EPYC Tyan Server

AMD EPYC 7543 32-Core testing with a TYAN S8036GM2NE-LE (V2.00.B21 BIOS) and ASPEED on Debian 11 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2106220-IB-2106212IB87&grs&rdt.

EPYC Tyan ServerProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionVulkanUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian BullseyeAMD 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 20210110OpenBenchmarking.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: alwaysCompiler 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 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: 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 3.9.2Security 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

EPYC Tyan Servernpb: LU.Cnpb: SP.Cnpb: FT.Cnpb: CG.Cvpxenc: Speed 5 - Bosphorus 4Knpb: IS.Dbuild-wasmer: Time To Compilesvt-av1: Preset 8 - Bosphorus 4Kavifenc: 10svt-vp9: PSNR/SSIM Optimized - Bosphorus 1080psvt-vp9: VMAF Optimized - Bosphorus 1080pnumenta-nab: Bayesian Changepointbuild-llvm: Unix Makefilesplaidml: No - Inference - VGG16 - CPUplaidml: No - Inference - VGG19 - CPUsvt-vp9: Visual Quality Optimized - Bosphorus 1080pbuild-llvm: Ninjanumenta-nab: EXPoSEbuild-nodejs: Time To Compilemnn: inception-v3build-linux-kernel: Time To Compileavifenc: 10, Losslessbuild-godot: Time To Compilemnn: squeezenetv1.1vpxenc: Speed 0 - Bosphorus 4Ksvt-av1: Preset 4 - Bosphorus 4Kbuild-mesa: Time To Compileplaidml: No - Inference - ResNet 50 - CPUavifenc: 6, Losslessoidn: RT.ldr_alb_nrm.3840x2160oidn: RT.hdr_alb_nrm.3840x2160tnn: CPU - DenseNetmnn: SqueezeNetV1.0oidn: RTLightmap.hdr.4096x4096svt-hevc: 7 - Bosphorus 1080pxmrig: Monero - 1Mtnn: CPU - MobileNet v2xmrig: Wownero - 1Mnumenta-nab: Relative Entropyopenvkl: vklBenchmarkonnx: bertsquad-10 - OpenMP CPUincompact3d: input.i3d 193 Cells Per Directiontnn: CPU - SqueezeNet v2onnx: shufflenet-v2-10 - OpenMP CPUblender: Barbershop - CPU-Onlybrl-cad: VGR Performance Metricgromacs: MPI CPU - water_GMX50_bareembree: Pathtracer ISPC - Crownospray: NASA Streamlines - Path Tracerluxcorerender: LuxCore Benchmark - CPUluxcorerender: Danish Mood - CPUsvt-hevc: 1 - Bosphorus 1080pospray: San Miguel - Path Traceropenfoam: Motorbike 30Mnumenta-nab: Windowed Gaussiantensorflow-lite: SqueezeNetnumenta-nab: Earthgecko Skylineblender: BMW27 - CPU-Onlytnn: CPU - SqueezeNet v1.1tensorflow-lite: Mobilenet Floatluxcorerender: Orange Juice - CPUtensorflow-lite: Inception V4astcenc: Exhaustiveospray: XFrog Forest - Path Tracerblender: Classroom - CPU-Onlytensorflow-lite: Mobilenet Quantnwchem: C240 Buckyballluxcorerender: DLSC - CPUopenfoam: Motorbike 60Mnamd: ATPase Simulation - 327,506 Atomstensorflow-lite: Inception ResNet V2openvino: 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: onnx: super-resolution-10 - OpenMP CPUonnx: fcn-resnet101-11 - OpenMP CPUonnx: yolov4 - OpenMP CPUmnn: mobilenet-v1-1.0mnn: MobileNetV2_224mnn: resnet-v2-50mnn: mobilenetV3tensorflow-lite: NASNet Mobilesvt-hevc: 10 - Bosphorus 1080pembree: Pathtracer ISPC - Asian Dragonospray: Magnetic Reconnection - Path Tracerluxcorerender: Rainbow Colors and Prism - CPUminife: Smallnpb: MG.Cnpb: EP.Dnpb: BT.Chpcg: Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye102552.8433234.2847059.6829891.7113.631786.8261.24120.8513.817353.98349.1626.842286.37526.7322.49264.89232.7581397.776151.64724.36135.1376.28757.9074.1446.161.93122.7479.0430.2220.900.902907.2666.0940.45282.3821914.9290.33723123.113.04729744527.876948062.59710866195.794224813.63933.318712.354.734.3224.653.7222.246.80569192.676.41452.85269.18243688.48.2993669423.67794.47146.5146472.93116.95.45237.380.672528355390.7620458.870.7620273.783448.714.583486.444.572551.276.252548.126.25114.896786589794775932912.8493.94721.9542.57288673.1458.1837.186550016.3811203.0449265.362934.2687954.9812.877821406.4510058.2817996.0913587.6116.231092.1841.49818.3453.620305.14291.76257.16826.9622.13272.55209.690137.58822.60334.0196.18554.9484.0426.891.9138.5927.8810.960.963042.8615.7670.48281.37296.54729644029.036647864.81110911196.644177813.64033.389312.354.684.3924.713.7070453.953.13271.39143885.78.2994189223.51674.46146.6546557.75.460.67355837065784705194884842772.8943.97518.9332.535111782.4434.0737.383850016.1110017.7923154.541601.2220507.5511.713033843.8513.0320.7162.785353.73344.9335.812223.26433.5427.95297.41185.2011120.730123.13926.47129.4925.32363.2934.7206.051.8529.6027.2370.870.872822.3806.3260.44296.5722334.5286.25423003.312.32128243262.21711064192.5540912532.587212.54.744.3625.193.736.67169846.275.36852.44268.00344222.98.339424084.48146.0946650.15.470.67193834724784331185018752333.4824.24223.7362.90675742.3537.0132.4410444.4417.1410918.4087888.38105456.9533101.4049076.2430352.219.311731.3460.64114.8752.873259.56256.35250.57333.8727.67236.32202.013134.40727.65132.0315.29853.4264.6766.521.70720.2739.6127.3950.940.893098.3336.2040.46273.7023576.3307.53424478.328742427.701865062.16511283189.904201563.75633.520412.664.794.4224.963.7821.7769107.352.55269.35843711.58.3993225123.46054.50145.3846349.83101.25.45236.580.67131834703781121334597732823.7964.03422.5202.61684817.3429.7137.3153422.2216.7513355.450128.602965.2189192.7711.7941OpenBenchmarking.org

NAS Parallel Benchmarks

Test / Class: LU.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: LU.CUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye20K40K60K80K100KSE +/- 609.71, N = 3SE +/- 42.83, N = 3SE +/- 824.08, N = 3102552.8421406.45105456.95-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 4.1.0

NAS Parallel Benchmarks

Test / Class: SP.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: SP.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye7K14K21K28K35KSE +/- 59.03, N = 3SE +/- 44.59, N = 3SE +/- 79.00, N = 3SE +/- 72.73, N = 333234.2810058.2833843.8533101.40-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 4.1.0

NAS Parallel Benchmarks

Test / Class: FT.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: FT.CUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye11K22K33K44K55KSE +/- 40.78, N = 3SE +/- 43.58, N = 3SE +/- 134.89, N = 347059.6817996.0949076.24-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 4.1.0

NAS Parallel Benchmarks

Test / Class: CG.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: CG.CUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye7K14K21K28K35KSE +/- 271.73, N = 3SE +/- 10.91, N = 3SE +/- 246.35, N = 329891.7113587.6130352.21-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 4.1.0

VP9 libvpx Encoding

Speed: Speed 5 - Input: Bosphorus 4K

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 Bullseye48121620SE +/- 0.07, N = 3SE +/- 0.13, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 313.6316.2313.039.311. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -U_FORTIFY_SOURCE -std=gnu++11

NAS Parallel Benchmarks

Test / Class: IS.D

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: IS.DUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye400800120016002000SE +/- 8.29, N = 3SE +/- 11.91, N = 4SE +/- 10.78, N = 31786.821092.181731.34-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 4.1.0

Timed Wasmer Compilation

Time To Compile

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Wasmer Compilation 1.0.2Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye1428425670SE +/- 0.35, N = 3SE +/- 0.19, N = 3SE +/- 0.57, N = 361.2441.5060.641. (CC) gcc options: -m64 -pie -nodefaultlibs -ldl -lrt -lpthread -lgcc_s -lc -lm -lutil

SVT-AV1

Encoder Mode: Preset 8 - Input: Bosphorus 4K

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 Bullseye510152025SE +/- 0.12, N = 3SE +/- 0.11, N = 3SE +/- 0.11, N = 3SE +/- 0.12, N = 320.8518.3520.7214.881. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

libavif avifenc

Encoder Speed: 10

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.85881.71762.57643.43524.294SE +/- 0.018, N = 3SE +/- 0.030, N = 9SE +/- 0.037, N = 3SE +/- 0.021, N = 153.8173.6202.7852.8731. (CXX) g++ options: -O3 -fPIC -lm

SVT-VP9

Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye80160240320400SE +/- 2.18, N = 3SE +/- 2.17, N = 15SE +/- 1.49, N = 3SE +/- 0.27, N = 3353.98305.14353.73259.561. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

SVT-VP9

Tuning: VMAF Optimized - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: VMAF Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye80160240320400SE +/- 4.22, N = 12SE +/- 1.79, N = 3SE +/- 2.58, N = 15SE +/- 2.14, N = 3349.16291.76344.93256.351. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

Numenta Anomaly Benchmark

Detector: Bayesian Changepoint

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian ChangepointUbuntu 20.04.2 LTSDebian 10.10816243240SE +/- 0.15, N = 3SE +/- 0.29, N = 326.8435.81

Timed LLVM Compilation

Build System: Unix Makefiles

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: Unix MakefilesUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 1.53, N = 3SE +/- 1.83, N = 3SE +/- 3.17, N = 3SE +/- 2.32, N = 3286.38257.17223.26250.57

PlaidML

FP16: No - Mode: Inference - Network: VGG16 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye816243240SE +/- 0.23, N = 3SE +/- 0.19, N = 3SE +/- 0.25, N = 3SE +/- 0.46, N = 326.7326.9633.5433.87

PlaidML

FP16: No - Mode: Inference - Network: VGG19 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye714212835SE +/- 0.19, N = 3SE +/- 0.23, N = 5SE +/- 0.32, N = 3SE +/- 0.24, N = 322.4922.1327.9527.67

SVT-VP9

Tuning: Visual Quality Optimized - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-VP9 0.3Tuning: Visual Quality Optimized - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 2.34, N = 3SE +/- 2.18, N = 3SE +/- 2.94, N = 3SE +/- 2.63, N = 5264.89272.55297.41236.321. (CC) gcc options: -O3 -fcommon -fPIE -fPIC -fvisibility=hidden -pie -rdynamic -lpthread -lrt -lm

Timed LLVM Compilation

Build System: Ninja

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 12.0Build System: NinjaUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye50100150200250SE +/- 0.86, N = 3SE +/- 0.77, N = 3SE +/- 0.13, N = 3SE +/- 0.11, N = 3232.76209.69185.20202.01

Numenta Anomaly Benchmark

Detector: EXPoSE

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: EXPoSEUbuntu 20.04.2 LTSDebian 10.1030060090012001500SE +/- 15.40, N = 3SE +/- 6.56, N = 31397.781120.73

Timed Node.js Compilation

Time To Compile

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 15.11Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye306090120150SE +/- 0.10, N = 3SE +/- 0.21, N = 3SE +/- 0.17, N = 3SE +/- 0.16, N = 3151.65137.59123.14134.41

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye714212835SE +/- 0.22, N = 5SE +/- 0.14, N = 15SE +/- 0.23, N = 12SE +/- 0.10, N = 1524.3622.6026.4727.65MIN: 23.32 / MAX: 78.89MIN: 21.09 / MAX: 293.57MIN: 23.92 / MAX: 128.7MIN: 25.83 / MAX: 133.21. (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

Time To Compile

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.10.20Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye816243240SE +/- 0.36, N = 5SE +/- 0.40, N = 4SE +/- 0.22, N = 10SE +/- 0.46, N = 335.1434.0229.4932.03

libavif avifenc

Encoder Speed: 10, Lossless

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 10, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye246810SE +/- 0.060, N = 6SE +/- 0.006, N = 3SE +/- 0.079, N = 15SE +/- 0.015, N = 36.2876.1855.3235.2981. (CXX) g++ options: -O3 -fPIC -lm

Timed Godot Game Engine Compilation

Time To Compile

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 3.2.3Time To CompileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1428425670SE +/- 0.28, N = 3SE +/- 0.09, N = 3SE +/- 0.36, N = 3SE +/- 0.17, N = 357.9154.9563.2953.43

Mobile Neural Network

Model: squeezenetv1.1

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1.0622.1243.1864.2485.31SE +/- 0.037, N = 5SE +/- 0.035, N = 15SE +/- 0.046, N = 12SE +/- 0.029, N = 154.1444.0424.7204.676MIN: 4.02 / MAX: 6.05MIN: 3.75 / MAX: 13.49MIN: 4.17 / MAX: 23.32MIN: 4.15 / MAX: 20.31. (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

VP9 libvpx Encoding

Speed: Speed 0 - Input: Bosphorus 4K

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 Bullseye246810SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 36.166.896.056.521. (CXX) g++ options: -m64 -lm -lpthread -O3 -fPIC -U_FORTIFY_SOURCE -std=gnu++11

SVT-AV1

Encoder Mode: Preset 4 - Input: Bosphorus 4K

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 Bullseye0.43450.8691.30351.7382.1725SE +/- 0.001, N = 3SE +/- 0.004, N = 3SE +/- 0.003, N = 3SE +/- 0.005, N = 31.9311.9131.8521.7071. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

Timed Mesa Compilation

Time To Compile

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Mesa Compilation 21.0Time To CompileUbuntu 20.04.2 LTSDebian Bullseye510152025SE +/- 0.32, N = 3SE +/- 0.10, N = 322.7520.27

PlaidML

FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye3691215SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.02, N = 39.048.599.609.61

libavif avifenc

Encoder Speed: 6, Lossless

OpenBenchmarking.orgSeconds, Fewer Is Betterlibavif avifenc 0.9.0Encoder Speed: 6, LosslessUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye714212835SE +/- 0.20, N = 3SE +/- 0.02, N = 3SE +/- 0.31, N = 3SE +/- 0.09, N = 330.2227.8827.2427.401. (CXX) g++ options: -O3 -fPIC -lm

Intel Open Image Denoise

Run: RT.ldr_alb_nrm.3840x2160

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 Bullseye0.2160.4320.6480.8641.08SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 60.900.960.870.94

Intel Open Image Denoise

Run: RT.hdr_alb_nrm.3840x2160

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 Bullseye0.2160.4320.6480.8641.08SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 30.900.960.870.89

TNN

Target: CPU - Model: DenseNet

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye7001400210028003500SE +/- 0.81, N = 3SE +/- 20.85, N = 3SE +/- 3.53, N = 3SE +/- 9.62, N = 32907.273042.862822.383098.33MIN: 2834.03 / MAX: 3318.39MIN: 2872.4 / MAX: 3417.28MIN: 2717.84 / MAX: 3264.89MIN: 2905.58 / MAX: 3528.681. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye246810SE +/- 0.096, N = 5SE +/- 0.049, N = 15SE +/- 0.099, N = 12SE +/- 0.094, N = 156.0945.7676.3266.204MIN: 5.73 / MAX: 12.28MIN: 5.34 / MAX: 18.22MIN: 5.64 / MAX: 13.73MIN: 5.43 / MAX: 24.51. (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

Intel Open Image Denoise

Run: RTLightmap.hdr.4096x4096

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 1.4.0Run: RTLightmap.hdr.4096x4096Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.1080.2160.3240.4320.54SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 30.450.480.440.46

SVT-HEVC

Tuning: 7 - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 7 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 3.95, N = 3SE +/- 2.22, N = 3SE +/- 3.39, N = 3SE +/- 3.08, N = 4282.38281.37296.57273.701. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

Xmrig

Variant: Monero - Hash Count: 1M

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

TNN

Target: CPU - Model: MobileNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye70140210280350SE +/- 0.71, N = 3SE +/- 2.56, N = 3SE +/- 2.75, N = 3SE +/- 3.50, N = 4290.34296.55286.25307.53MIN: 286.82 / MAX: 344.05MIN: 285.14 / MAX: 355.51MIN: 280.64 / MAX: 370.21MIN: 283.29 / MAX: 381.191. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

Xmrig

Variant: Wownero - Hash Count: 1M

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

Numenta Anomaly Benchmark

Detector: Relative Entropy

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative EntropyUbuntu 20.04.2 LTSDebian 10.103691215SE +/- 0.14, N = 3SE +/- 0.03, N = 313.0512.32

OpenVKL

Benchmark: vklBenchmark

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 0.9Benchmark: vklBenchmarkUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 4.05, N = 9SE +/- 1.45, N = 3SE +/- 2.31, N = 3SE +/- 3.51, N = 3297296282287MIN: 1 / MAX: 1469MIN: 1 / MAX: 896MIN: 1 / MAX: 852MIN: 1 / MAX: 1036

ONNX Runtime

Model: bertsquad-10 - Device: OpenMP CPU

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: bertsquad-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye100200300400500SE +/- 3.78, N = 12SE +/- 4.15, N = 12SE +/- 6.36, N = 12SE +/- 4.24, N = 124454404324241. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Xcompact3d Incompact3d

Input: input.i3d 193 Cells Per Direction

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: input.i3d 193 Cells Per DirectionUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye714212835SE +/- 0.28, N = 6SE +/- 0.09, N = 3SE +/- 0.20, N = 1527.8829.0427.70-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

TNN

Target: CPU - Model: SqueezeNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1428425670SE +/- 0.31, N = 3SE +/- 0.06, N = 3SE +/- 0.67, N = 5SE +/- 0.47, N = 362.6064.8162.2262.17MIN: 61.94 / MAX: 63.37MIN: 64.62 / MAX: 65.08MIN: 60.94 / MAX: 65.02MIN: 61.16 / MAX: 62.911. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

ONNX Runtime

Model: shufflenet-v2-10 - Device: OpenMP CPU

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: shufflenet-v2-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye2K4K6K8K10KSE +/- 51.37, N = 3SE +/- 78.91, N = 3SE +/- 108.89, N = 3SE +/- 51.39, N = 3108661091111064112831. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Blender

Blend File: Barbershop - Compute: CPU-Only

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Barbershop - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye4080120160200SE +/- 0.05, N = 3SE +/- 0.29, N = 3SE +/- 0.98, N = 3SE +/- 0.28, N = 3195.79196.64192.55189.90

BRL-CAD

VGR Performance Metric

OpenBenchmarking.orgVGR Performance Metric, More Is BetterBRL-CAD 7.32.2VGR Performance MetricUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye90K180K270K360K450K4224814177814091254201561. (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

GROMACS

Implementation: MPI CPU - Input: water_GMX50_bare

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2021.2Implementation: MPI CPU - Input: water_GMX50_bareUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye0.84511.69022.53533.38044.2255SE +/- 0.010, N = 3SE +/- 0.007, N = 3SE +/- 0.005, N = 33.6393.6403.7561. (CXX) g++ options: -O3 -pthread

Embree

Binary: Pathtracer ISPC - Model: Crown

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: CrownUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye816243240SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 333.3233.3932.5933.52MIN: 32.96 / MAX: 33.96MIN: 32.92 / MAX: 34.19MIN: 32.08 / MAX: 33.4MIN: 33.02 / MAX: 34.41

OSPray

Demo: NASA Streamlines - Renderer: Path Tracer

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: NASA Streamlines - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye3691215SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 312.3512.3512.5012.66MIN: 9.26 / MAX: 12.5MIN: 9.26 / MAX: 12.5MIN: 9.8 / MAX: 12.66MIN: 9.8 / MAX: 12.82

LuxCoreRender

Scene: LuxCore Benchmark - Acceleration: CPU

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: LuxCore Benchmark - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1.07782.15563.23344.31125.389SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 34.734.684.744.79MIN: 1.81 / MAX: 5.53MIN: 1.77 / MAX: 5.48MIN: 1.76 / MAX: 5.58MIN: 1.84 / MAX: 5.61

LuxCoreRender

Scene: Danish Mood - Acceleration: CPU

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Danish Mood - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.99451.9892.98353.9784.9725SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 34.324.394.364.42MIN: 1.72 / MAX: 5.09MIN: 1.77 / MAX: 5.1MIN: 1.73 / MAX: 5.08MIN: 1.72 / MAX: 5.11

SVT-HEVC

Tuning: 1 - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 1 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye612182430SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 324.6524.7125.1924.961. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

OSPray

Demo: San Miguel - Renderer: Path Tracer

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: San Miguel - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.85051.7012.55153.4024.2525SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 33.723.703.733.78MIN: 2.87 / MAX: 3.75MIN: 3.01 / MAX: 3.73MIN: 2.99 / MAX: 3.75MIN: 2.73 / MAX: 3.8

OpenFOAM

Input: Motorbike 30M

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

Numenta Anomaly Benchmark

Detector: Windowed Gaussian

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed GaussianUbuntu 20.04.2 LTSDebian 10.10246810SE +/- 0.070, N = 3SE +/- 0.035, N = 36.8056.671

TensorFlow Lite

Model: SqueezeNet

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye15K30K45K60K75KSE +/- 188.81, N = 3SE +/- 521.49, N = 3SE +/- 372.87, N = 3SE +/- 292.33, N = 369192.670453.969846.269107.3

Numenta Anomaly Benchmark

Detector: Earthgecko Skyline

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko SkylineUbuntu 20.04.2 LTSDebian 10.1020406080100SE +/- 0.34, N = 3SE +/- 0.44, N = 376.4175.37

Blender

Blend File: BMW27 - Compute: CPU-Only

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: BMW27 - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1224364860SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 352.8553.1352.4452.55

TNN

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.1Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 0.08, N = 3SE +/- 0.09, N = 3SE +/- 0.36, N = 3SE +/- 0.57, N = 3269.18271.39268.00269.36MIN: 268.98 / MAX: 269.45MIN: 271.08 / MAX: 271.69MIN: 267.47 / MAX: 295.77MIN: 268.62 / MAX: 270.751. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

TensorFlow Lite

Model: Mobilenet Float

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye9K18K27K36K45KSE +/- 161.47, N = 3SE +/- 107.46, N = 3SE +/- 96.21, N = 3SE +/- 101.03, N = 343688.443885.744222.943711.5

LuxCoreRender

Scene: Orange Juice - Acceleration: CPU

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Orange Juice - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye246810SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 38.298.298.338.39MIN: 7.33 / MAX: 8.75MIN: 7.33 / MAX: 8.74MIN: 7.33 / MAX: 8.83MIN: 7.42 / MAX: 8.88

TensorFlow Lite

Model: Inception V4

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye200K400K600K800K1000KSE +/- 2093.15, N = 3SE +/- 6145.17, N = 3SE +/- 4599.44, N = 3SE +/- 1376.88, N = 3936694941892942408932251

ASTC Encoder

Preset: Exhaustive

OpenBenchmarking.orgSeconds, Fewer Is BetterASTC Encoder 3.0Preset: ExhaustiveUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye612182430SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 323.6823.5223.461. (CXX) g++ options: -O3 -flto -pthread

OSPray

Demo: XFrog Forest - Renderer: Path Tracer

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: XFrog Forest - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1.01252.0253.03754.055.0625SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 34.474.464.484.50MIN: 4.24 / MAX: 4.5MIN: 4.05 / MAX: 4.5MIN: 4.37 / MAX: 4.5MIN: 3.82 / MAX: 4.52

Blender

Blend File: Classroom - Compute: CPU-Only

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Classroom - Compute: CPU-OnlyUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye306090120150SE +/- 0.13, N = 3SE +/- 0.10, N = 3SE +/- 0.27, N = 3SE +/- 0.13, N = 3146.51146.65146.09145.38

TensorFlow Lite

Model: Mobilenet Quant

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye10K20K30K40K50KSE +/- 88.51, N = 3SE +/- 170.17, N = 3SE +/- 94.70, N = 3SE +/- 25.57, N = 346472.946557.746650.146349.8

NWChem

Input: C240 Buckyball

OpenBenchmarking.orgSeconds, Fewer Is BetterNWChem 7.0.2Input: C240 BuckyballUbuntu 20.04.2 LTSDebian Bullseye70014002100280035003116.93101.2-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

LuxCoreRender

Scene: DLSC - Acceleration: CPU

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: DLSC - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye1.23082.46163.69244.92326.154SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 35.455.465.475.45MIN: 5.34 / MAX: 5.8MIN: 5.31 / MAX: 5.8MIN: 5.25 / MAX: 5.85MIN: 5.34 / MAX: 5.91

OpenFOAM

Input: Motorbike 60M

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

NAMD

ATPase Simulation - 327,506 Atoms

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 AtomsUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.15150.3030.45450.6060.7575SE +/- 0.00041, N = 3SE +/- 0.00051, N = 3SE +/- 0.00019, N = 3SE +/- 0.00045, N = 30.672520.673550.671930.67131

TensorFlow Lite

Model: Inception ResNet V2

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye200K400K600K800K1000KSE +/- 1339.58, N = 3SE +/- 1783.60, N = 3SE +/- 156.42, N = 3SE +/- 1598.54, N = 3835539837065834724834703

OpenVINO

Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU

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

OpenVINO

Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU

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

OpenVINO

Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU

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

OpenVINO

Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU

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

OpenVINO

Model: Person Detection 0106 FP32 - Device: CPU

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

OpenVINO

Model: Person Detection 0106 FP32 - Device: CPU

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

OpenVINO

Model: Person Detection 0106 FP16 - Device: CPU

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

OpenVINO

Model: Person Detection 0106 FP16 - Device: CPU

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

OpenVINO

Model: Face Detection 0106 FP32 - Device: CPU

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

OpenVINO

Model: Face Detection 0106 FP32 - Device: CPU

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

OpenVINO

Model: Face Detection 0106 FP16 - Device: CPU

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

OpenVINO

Model: Face Detection 0106 FP16 - Device: CPU

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

GPAW

Input: Carbon Nanotube

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

OpenBenchmarking.orgThroughput FoM, More Is BetterKripke 1.2.4Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye20M40M60M80M100MSE +/- 1927474.75, N = 15SE +/- 2249941.31, N = 15SE +/- 2823751.60, N = 12SE +/- 1339128.86, N = 12786589797847051978433118781121331. (CXX) g++ options: -O3 -fopenmp

ONNX Runtime

Model: super-resolution-10 - Device: OpenMP CPU

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: super-resolution-10 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye11002200330044005500SE +/- 34.58, N = 3SE +/- 26.74, N = 3SE +/- 96.24, N = 12SE +/- 22.65, N = 347754884501845971. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

ONNX Runtime

Model: fcn-resnet101-11 - Device: OpenMP CPU

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: fcn-resnet101-11 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye20406080100SE +/- 4.09, N = 9SE +/- 3.41, N = 12SE +/- 1.93, N = 12SE +/- 3.37, N = 9938475731. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

ONNX Runtime

Model: yolov4 - Device: OpenMP CPU

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: yolov4 - Device: OpenMP CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye60120180240300SE +/- 4.38, N = 12SE +/- 1.96, N = 3SE +/- 4.62, N = 12SE +/- 4.80, N = 92912772332821. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.0Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.85411.70822.56233.41644.2705SE +/- 0.077, N = 5SE +/- 0.057, N = 15SE +/- 0.086, N = 12SE +/- 0.083, N = 152.8492.8943.4823.796MIN: 2.57 / MAX: 7.42MIN: 2.55 / MAX: 7.14MIN: 2.98 / MAX: 5.1MIN: 2.99 / MAX: 6.121. (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

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_224Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.95451.9092.86353.8184.7725SE +/- 0.095, N = 5SE +/- 0.046, N = 14SE +/- 0.072, N = 12SE +/- 0.107, N = 153.9473.9754.2424.034MIN: 3.62 / MAX: 5.86MIN: 3.37 / MAX: 43.2MIN: 3.8 / MAX: 6.21MIN: 3.48 / MAX: 7.151. (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

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye612182430SE +/- 0.08, N = 5SE +/- 0.28, N = 15SE +/- 0.28, N = 12SE +/- 0.38, N = 1521.9518.9323.7422.52MIN: 20.25 / MAX: 89.25MIN: 17.69 / MAX: 159.34MIN: 22.27 / MAX: 64.14MIN: 20.6 / MAX: 109.281. (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

Mobile Neural Network

Model: mobilenetV3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV3Ubuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye0.65391.30781.96172.61563.2695SE +/- 0.027, N = 5SE +/- 0.029, N = 15SE +/- 0.055, N = 12SE +/- 0.033, N = 152.5722.5352.9062.616MIN: 2.44 / MAX: 4.26MIN: 2.28 / MAX: 3.47MIN: 2.52 / MAX: 6.63MIN: 2.33 / 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

TensorFlow Lite

Model: NASNet Mobile

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye20K40K60K80K100KSE +/- 1510.00, N = 15SE +/- 3807.02, N = 15SE +/- 362.65, N = 3SE +/- 2109.59, N = 1588673.1111782.475742.384817.3

SVT-HEVC

Tuning: 10 - Input: Bosphorus 1080p

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-HEVC 1.5.0Tuning: 10 - Input: Bosphorus 1080pUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye120240360480600SE +/- 12.16, N = 15SE +/- 6.12, N = 15SE +/- 6.17, N = 4SE +/- 8.24, N = 15458.18434.07537.01429.711. (CC) gcc options: -fPIE -fPIC -O3 -O2 -pie -rdynamic -lpthread -lrt

Embree

Binary: Pathtracer ISPC - Model: Asian Dragon

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: Asian DragonUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye918273645SE +/- 0.26, N = 3SE +/- 0.15, N = 3SE +/- 0.64, N = 15SE +/- 0.22, N = 337.1937.3832.4437.32MIN: 36.46 / MAX: 37.99MIN: 36.85 / MAX: 38.17MIN: 29.11 / MAX: 37.15MIN: 36.86 / MAX: 38.33

OSPray

Demo: Magnetic Reconnection - Renderer: Path Tracer

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: Magnetic Reconnection - Renderer: Path TracerUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye110220330440550SE +/- 21.00, N = 15SE +/- 22.22, N = 15500.00500.00444.44422.22MIN: 250MIN: 250MIN: 250 / MAX: 500MIN: 200 / MAX: 500

LuxCoreRender

Scene: Rainbow Colors and Prism - Acceleration: CPU

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Rainbow Colors and Prism - Acceleration: CPUUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye48121620SE +/- 0.19, N = 15SE +/- 0.10, N = 3SE +/- 0.30, N = 15SE +/- 0.26, N = 1516.3816.1117.1416.75MIN: 14.52 / MAX: 18.74MIN: 14.68 / MAX: 16.32MIN: 14.81 / MAX: 19.08MIN: 14.5 / MAX: 18.42

miniFE

Problem Size: Small

OpenBenchmarking.orgCG Mflops, More Is BetterminiFE 2.2Problem Size: SmallUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye3K6K9K12K15KSE +/- 260.75, N = 15SE +/- 203.18, N = 12SE +/- 241.94, N = 15SE +/- 374.12, N = 1211203.0410017.7910918.4013355.401. (CXX) g++ options: -O3 -fopenmp -pthread -lmpi_cxx -lmpi

NAS Parallel Benchmarks

Test / Class: MG.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.CUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye11K22K33K44K55KSE +/- 83.51, N = 3SE +/- 467.47, N = 15SE +/- 60.07, N = 349265.3623154.5450128.60-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 4.1.0

NAS Parallel Benchmarks

Test / Class: EP.D

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.DUbuntu 20.04.2 LTSFedora Server 34Debian Bullseye6001200180024003000SE +/- 21.45, N = 13SE +/- 28.47, N = 14SE +/- 8.37, N = 32934.261601.222965.21-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 4.1.0

NAS Parallel Benchmarks

Test / Class: BT.C

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: BT.CUbuntu 20.04.2 LTSFedora Server 34Debian 10.10Debian Bullseye20K40K60K80K100KSE +/- 203.96, N = 3SE +/- 482.34, N = 9SE +/- 319.12, N = 3SE +/- 44.18, N = 387954.9820507.5587888.3889192.77-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 4.1.0

High Performance Conjugate Gradient

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1Ubuntu 20.04.2 LTSFedora Server 34Debian Bullseye3691215SE +/- 0.01, N = 3SE +/- 0.60, N = 12SE +/- 0.64, N = 912.8811.7111.791. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -pthread -lmpi_cxx -lmpi


Phoronix Test Suite v10.8.4