.4823.7962.9322.9812.734MIN: 2.57 / MAX: 7.42MIN: 2.55 / MAX: 7.14MIN: 2.98 / MAX: 5.1MIN: 2.99 / MAX: 6.12MIN: 2.63 / MAX: 4.03-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake - MIN: 2.55 / MAX: 34.68MIN: 2.67 / MAX: 3.881. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04246810Min: 2.6 / Avg: 2.85 / Max: 3.06Min: 2.62 / Avg: 2.89 / Max: 3.45Min: 3.02 / Avg: 3.48 / Max: 3.91Min: 3.05 / Avg: 3.8 / Max: 4.32Min: 2.7 / Avg: 2.93 / Max: 3.32Min: 2.58 / Avg: 2.98 / Max: 3.74Min: 2.72 / Avg: 2.73 / Max: 2.761. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0440K80K120K160K200KSE +/- 1510.00, N = 15SE +/- 3807.02, N = 15SE +/- 362.65, N = 3SE +/- 2109.59, N = 15SE +/- 12526.20, N = 15SE +/- 1973.48, N = 12SE +/- 11337.65, N = 1288673.1111782.475742.384817.3186658.094377.0169680.0
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0430K60K90K120K150KMin: 77725 / Avg: 88673.13 / Max: 98496.3Min: 92171.2 / Avg: 111782.45 / Max: 146041Min: 75052.6 / Avg: 75742.33 / Max: 76281.5Min: 75430 / Avg: 84817.29 / Max: 102259Min: 116777 / Avg: 186658.47 / Max: 278962Min: 85495 / Avg: 94377.02 / Max: 108608Min: 106050 / Avg: 169680.42 / Max: 240660

SVT-HEVC

This is a test of the Intel Open Visual Cloud Scalable Video Technology SVT-HEVC CPU-based multi-threaded video encoder for the HEVC / H.265 video format with a sample 1080p YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 10 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04120240360480600SE +/- 12.16, N = 15SE +/- 6.12, N = 15SE +/- 6.17, N = 4SE +/- 8.24, N = 15SE +/- 12.08, N = 12SE +/- 7.76, N = 15SE +/- 10.90, N = 12458.18434.07537.01429.71467.20463.76470.53-pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake1. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt
OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 10 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0490180270360450Min: 396.04 / Avg: 458.18 / Max: 521.29Min: 407.61 / Avg: 434.07 / Max: 494.64Min: 522.65 / Avg: 537.01 / Max: 550.96Min: 383.88 / Avg: 429.71 / Max: 489.8Min: 406.5 / Avg: 467.2 / Max: 531.44Min: 408.44 / Avg: 463.76 / Max: 527.24Min: 418.41 / Avg: 470.53 / Max: 522.191. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Rainbow Colors and Prism - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0448121620SE +/- 0.19, N = 15SE +/- 0.10, N = 3SE +/- 0.30, N = 15SE +/- 0.26, N = 15SE +/- 0.29, N = 15SE +/- 0.31, N = 15SE +/- 0.18, N = 1516.3816.1117.1416.7517.0117.4816.29MIN: 14.52 / MAX: 18.74MIN: 14.68 / MAX: 16.32MIN: 14.81 / MAX: 19.08MIN: 14.5 / MAX: 18.42MIN: 14.75 / MAX: 19.11MIN: 15.46 / MAX: 18.92MIN: 14.52 / MAX: 18.28
OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Rainbow Colors and Prism - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.0448121620Min: 15.85 / Avg: 16.38 / Max: 18.46Min: 15.91 / Avg: 16.11 / Max: 16.24Min: 16.01 / Avg: 17.14 / Max: 18.8Min: 15.69 / Avg: 16.75 / Max: 18.35Min: 15.87 / Avg: 17.01 / Max: 18.83Min: 15.47 / Avg: 17.48 / Max: 18.88Min: 15.55 / Avg: 16.29 / Max: 18.23

miniFE

MiniFE Finite Element is an application for unstructured implicit finite element codes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgCG Mflops, More Is BetterminiFE 2.2Problem Size: SmallUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.043K6K9K12K15KSE +/- 260.75, N = 15SE +/- 203.18, N = 12SE +/- 241.94, N = 15SE +/- 374.12, N = 12SE +/- 381.69, N = 12SE +/- 247.03, N = 12SE +/- 136.99, N = 1511203.0410017.7910918.4013355.407928.4010393.7811861.40-lmpi_cxx-lmpi_cxx-lmpi_cxx-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -fopenmp -pthread -lmpi
OpenBenchmarking.orgCG Mflops, More Is BetterminiFE 2.2Problem Size: SmallUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.042K4K6K8K10KMin: 9938.39 / Avg: 11203.04 / Max: 13203.5Min: 8854.68 / Avg: 10017.79 / Max: 11284.3Min: 8624.73 / Avg: 10918.4 / Max: 12216.4Min: 11293.7 / Avg: 13355.43 / Max: 16651.5Min: 6916.88 / Avg: 7928.4 / Max: 12021.8Min: 9349.49 / Avg: 10393.78 / Max: 11704.8Min: 11036.9 / Avg: 11861.43 / Max: 127841. (CXX) g++ options: -O3 -fopenmp -pthread -lmpi

High Performance Conjugate Gradient

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

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1Ubuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04510152025SE +/- 0.01, N = 3SE +/- 0.60, N = 12SE +/- 0.64, N = 9SE +/- 0.13, N = 12SE +/- 0.46, N = 12SE +/- 0.83, N = 912.8811.7111.7912.4619.4312.69-lmpi_cxx-lmpi_cxx-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -pthread -lmpi
OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1Ubuntu 20.04.2 LTSFedora Server 34Debian BullseyeCentOS StreamClear Linux 34770Ubuntu 21.04510152025Min: 12.87 / Avg: 12.88 / Max: 12.89Min: 11.02 / Avg: 11.71 / Max: 18.31Min: 11.12 / Avg: 11.79 / Max: 16.9Min: 11.05 / Avg: 12.46 / Max: 12.67Min: 15.3 / Avg: 19.43 / Max: 20.68Min: 11.83 / Avg: 12.69 / Max: 19.31. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -pthread -lmpi

102 Results Shown

NAS Parallel Benchmarks:
  LU.C
  BT.C
  SP.C
  EP.D
  FT.C
  CG.C
  IS.D
  MG.C
VP9 libvpx Encoding
Numenta Anomaly Benchmark
SVT-AV1
Timed Wasmer Compilation
libavif avifenc
SVT-VP9:
  VMAF Optimized - Bosphorus 1080p
  PSNR/SSIM Optimized - Bosphorus 1080p
Mobile Neural Network
Timed LLVM Compilation
libavif avifenc
PlaidML:
  No - Inference - VGG19 - CPU
  No - Inference - VGG16 - CPU
TensorFlow Lite
PlaidML
SVT-VP9
Timed LLVM Compilation
Mobile Neural Network
ONNX Runtime
Timed Node.js Compilation
Mobile Neural Network
SVT-AV1
VP9 libvpx Encoding
Mobile Neural Network
Timed Linux Kernel Compilation
Timed Godot Game Engine Compilation
OSPray
Numenta Anomaly Benchmark
Mobile Neural Network
libavif avifenc
ONNX Runtime
Numenta Anomaly Benchmark
Embree
TensorFlow Lite
Numenta Anomaly Benchmark
TensorFlow Lite
NWChem
Timed Mesa Compilation
OpenVKL
TensorFlow Lite:
  Inception ResNet V2
  Inception V4
TNN
ONNX Runtime:
  bertsquad-10 - OpenMP CPU
  super-resolution-10 - OpenMP CPU
Intel Open Image Denoise:
  RT.ldr_alb_nrm.3840x2160
  RT.hdr_alb_nrm.3840x2160
TNN
SVT-HEVC
Intel Open Image Denoise
Mobile Neural Network
Xmrig
Xcompact3d Incompact3d
TNN
Xmrig
GROMACS
Blender
LuxCoreRender
BRL-CAD
TNN
LuxCoreRender
Embree
Blender
OSPray
SVT-HEVC
OSPray
OpenFOAM
ASTC Encoder
LuxCoreRender
Blender
OSPray
LuxCoreRender
NAMD
OpenFOAM
OpenVINO:
  Age Gender Recognition Retail 0013 FP32 - CPU:
    ms
    FPS
  Age Gender Recognition Retail 0013 FP16 - CPU:
    ms
    FPS
  Person Detection 0106 FP32 - CPU:
    ms
    FPS
  Person Detection 0106 FP16 - CPU:
    ms
    FPS
  Face Detection 0106 FP32 - CPU:
    ms
    FPS
  Face Detection 0106 FP16 - CPU:
    ms
    FPS
GPAW
Kripke
Numenta Anomaly Benchmark
ONNX Runtime
Mobile Neural Network
TensorFlow Lite
SVT-HEVC
LuxCoreRender
miniFE
High Performance Conjugate Gradient