xps13-hpc-baseline-x11-20210121-1

Intel Core i7-1165G7 testing with a Dell 08607K (1.0.3 BIOS) and Intel Xe 3GB on Ubuntu 20.04 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2101218-HA-XPS13HPCB96.

xps13-hpc-baseline-x11-20210121-1ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen Resolutionxps13-hpc-baseline-x11-20210121-1Intel Core i7-1165G7 @ 4.70GHz (4 Cores / 8 Threads)Dell 08607K (1.0.3 BIOS)Intel Device a0ef16GBMicron 2300 NVMe 512GBIntel Xe 3GB (1300MHz)Realtek ALC289Intel Device a0f0Ubuntu 20.045.6.0-1042-oem (x86_64)GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.2.61.2.131GCC 9.3.0ext41920x1200OpenBenchmarking.org- --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 - Scaling Governor: intel_pstate powersave - CPU Microcode: 0x60 - Thermald 1.9.1 - Python 3.8.5- 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

xps13-hpc-baseline-x11-20210121-1hpcg: lczero: BLASparboil: OpenMP LBMparboil: OpenMP CUTCPparboil: OpenMP Stencilparboil: OpenMP MRI Griddingminife: Smallcp2k: Fayalite-FIST Datanamd: ATPase Simulation - 327,506 Atomsdolfyn: Computational Fluid Dynamicsneat: amg: ffte: N=256, 1D Complex FFT Routinemrbayes: Primate Phylogeny Analysishmmer: Pfam Database Searchmafft: Multiple Sequence Alignment - LSU RNAmocassin: Dust 2D tau100.0lulesh: arrayfire: BLAS CPUhimeno: Poisson Pressure Solvernumpy: deepspeech: CPUrbenchmark: rnnoise: askap: tConvolve MT - Griddingaskap: tConvolve MT - Degriddingaskap: tConvolve MPI - Griddingaskap: tConvolve MPI - Degriddingaskap: tConvolve OpenMP - Griddingaskap: tConvolve OpenMP - Degriddingintel-mpi: IMB-P2P PingPongintel-mpi: IMB-MPI1 Exchangeintel-mpi: IMB-MPI1 Exchangeintel-mpi: IMB-MPI1 PingPongintel-mpi: IMB-MPI1 Sendrecvintel-mpi: IMB-MPI1 Sendrecvgromacs: Water Benchmarktensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2octave-benchmark: gpaw: Carbon Nanotubemnn: SqueezeNetV1.0mnn: resnet-v2-50mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mtnn: CPU - MobileNet v2tnn: CPU - SqueezeNet v1.1plaidml: No - Inference - VGG16 - CPUplaidml: No - Inference - ResNet 50 - CPUai-benchmark: Device Inference Scoreai-benchmark: Device Training Scoreai-benchmark: Device AI Scoremlpack: scikit_icamlpack: scikit_qdamlpack: scikit_svmmlpack: scikit_linearridgeregressionscikit-learn: kripke: opencv: DNN - Deep Neural Networkxps13-hpc-baseline-x11-20210121-15.6584315298.1861049.94311417.04657448.4261277771.401339.7674.6382924.09235.24035263120023348.11059235896.842200.90510.8093481196.1001352.2873635.760337300.3881.815860.297732.0941434.081409.391462.961424.461408.761504.2730314204327.73149.952893.253748.2293.050.524568577816505340330337670538137673826908.6761029.1507.13839.1383.8064.83352.78230.467.976.869.307.4010.792.7421.9363.0119.7017.4644.6839.1634.8020.0030.447.986.929.317.3510.752.7521.7062.6919.3717.2644.7739.1634.8119.95410.458404.1107.703.416276891316107.06120.8734.0013.3117.455556749706418OpenBenchmarking.org

High Performance Conjugate Gradient

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1xps13-hpc-baseline-x11-20210121-11.27312.54623.81935.09246.3655SE +/- 0.02726, N = 35.658431. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -pthread -lmpi_cxx -lmpi

LeelaChessZero

Backend: BLAS

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.26Backend: BLASxps13-hpc-baseline-x11-20210121-1306090120150SE +/- 0.58, N = 31521. (CXX) g++ options: -flto -pthread

Parboil

Test: OpenMP LBM

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenMP LBMxps13-hpc-baseline-x11-20210121-120406080100SE +/- 0.25, N = 398.191. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

Parboil

Test: OpenMP CUTCP

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenMP CUTCPxps13-hpc-baseline-x11-20210121-13691215SE +/- 0.015742, N = 39.9431141. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

Parboil

Test: OpenMP Stencil

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenMP Stencilxps13-hpc-baseline-x11-20210121-148121620SE +/- 0.21, N = 417.051. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

Parboil

Test: OpenMP MRI Gridding

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenMP MRI Griddingxps13-hpc-baseline-x11-20210121-11122334455SE +/- 0.52, N = 348.431. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

miniFE

Problem Size: Small

OpenBenchmarking.orgCG Mflops, More Is BetterminiFE 2.2Problem Size: Smallxps13-hpc-baseline-x11-20210121-117003400510068008500SE +/- 40.53, N = 37771.401. (CXX) g++ options: -O3 -fopenmp -pthread -lmpi_cxx -lmpi

CP2K Molecular Dynamics

Fayalite-FIST Data

OpenBenchmarking.orgSeconds, Fewer Is BetterCP2K Molecular Dynamics 8.1Fayalite-FIST Dataxps13-hpc-baseline-x11-20210121-1300600900120015001339.77

NAMD

ATPase Simulation - 327,506 Atoms

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 Atomsxps13-hpc-baseline-x11-20210121-11.04362.08723.13084.17445.218SE +/- 0.04503, N = 34.63829

Dolfyn

Computational Fluid Dynamics

OpenBenchmarking.orgSeconds, Fewer Is BetterDolfyn 0.527Computational Fluid Dynamicsxps13-hpc-baseline-x11-20210121-1612182430SE +/- 0.15, N = 324.09

Nebular Empirical Analysis Tool

OpenBenchmarking.orgSeconds, Fewer Is BetterNebular Empirical Analysis Tool 2020-02-29xps13-hpc-baseline-x11-20210121-1816243240SE +/- 0.31, N = 335.241. (F9X) gfortran options: -cpp -ffree-line-length-0 -Jsource/ -fopenmp -O3 -fno-backtrace

Algebraic Multi-Grid Benchmark

OpenBenchmarking.orgFigure Of Merit, More Is BetterAlgebraic Multi-Grid Benchmark 1.2xps13-hpc-baseline-x11-20210121-180M160M240M320M400MSE +/- 671511.45, N = 33526312001. (CC) gcc options: -lparcsr_ls -lparcsr_mv -lseq_mv -lIJ_mv -lkrylov -lHYPRE_utilities -lm -fopenmp -pthread -lmpi

FFTE

Test: N=256, 1D Complex FFT Routine

OpenBenchmarking.orgMFLOPS, More Is BetterFFTE 7.0Test: N=256, 1D Complex FFT Routinexps13-hpc-baseline-x11-20210121-15K10K15K20K25KSE +/- 148.39, N = 323348.111. (F9X) gfortran options: -O3 -fomit-frame-pointer -fopenmp

Timed MrBayes Analysis

Primate Phylogeny Analysis

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MrBayes Analysis 3.2.7Primate Phylogeny Analysisxps13-hpc-baseline-x11-20210121-120406080100SE +/- 0.81, N = 396.841. (CC) gcc options: -mmmx -msse -msse2 -msse3 -mssse3 -msse4.1 -msse4.2 -msha -maes -mavx -mfma -mavx2 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mrdrnd -mbmi -mbmi2 -madx -mabm -O3 -std=c99 -pedantic -lm -lreadline

Timed HMMer Search

Pfam Database Search

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed HMMer Search 3.3.1Pfam Database Searchxps13-hpc-baseline-x11-20210121-14080120160200SE +/- 0.30, N = 3200.911. (CC) gcc options: -O3 -pthread -lhmmer -leasel -lm

Timed MAFFT Alignment

Multiple Sequence Alignment - LSU RNA

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MAFFT Alignment 7.471Multiple Sequence Alignment - LSU RNAxps13-hpc-baseline-x11-20210121-13691215SE +/- 0.03, N = 310.811. (CC) gcc options: -std=c99 -O3 -lm -lpthread

Monte Carlo Simulations of Ionised Nebulae

Input: Dust 2D tau100.0

OpenBenchmarking.orgSeconds, Fewer Is BetterMonte Carlo Simulations of Ionised Nebulae 2019-03-24Input: Dust 2D tau100.0xps13-hpc-baseline-x11-20210121-180160240320400SE +/- 0.58, N = 33481. (F9X) gfortran options: -cpp -Jsource/ -ffree-line-length-0 -lm -std=legacy -O3 -O2 -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi

LULESH

OpenBenchmarking.orgz/s, More Is BetterLULESH 2.0.3xps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 0.76, N = 31196.101. (CXX) g++ options: -O3 -fopenmp -lm -pthread -lmpi_cxx -lmpi

ArrayFire

Test: BLAS CPU

OpenBenchmarking.orgGFLOPS, More Is BetterArrayFire 3.7Test: BLAS CPUxps13-hpc-baseline-x11-20210121-180160240320400SE +/- 0.37, N = 3352.291. (CXX) g++ options: -rdynamic

Himeno Benchmark

Poisson Pressure Solver

OpenBenchmarking.orgMFLOPS, More Is BetterHimeno Benchmark 3.0Poisson Pressure Solverxps13-hpc-baseline-x11-20210121-18001600240032004000SE +/- 1.92, N = 33635.761. (CC) gcc options: -O3 -mavx2

Numpy Benchmark

OpenBenchmarking.orgScore, More Is BetterNumpy Benchmarkxps13-hpc-baseline-x11-20210121-170140210280350SE +/- 0.35, N = 3300.38

DeepSpeech

Acceleration: CPU

OpenBenchmarking.orgSeconds, Fewer Is BetterDeepSpeech 0.6Acceleration: CPUxps13-hpc-baseline-x11-20210121-120406080100SE +/- 0.75, N = 381.82

R Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterR Benchmarkxps13-hpc-baseline-x11-20210121-10.0670.1340.2010.2680.335SE +/- 0.0002, N = 30.29771. R scripting front-end version 3.6.3 (2020-02-29)

RNNoise

OpenBenchmarking.orgSeconds, Fewer Is BetterRNNoise 2020-06-28xps13-hpc-baseline-x11-20210121-1714212835SE +/- 0.12, N = 332.091. (CC) gcc options: -O2 -pedantic -fvisibility=hidden

ASKAP

Test: tConvolve MT - Gridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve MT - Griddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 4.65, N = 31434.081. (CXX) g++ options: -lpthread

ASKAP

Test: tConvolve MT - Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve MT - Degriddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 1.65, N = 31409.391. (CXX) g++ options: -lpthread

ASKAP

Test: tConvolve MPI - Gridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve MPI - Griddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 2.32, N = 31462.961. (CXX) g++ options: -lpthread

ASKAP

Test: tConvolve MPI - Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve MPI - Degriddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 0.63, N = 31424.461. (CXX) g++ options: -lpthread

ASKAP

Test: tConvolve OpenMP - Gridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve OpenMP - Griddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 0.00, N = 31408.761. (CXX) g++ options: -lpthread

ASKAP

Test: tConvolve OpenMP - Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP 2018-11-10Test: tConvolve OpenMP - Degriddingxps13-hpc-baseline-x11-20210121-130060090012001500SE +/- 0.00, N = 31504.271. (CXX) g++ options: -lpthread

Intel MPI Benchmarks

Test: IMB-P2P PingPong

OpenBenchmarking.orgAverage Msg/sec, More Is BetterIntel MPI Benchmarks 2019.3Test: IMB-P2P PingPongxps13-hpc-baseline-x11-20210121-1600K1200K1800K2400K3000KSE +/- 17594.43, N = 33031420MIN: 1788 / MAX: 75852921. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

Intel MPI Benchmarks

Test: IMB-MPI1 Exchange

OpenBenchmarking.orgAverage Mbytes/sec, More Is BetterIntel MPI Benchmarks 2019.3Test: IMB-MPI1 Exchangexps13-hpc-baseline-x11-20210121-19001800270036004500SE +/- 27.24, N = 34327.73MAX: 16485.011. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

Intel MPI Benchmarks

Test: IMB-MPI1 Exchange

OpenBenchmarking.orgAverage usec, Fewer Is BetterIntel MPI Benchmarks 2019.3Test: IMB-MPI1 Exchangexps13-hpc-baseline-x11-20210121-1306090120150SE +/- 0.82, N = 3149.95MIN: 0.5 / MAX: 2043.911. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

Intel MPI Benchmarks

Test: IMB-MPI1 PingPong

OpenBenchmarking.orgAverage Mbytes/sec, More Is BetterIntel MPI Benchmarks 2019.3Test: IMB-MPI1 PingPongxps13-hpc-baseline-x11-20210121-16001200180024003000SE +/- 23.03, N = 152893.25MIN: 7.22 / MAX: 11197.151. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

Intel MPI Benchmarks

Test: IMB-MPI1 Sendrecv

OpenBenchmarking.orgAverage Mbytes/sec, More Is BetterIntel MPI Benchmarks 2019.3Test: IMB-MPI1 Sendrecvxps13-hpc-baseline-x11-20210121-18001600240032004000SE +/- 45.18, N = 33748.22MAX: 17800.841. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

Intel MPI Benchmarks

Test: IMB-MPI1 Sendrecv

OpenBenchmarking.orgAverage usec, Fewer Is BetterIntel MPI Benchmarks 2019.3Test: IMB-MPI1 Sendrecvxps13-hpc-baseline-x11-20210121-120406080100SE +/- 0.44, N = 393.05MIN: 0.33 / MAX: 1613.771. (CXX) g++ options: -O0 -pedantic -fopenmp -pthread -lmpi_cxx -lmpi

GROMACS

Water Benchmark

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2020.3Water Benchmarkxps13-hpc-baseline-x11-20210121-10.11790.23580.35370.47160.5895SE +/- 0.005, N = 30.5241. (CXX) g++ options: -O3 -pthread -lrt -lpthread -lm

TensorFlow Lite

Model: SqueezeNet

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetxps13-hpc-baseline-x11-20210121-1120K240K360K480K600KSE +/- 3101.00, N = 3568577

TensorFlow Lite

Model: Inception V4

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4xps13-hpc-baseline-x11-20210121-12M4M6M8M10MSE +/- 23972.73, N = 38165053

TensorFlow Lite

Model: NASNet Mobile

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet Mobilexps13-hpc-baseline-x11-20210121-190K180K270K360K450KSE +/- 2696.71, N = 3403303

TensorFlow Lite

Model: Mobilenet Float

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Floatxps13-hpc-baseline-x11-20210121-180K160K240K320K400KSE +/- 2594.63, N = 3376705

TensorFlow Lite

Model: Mobilenet Quant

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet Quantxps13-hpc-baseline-x11-20210121-180K160K240K320K400KSE +/- 2796.41, N = 3381376

TensorFlow Lite

Model: Inception ResNet V2

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2xps13-hpc-baseline-x11-20210121-11.6M3.2M4.8M6.4M8MSE +/- 23654.20, N = 37382690

GNU Octave Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterGNU Octave Benchmark 5.2.0xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.037, N = 58.676

GPAW

Input: Carbon Nanotube

OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 20.1Input: Carbon Nanotubexps13-hpc-baseline-x11-20210121-12004006008001000SE +/- 2.30, N = 31029.151. (CC) gcc options: -pthread -shared -fwrapv -O2 -lxc -lblas -lmpi

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.1.1Model: SqueezeNetV1.0xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.025, N = 37.138MIN: 7.03 / MAX: 28.241. (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 1.1.1Model: resnet-v2-50xps13-hpc-baseline-x11-20210121-1918273645SE +/- 0.25, N = 339.14MIN: 38.36 / MAX: 60.481. (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

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.1.1Model: MobileNetV2_224xps13-hpc-baseline-x11-20210121-10.85641.71282.56923.42564.282SE +/- 0.128, N = 33.806MIN: 3.5 / MAX: 22.121. (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: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.1.1Model: mobilenet-v1-1.0xps13-hpc-baseline-x11-20210121-11.08742.17483.26224.34965.437SE +/- 0.007, N = 34.833MIN: 4.79 / MAX: 7.611. (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: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.1.1Model: inception-v3xps13-hpc-baseline-x11-20210121-11224364860SE +/- 0.77, N = 352.78MIN: 50.78 / MAX: 98.711. (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

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mobilenetxps13-hpc-baseline-x11-20210121-1714212835SE +/- 0.03, N = 330.46MIN: 29.98 / MAX: 51.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v2-v2 - Model: mobilenet-v2xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.14, N = 37.97MIN: 7.48 / MAX: 11.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v3-v3 - Model: mobilenet-v3xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.10, N = 36.86MIN: 6.51 / MAX: 9.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: shufflenet-v2xps13-hpc-baseline-x11-20210121-13691215SE +/- 0.20, N = 39.30MIN: 8.8 / MAX: 11.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mnasnetxps13-hpc-baseline-x11-20210121-1246810SE +/- 0.10, N = 37.40MIN: 7.02 / MAX: 22.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: efficientnet-b0xps13-hpc-baseline-x11-20210121-13691215SE +/- 0.12, N = 310.79MIN: 10.38 / MAX: 13.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: blazefacexps13-hpc-baseline-x11-20210121-10.61651.2331.84952.4663.0825SE +/- 0.03, N = 32.74MIN: 2.58 / MAX: 5.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: googlenetxps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.04, N = 321.93MIN: 20.82 / MAX: 40.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: vgg16xps13-hpc-baseline-x11-20210121-11428425670SE +/- 0.35, N = 363.01MIN: 61.63 / MAX: 67.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet18xps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.02, N = 319.70MIN: 18.91 / MAX: 23.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: alexnetxps13-hpc-baseline-x11-20210121-148121620SE +/- 0.02, N = 317.46MIN: 17.26 / MAX: 34.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet50xps13-hpc-baseline-x11-20210121-11020304050SE +/- 0.02, N = 344.68MIN: 44.31 / MAX: 47.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: yolov4-tinyxps13-hpc-baseline-x11-20210121-1918273645SE +/- 0.06, N = 339.16MIN: 38.15 / MAX: 57.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: squeezenet_ssdxps13-hpc-baseline-x11-20210121-1816243240SE +/- 0.05, N = 334.80MIN: 34.2 / MAX: 47.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: regnety_400mxps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.32, N = 320.00MIN: 18.96 / MAX: 39.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mobilenetxps13-hpc-baseline-x11-20210121-1714212835SE +/- 0.06, N = 330.44MIN: 29.88 / MAX: 49.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.14, N = 37.98MIN: 7.53 / MAX: 10.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3xps13-hpc-baseline-x11-20210121-1246810SE +/- 0.05, N = 36.92MIN: 6.5 / MAX: 21.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: shufflenet-v2xps13-hpc-baseline-x11-20210121-13691215SE +/- 0.18, N = 39.31MIN: 8.81 / MAX: 12.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mnasnetxps13-hpc-baseline-x11-20210121-1246810SE +/- 0.13, N = 37.35MIN: 6.99 / MAX: 11.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: efficientnet-b0xps13-hpc-baseline-x11-20210121-13691215SE +/- 0.13, N = 310.75MIN: 10.35 / MAX: 13.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: blazefacexps13-hpc-baseline-x11-20210121-10.61881.23761.85642.47523.094SE +/- 0.05, N = 32.75MIN: 2.59 / MAX: 5.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: googlenetxps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.35, N = 321.70MIN: 20.8 / MAX: 42.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: vgg16xps13-hpc-baseline-x11-20210121-11428425670SE +/- 0.09, N = 362.69MIN: 61.54 / MAX: 87.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet18xps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.35, N = 319.37MIN: 17.65 / MAX: 27.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: alexnetxps13-hpc-baseline-x11-20210121-148121620SE +/- 0.20, N = 317.26MIN: 16.35 / MAX: 21.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet50xps13-hpc-baseline-x11-20210121-11020304050SE +/- 0.01, N = 344.77MIN: 44.4 / MAX: 63.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: yolov4-tinyxps13-hpc-baseline-x11-20210121-1918273645SE +/- 0.02, N = 339.16MIN: 38.06 / MAX: 56.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: squeezenet_ssdxps13-hpc-baseline-x11-20210121-1816243240SE +/- 0.04, N = 334.81MIN: 34.14 / MAX: 53.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: regnety_400mxps13-hpc-baseline-x11-20210121-1510152025SE +/- 0.33, N = 319.95MIN: 18.8 / MAX: 48.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

TNN

Target: CPU - Model: MobileNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.2.3Target: CPU - Model: MobileNet v2xps13-hpc-baseline-x11-20210121-190180270360450SE +/- 0.53, N = 3410.46MIN: 406.64 / MAX: 492.581. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -O3 -rdynamic -ldl

TNN

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.2.3Target: CPU - Model: SqueezeNet v1.1xps13-hpc-baseline-x11-20210121-190180270360450SE +/- 0.67, N = 3404.11MIN: 401.94 / MAX: 413.421. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -O3 -rdynamic -ldl

PlaidML

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

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUxps13-hpc-baseline-x11-20210121-1246810SE +/- 0.01, N = 37.70

PlaidML

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

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUxps13-hpc-baseline-x11-20210121-10.76731.53462.30193.06923.8365SE +/- 0.01, N = 33.41

AI Benchmark Alpha

Device Inference Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Inference Scorexps13-hpc-baseline-x11-20210121-1140280420560700627

AI Benchmark Alpha

Device Training Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Training Scorexps13-hpc-baseline-x11-20210121-1150300450600750689

AI Benchmark Alpha

Device AI Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device AI Scorexps13-hpc-baseline-x11-20210121-1300600900120015001316

Mlpack Benchmark

Benchmark: scikit_ica

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_icaxps13-hpc-baseline-x11-20210121-120406080100SE +/- 0.41, N = 3107.06

Mlpack Benchmark

Benchmark: scikit_qda

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_qdaxps13-hpc-baseline-x11-20210121-1306090120150SE +/- 0.07, N = 3120.87

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_svmxps13-hpc-baseline-x11-20210121-1816243240SE +/- 0.01, N = 334.00

Mlpack Benchmark

Benchmark: scikit_linearridgeregression

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_linearridgeregressionxps13-hpc-baseline-x11-20210121-13691215SE +/- 0.05, N = 313.31

Scikit-Learn

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.22.1xps13-hpc-baseline-x11-20210121-148121620SE +/- 0.01, N = 317.46

Kripke

OpenBenchmarking.orgThroughput FoM, More Is BetterKripke 1.2.4xps13-hpc-baseline-x11-20210121-112M24M36M48M60MSE +/- 256311.47, N = 3556749701. (CXX) g++ options: -O3 -fopenmp

OpenCV

Test: DNN - Deep Neural Network

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.4Test: DNN - Deep Neural Networkxps13-hpc-baseline-x11-20210121-114002800420056007000SE +/- 384.66, N = 1564181. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -O3 -ldl -lm -lpthread -lrt


Phoronix Test Suite v10.8.4