AVX-512 Analysis

AMD Ryzen 7 7840U testing with a PHX Ray_PEU (V1.04 BIOS) and AMD Phoenix1 512MB on Ubuntu 23.04 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 2307083-NE-AVX512ANA67
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Ryzen 7 7840U: AVX512 Off
July 08 2023
  9 Hours, 49 Minutes
Ryzen 7 7840U: AVX512 On
July 08 2023
  8 Hours, 19 Minutes
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  9 Hours, 4 Minutes
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Ryzen 7 7840U: AVX512 Off

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa704101
Python Notes: Python 3.11.2
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Ryzen 7 7840U: AVX512 On

Processor: AMD Ryzen 7 7840U @ 3.30GHz (8 Cores / 16 Threads), Motherboard: PHX Ray_PEU (V1.04 BIOS), Chipset: AMD Device 14e8, Memory: 16GB, Disk: 1024GB Micron_3400_MTFDKBA1T0TFH, Graphics: AMD Phoenix1 512MB (2700/400MHz), Audio: AMD Rembrandt Radeon HD Audio, Network: MEDIATEK MT7922 802.11ax PCI

OS: Ubuntu 23.04, Kernel: 6.2.0-24-generic (x86_64), Desktop: KDE Plasma 5.27.4, Display Server: X Server 1.21.1.7, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3200x2000

AVX-512 AnalysisOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 7 7840U @ 3.30GHz (8 Cores / 16 Threads)PHX Ray_PEU (V1.04 BIOS)AMD Device 14e816GB1024GB Micron_3400_MTFDKBA1T0TFHAMD Phoenix1 512MB (2700/400MHz)AMD Rembrandt Radeon HD AudioMEDIATEK MT7922 802.11ax PCIUbuntu 23.046.2.0-24-generic (x86_64)KDE Plasma 5.27.4X Server 1.21.1.74.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49)GCC 12.2.0ext43200x2000ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionAVX-512 Analysis PerformanceSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa704101 - Python 3.11.2- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

lczero: Eigenopenvkl: vklBenchmark ISPCospray-studio: 3 - 4K - 32 - Path Tracertensorflow: CPU - 64 - ResNet-50ospray-studio: 1 - 4K - 32 - Path Traceronednn: Recurrent Neural Network Training - u8s8f32 - CPUospray-studio: 1 - 1080p - 1 - Path Traceropenvino: Person Detection FP16 - CPUopenvino: Person Detection FP16 - CPUopenvino: Face Detection FP16 - CPUopenvino: Face Detection FP16 - CPUtensorflow: CPU - 64 - GoogLeNetopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16 - CPUopenvino: Vehicle Detection FP16 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUospray-studio: 3 - 1080p - 32 - Path Tracerospray-studio: 1 - 1080p - 32 - Path Tracerospray: particle_volume/pathtracer/real_timetensorflow: CPU - 16 - ResNet-50tensorflow: CPU - 16 - GoogLeNetospray-studio: 3 - 1080p - 1 - Path Tracertensorflow: CPU - 64 - AlexNetospray-studio: 1 - 4K - 1 - Path Tracerospray-studio: 3 - 4K - 1 - Path Tracercpuminer-opt: Blake-2 Sembree: Pathtracer ISPC - Asian Dragon Objembree: Pathtracer ISPC - Crownonednn: Recurrent Neural Network Inference - u8s8f32 - CPUopenvino: Age Gender Recognition Retail 0013 FP16 - CPUopenvino: Age Gender Recognition Retail 0013 FP16 - CPUembree: Pathtracer ISPC - Asian Dragonlibxsmm: 64openvino: Person Detection FP32 - CPUopenvino: Person Detection FP32 - CPUopenvino: Face Detection FP16-INT8 - CPUopenvino: Face Detection FP16-INT8 - CPUminibude: OpenMP - BM1minibude: OpenMP - BM1openvino: Machine Translation EN To DE FP16 - CPUopenvino: Machine Translation EN To DE FP16 - CPUopenvino: Person Vehicle Bike Detection FP16 - CPUopenvino: Person Vehicle Bike Detection FP16 - CPUopenvino: Weld Porosity Detection FP16 - CPUopenvino: Weld Porosity Detection FP16 - CPUopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUospray: gravity_spheres_volume/dim_512/scivis/real_timeospray: gravity_spheres_volume/dim_512/ao/real_timeospray: gravity_spheres_volume/dim_512/pathtracer/real_timetensorflow: CPU - 16 - AlexNetcpuminer-opt: Myriad-Groestlcpuminer-opt: Magicpuminer-opt: scryptcpuminer-opt: Garlicoincpuminer-opt: Quad SHA-256, Pyritecpuminer-opt: LBC, LBRY Creditscpuminer-opt: x25xcpuminer-opt: Skeincoinonednn: Deconvolution Batch shapes_1d - u8s8f32 - CPUonednn: IP Shapes 1D - u8s8f32 - CPUonednn: Deconvolution Batch shapes_3d - u8s8f32 - CPUsmhasher: FarmHash32 x86_64 AVXsmhasher: FarmHash32 x86_64 AVXRyzen 7 7840U AVX512 Off AVX512 On463927395758.545979235003.2344564390.070.912570.311.5624.8716.84237.4530.53131.1323.20344.8218785314776493.51828.8425.78570764.7918088224793159257.23296.85562748.201.654781.198.0917155.34387.550.911252.113.1811.628290.697233.1717.1318.83212.1523.48170.201.495336.561.137241.194871.9576446.2113910365.61128.052009.385853322030348.69639072.869451.680583.3699826.43836442.7665511462876716.745489034354.1741922242.451.781143.203.5048.0511.10359.9721.53185.7212.49639.05161258138553101.80816.4451.195060113.5816567190645314778.55957.91862371.620.7710275.459.9584168.02252.821.77578.356.9114.884372.100109.6836.4611.88336.1312.05331.311.276240.041.978141.988702.4695677.6526160351.21166.572752.278762743903374.95783001.527070.9444321.6163326.39040077.59OpenBenchmarking.org

LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.28Backend: EigenAVX512 OnAVX512 Off140280420560700SE +/- 12.23, N = 9SE +/- 11.93, N = 96554631. (CXX) g++ options: -flto -pthread
OpenBenchmarking.orgMegahertz, More Is BetterLeelaChessZero 0.28CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 2875.81 / Max: 5096Min: 1114 / Avg: 2776.7 / Max: 5092
OpenBenchmarking.orgWatts, Fewer Is BetterLeelaChessZero 0.28CPU Power Consumption MonitorAVX512 OffAVX512 On714212835Min: 2.08 / Avg: 16.25 / Max: 30.12Min: 1.86 / Avg: 17.18 / Max: 30.82
OpenBenchmarking.orgCelsius, Fewer Is BetterLeelaChessZero 0.28CPU Temperature MonitorAVX512 OffAVX512 On20406080100Min: 39.5 / Avg: 67.57 / Max: 89.38Min: 31.25 / Avg: 67.9 / Max: 85.88
OpenBenchmarking.orgNodes Per Second Per Watt, More Is BetterLeelaChessZero 0.28Backend: EigenAVX512 OnAVX512 Off91827364538.1228.50
OpenBenchmarking.orgCelsius, Fewer Is BetterLeelaChessZero 0.28System Temperature MonitorAVX512 OffAVX512 On20406080100Min: 39 / Avg: 67.13 / Max: 89Min: 31 / Avg: 67.44 / Max: 85
OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.28Backend: EigenAVX512 OnAVX512 Off120240360480600Min: 611 / Avg: 654.67 / Max: 710Min: 436 / Avg: 463.44 / Max: 5491. (CXX) g++ options: -flto -pthread

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 1.3.1Benchmark: vklBenchmark ISPCAVX512 OnAVX512 Off306090120150SE +/- 1.61, N = 9SE +/- 1.30, N = 911492MIN: 13 / MAX: 1839MIN: 10 / MAX: 1437
OpenBenchmarking.orgMegahertz, More Is BetterOpenVKL 1.3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 3200.13 / Max: 5115Min: 1397 / Avg: 3153.2 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVKL 1.3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 1.38 / Avg: 16.53 / Max: 25.17Min: 2.13 / Avg: 17.54 / Max: 29.71
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVKL 1.3.1CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 50.13 / Avg: 68.59 / Max: 91.63Min: 42 / Avg: 70.97 / Max: 91.38
OpenBenchmarking.orgItems / Sec Per Watt, More Is BetterOpenVKL 1.3.1Benchmark: vklBenchmark ISPCAVX512 OnAVX512 Off2468106.8995.247
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVKL 1.3.1System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 50 / Avg: 68.15 / Max: 91Min: 42 / Avg: 70.55 / Max: 91
OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 1.3.1Benchmark: vklBenchmark ISPCAVX512 OnAVX512 Off20406080100Min: 110 / Avg: 113.78 / Max: 124Min: 89 / Avg: 92.11 / Max: 102

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off160K320K480K640K800KSE +/- 4373.49, N = 3SE +/- 6114.98, N = 36287677395751. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 2505 / Max: 5044Min: 1397 / Avg: 2499.25 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.35 / Avg: 16.12 / Max: 18.51Min: 2.45 / Avg: 16.59 / Max: 19.07
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.5 / Avg: 65.86 / Max: 91.75Min: 52.88 / Avg: 67.17 / Max: 91.88
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 65.49 / Max: 91Min: 53 / Avg: 66.75 / Max: 91
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off130K260K390K520K650KMin: 622415 / Avg: 628767.33 / Max: 637151Min: 727821 / Avg: 739575 / Max: 7483781. (CXX) g++ options: -O3 -lm -ldl

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: ResNet-50AVX512 OnAVX512 Off48121620SE +/- 0.20, N = 3SE +/- 0.01, N = 316.748.54
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1481 / Avg: 2443.03 / Max: 5115Min: 1397 / Avg: 2314.99 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.32 / Avg: 15.12 / Max: 18.57Min: 2.3 / Avg: 15.49 / Max: 18.57
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OffAVX512 On1632486480Min: 51.88 / Avg: 64.46 / Max: 82.5Min: 51.5 / Avg: 64.68 / Max: 83.13
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: ResNet-50AVX512 OnAVX512 Off0.24320.48640.72960.97281.2161.0810.565
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OffAVX512 On1632486480Min: 51 / Avg: 64 / Max: 81Min: 51 / Avg: 64.16 / Max: 83
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: ResNet-50AVX512 OnAVX512 Off48121620Min: 16.42 / Avg: 16.74 / Max: 17.11Min: 8.53 / Avg: 8.54 / Max: 8.55

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off130K260K390K520K650KSE +/- 3927.76, N = 3SE +/- 5872.37, N = 35489035979231. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1476 / Avg: 2620.35 / Max: 5115Min: 1397 / Avg: 2390.31 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.33 / Avg: 15.24 / Max: 19.34Min: 2.42 / Avg: 17.62 / Max: 21.44
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 51.63 / Avg: 64.4 / Max: 91.75Min: 54 / Avg: 69.79 / Max: 92
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 51 / Avg: 63.89 / Max: 91Min: 54 / Avg: 69.34 / Max: 92
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off100K200K300K400K500KMin: 541062 / Avg: 548903 / Max: 553237Min: 591078 / Avg: 597923.33 / Max: 6096111. (CXX) g++ options: -O3 -lm -ldl

oneDNN

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the Intel oneAPI toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off11002200330044005500SE +/- 84.98, N = 12SE +/- 91.64, N = 154354.175003.23MIN: 3672.42MIN: 4002.461. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl
OpenBenchmarking.orgMegahertz, More Is BetteroneDNN 3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 2672.77 / Max: 5042Min: 1397 / Avg: 2543.71 / Max: 5065
OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.3 / Avg: 17.63 / Max: 30.03Min: 2.34 / Avg: 17.93 / Max: 30.03
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1CPU Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 53 / Avg: 70.24 / Max: 84.25Min: 52.5 / Avg: 71.17 / Max: 85.13
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1System Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 53 / Avg: 69.82 / Max: 83Min: 52 / Avg: 70.71 / Max: 85
OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off9001800270036004500Min: 3765.03 / Avg: 4354.17 / Max: 4756.16Min: 4134.6 / Avg: 5003.23 / Max: 5296.231. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off10002000300040005000SE +/- 36.74, N = 12SE +/- 46.49, N = 3419244561. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2918.06 / Max: 5090Min: 1600 / Avg: 2600.29 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 1.55 / Avg: 15.54 / Max: 19.5Min: 2.42 / Avg: 18.88 / Max: 25.03
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.88 / Avg: 66.21 / Max: 91.88Min: 54.25 / Avg: 73.43 / Max: 92
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 65.79 / Max: 91Min: 54 / Avg: 72.91 / Max: 92
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off8001600240032004000Min: 3849 / Avg: 4192.17 / Max: 4288Min: 4394 / Avg: 4456 / Max: 45471. (CXX) g++ options: -O3 -lm -ldl

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 2022.3Model: Person Detection FP16 - Device: CPUAVX512 OnAVX512 Off9001800270036004500SE +/- 36.55, N = 12SE +/- 43.35, N = 152242.454390.07MIN: 1833.67 / MAX: 2481.74MIN: 3908.72 / MAX: 4679.851. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 2437.23 / Max: 5045Min: 1397 / Avg: 2267.21 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OffAVX512 On612182430Min: 2.37 / Avg: 15.35 / Max: 22.03Min: 2.41 / Avg: 15.67 / Max: 24.53
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OffAVX512 On1530456075Min: 52.38 / Avg: 65.36 / Max: 77.38Min: 53.88 / Avg: 66.33 / Max: 79.38
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OffAVX512 On1530456075Min: 52 / Avg: 64.89 / Max: 77Min: 54 / Avg: 65.87 / Max: 79
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Person Detection FP16 - Device: CPUAVX512 OnAVX512 Off8001600240032004000Min: 2000.36 / Avg: 2242.45 / Max: 2353.13Min: 3992.51 / Avg: 4390.07 / Max: 4539.491. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Detection FP16 - Device: CPUAVX512 OnAVX512 Off0.40050.8011.20151.6022.0025SE +/- 0.03, N = 12SE +/- 0.01, N = 151.780.911. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Detection FP16 - Device: CPUAVX512 OnAVX512 Off246810Min: 1.69 / Avg: 1.78 / Max: 1.99Min: 0.88 / Avg: 0.91 / Max: 11. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Face Detection FP16 - Device: CPUAVX512 OnAVX512 Off6001200180024003000SE +/- 15.69, N = 12SE +/- 44.91, N = 151143.202570.31MIN: 992.31 / MAX: 1244.55MIN: 2049 / MAX: 2793.241. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2546.19 / Max: 5109Min: 1397 / Avg: 2336.56 / Max: 5069
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OffAVX512 On612182430Min: 2.49 / Avg: 16.5 / Max: 28.33Min: 2.44 / Avg: 17.42 / Max: 26.03
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OffAVX512 On1632486480Min: 54.13 / Avg: 67.88 / Max: 85.25Min: 54.13 / Avg: 69.52 / Max: 82
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OffAVX512 On1632486480Min: 54 / Avg: 67.41 / Max: 83Min: 53 / Avg: 69.05 / Max: 81
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Face Detection FP16 - Device: CPUAVX512 OnAVX512 Off400800120016002000Min: 1024.85 / Avg: 1143.2 / Max: 1194.14Min: 2161.2 / Avg: 2570.31 / Max: 2734.631. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Face Detection FP16 - Device: CPUAVX512 OnAVX512 Off0.78751.5752.36253.153.9375SE +/- 0.05, N = 12SE +/- 0.03, N = 153.501.561. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Face Detection FP16 - Device: CPUAVX512 OnAVX512 Off246810Min: 3.35 / Avg: 3.5 / Max: 3.9Min: 1.46 / Avg: 1.56 / Max: 1.841. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: GoogLeNetAVX512 OnAVX512 Off1122334455SE +/- 0.53, N = 4SE +/- 0.08, N = 348.0524.87
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1397 / Avg: 2446.2 / Max: 5115Min: 1397 / Avg: 2133.84 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.34 / Avg: 15.09 / Max: 18.15Min: 2.33 / Avg: 15.09 / Max: 19.27
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 51.5 / Avg: 64.05 / Max: 80Min: 52 / Avg: 64.45 / Max: 79.25
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: GoogLeNetAVX512 OnAVX512 Off0.71621.43242.14862.86483.5813.1831.648
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 51 / Avg: 63.54 / Max: 80Min: 52 / Avg: 63.99 / Max: 80
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: GoogLeNetAVX512 OnAVX512 Off1020304050Min: 47.33 / Avg: 48.05 / Max: 49.61Min: 24.78 / Avg: 24.87 / Max: 25.02

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 2022.3Model: Vehicle Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off48121620SE +/- 0.09, N = 15SE +/- 0.19, N = 311.1016.84MIN: 6.52 / MAX: 49.24MIN: 12.24 / MAX: 32.261. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On6001200180024003000Min: 1420 / Avg: 2572.54 / Max: 3419Min: 1397 / Avg: 2238.05 / Max: 3692
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 1.35 / Avg: 14.95 / Max: 20.6Min: 2.46 / Avg: 18.39 / Max: 23.83
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.88 / Avg: 63.75 / Max: 67Min: 54.5 / Avg: 69.91 / Max: 72.13
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 63.21 / Max: 66Min: 54 / Avg: 69.39 / Max: 72
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off48121620Min: 10.13 / Avg: 11.1 / Max: 11.34Min: 16.52 / Avg: 16.84 / Max: 17.181. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off80160240320400SE +/- 3.22, N = 15SE +/- 2.68, N = 3359.97237.451. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off60120180240300Min: 352.02 / Avg: 359.97 / Max: 394.05Min: 232.65 / Avg: 237.45 / Max: 241.931. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16 - Device: CPUAVX512 OnAVX512 Off714212835SE +/- 0.29, N = 3SE +/- 0.33, N = 1521.5330.53MIN: 12.47 / MAX: 43.64MIN: 20.33 / MAX: 68.231. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off8001600240032004000Min: 1600 / Avg: 2410.34 / Max: 3300Min: 1397 / Avg: 2188.04 / Max: 4545
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.32 / Avg: 14.89 / Max: 20.3Min: 1.55 / Avg: 15.9 / Max: 28.16
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.63 / Avg: 62.65 / Max: 64.5Min: 54.38 / Avg: 66.03 / Max: 70.5
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 62.21 / Max: 64Min: 54 / Avg: 65.58 / Max: 70
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16 - Device: CPUAVX512 OnAVX512 Off714212835Min: 20.94 / Avg: 21.53 / Max: 21.87Min: 27.42 / Avg: 30.53 / Max: 32.021. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16 - Device: CPUAVX512 OnAVX512 Off4080120160200SE +/- 2.58, N = 3SE +/- 1.48, N = 15185.72131.131. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Vehicle Detection FP16 - Device: CPUAVX512 OnAVX512 Off306090120150Min: 182.7 / Avg: 185.72 / Max: 190.86Min: 124.82 / Avg: 131.13 / Max: 145.721. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off612182430SE +/- 0.08, N = 3SE +/- 0.18, N = 1512.4923.20MIN: 8.3 / MAX: 21.54MIN: 17.03 / MAX: 63.151. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2591.25 / Max: 5079Min: 1600 / Avg: 2313.89 / Max: 3300
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.35 / Avg: 15.75 / Max: 23.16Min: 2.34 / Avg: 17.66 / Max: 27.83
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.88 / Avg: 64.01 / Max: 65.88Min: 52 / Avg: 68.11 / Max: 71
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 52 / Avg: 63.5 / Max: 65Min: 52 / Avg: 67.67 / Max: 71
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off510152025Min: 12.39 / Avg: 12.49 / Max: 12.64Min: 22.59 / Avg: 23.2 / Max: 25.121. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off140280420560700SE +/- 3.92, N = 3SE +/- 2.55, N = 15639.05344.821. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off110220330440550Min: 631.38 / Avg: 639.05 / Max: 644.27Min: 318.22 / Avg: 344.82 / Max: 353.911. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off40K80K120K160K200KSE +/- 466.38, N = 3SE +/- 2250.38, N = 31612581878531. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1397 / Avg: 2633.31 / Max: 5083Min: 1600 / Avg: 2619.9 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.3 / Avg: 15.83 / Max: 18.54Min: 2.4 / Avg: 16.68 / Max: 18.57
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.13 / Avg: 66.07 / Max: 91.75Min: 53 / Avg: 68 / Max: 92
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 65.68 / Max: 91Min: 52 / Avg: 67.52 / Max: 91
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off30K60K90K120K150KMin: 160336 / Avg: 161258.33 / Max: 161840Min: 183725 / Avg: 187853.33 / Max: 1914701. (CXX) g++ options: -O3 -lm -ldl

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off30K60K90K120K150KSE +/- 1719.79, N = 4SE +/- 922.16, N = 31385531477641. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2829.19 / Max: 5065Min: 1397 / Avg: 2579.5 / Max: 5059
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.38 / Avg: 15.37 / Max: 18.62Min: 2.46 / Avg: 18.3 / Max: 20.94
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.25 / Avg: 65.62 / Max: 91.75Min: 54.75 / Avg: 72.13 / Max: 92
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 65.22 / Max: 91Min: 54 / Avg: 71.76 / Max: 92
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path TracerAVX512 OnAVX512 Off30K60K90K120K150KMin: 133843 / Avg: 138553 / Max: 141452Min: 146036 / Avg: 147764.33 / Max: 1491861. (CXX) g++ options: -O3 -lm -ldl

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity 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.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: particle_volume/pathtracer/real_timeAVX512 OnAVX512 Off20406080100SE +/- 0.25, N = 3SE +/- 0.14, N = 3101.8193.52
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On7001400210028003500Min: 1600 / Avg: 3190.84 / Max: 3815Min: 1600 / Avg: 3170.24 / Max: 4010
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay 2.12CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.31 / Avg: 17.79 / Max: 22.72Min: 2.38 / Avg: 20.41 / Max: 29.26
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52.5 / Avg: 69.21 / Max: 74.25Min: 53.63 / Avg: 75.15 / Max: 79.25
OpenBenchmarking.orgItems Per Second Per Watt, More Is BetterOSPRay 2.12Benchmark: particle_volume/pathtracer/real_timeAVX512 OnAVX512 Off1.28792.57583.86375.15166.43955.7244.583
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52 / Avg: 68.73 / Max: 74Min: 53 / Avg: 74.7 / Max: 79
OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: particle_volume/pathtracer/real_timeAVX512 OnAVX512 Off20406080100Min: 101.36 / Avg: 101.81 / Max: 102.21Min: 93.34 / Avg: 93.52 / Max: 93.79

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: ResNet-50AVX512 OnAVX512 Off48121620SE +/- 0.08, N = 3SE +/- 0.00, N = 316.448.84
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2503.99 / Max: 5115Min: 1397 / Avg: 2354.16 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.56 / Avg: 14.97 / Max: 18.68Min: 2.34 / Avg: 14.98 / Max: 19.36
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 52.88 / Avg: 64.09 / Max: 82.38Min: 53.63 / Avg: 64.14 / Max: 81.63
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: ResNet-50AVX512 OnAVX512 Off0.24710.49420.74130.98841.23551.0980.591
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 52 / Avg: 63.69 / Max: 82Min: 53 / Avg: 63.89 / Max: 81
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: ResNet-50AVX512 OnAVX512 Off48121620Min: 16.34 / Avg: 16.44 / Max: 16.59Min: 8.83 / Avg: 8.84 / Max: 8.84

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: GoogLeNetAVX512 OnAVX512 Off1224364860SE +/- 0.32, N = 3SE +/- 0.19, N = 1151.1925.78
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2744.41 / Max: 5115Min: 1397 / Avg: 2268.99 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.29 / Avg: 14.74 / Max: 18.69Min: 2.26 / Avg: 15.61 / Max: 18.53
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OffAVX512 On1530456075Min: 51.75 / Avg: 64.18 / Max: 80.38Min: 51.38 / Avg: 64.58 / Max: 81
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: GoogLeNetAVX512 OnAVX512 Off0.73781.47562.21342.95123.6893.2791.749
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OffAVX512 On1632486480Min: 51 / Avg: 63.66 / Max: 81Min: 51 / Avg: 64.08 / Max: 82
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: GoogLeNetAVX512 OnAVX512 Off1020304050Min: 50.55 / Avg: 51.19 / Max: 51.53Min: 25.41 / Avg: 25.78 / Max: 27.56

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off12002400360048006000SE +/- 57.01, N = 3SE +/- 29.78, N = 3506057071. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2707.76 / Max: 5078Min: 1600 / Avg: 2587.32 / Max: 5040
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 1.42 / Avg: 15.43 / Max: 18.56Min: 2.42 / Avg: 16.82 / Max: 18.82
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.25 / Avg: 65.44 / Max: 91.75Min: 53 / Avg: 68.68 / Max: 92
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 64.99 / Max: 91Min: 53 / Avg: 68.25 / Max: 92
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off10002000300040005000Min: 4955 / Avg: 5060 / Max: 5151Min: 5664 / Avg: 5706.67 / Max: 57641. (CXX) g++ options: -O3 -lm -ldl

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: AlexNetAVX512 OnAVX512 Off306090120150SE +/- 0.62, N = 3SE +/- 0.71, N = 5113.5864.79
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2758.63 / Max: 5115Min: 1397 / Avg: 2385.68 / Max: 5104
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.4 / Avg: 15.06 / Max: 18.85Min: 2.31 / Avg: 15.27 / Max: 18.5
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 51.5 / Avg: 63.39 / Max: 73.63Min: 52.75 / Avg: 64.51 / Max: 76.5
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: AlexNetAVX512 OnAVX512 Off2468107.4374.301
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 62.91 / Max: 74Min: 52 / Avg: 64.13 / Max: 75
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 64 - Model: AlexNetAVX512 OnAVX512 Off20406080100Min: 112.94 / Avg: 113.58 / Max: 114.82Min: 63.46 / Avg: 64.79 / Max: 67.38

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity 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.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off4K8K12K16K20KSE +/- 185.50, N = 4SE +/- 66.23, N = 316567180881. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2886.03 / Max: 5090Min: 1498 / Avg: 2704.05 / Max: 5042
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.23 / Avg: 15.31 / Max: 19.17Min: 2.51 / Avg: 17.68 / Max: 19.94
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 51.88 / Avg: 66.4 / Max: 91.63Min: 54.75 / Avg: 71.36 / Max: 91.88
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 66 / Max: 91Min: 54 / Avg: 70.91 / Max: 92
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off3K6K9K12K15KMin: 16013 / Avg: 16566.5 / Max: 16800Min: 17981 / Avg: 18087.67 / Max: 182091. (CXX) g++ options: -O3 -lm -ldl

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off5K10K15K20K25KSE +/- 180.02, N = 3SE +/- 44.38, N = 319064224791. (CXX) g++ options: -O3 -lm -ldl
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay Studio 0.11CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2796.48 / Max: 5097Min: 1467 / Avg: 2743.95 / Max: 5065
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay Studio 0.11CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.35 / Avg: 16.26 / Max: 18.62Min: 2.42 / Avg: 16.51 / Max: 18.68
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52.13 / Avg: 67.57 / Max: 91.88Min: 52.75 / Avg: 68.5 / Max: 91.88
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay Studio 0.11System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 52 / Avg: 67.18 / Max: 91Min: 52 / Avg: 67.95 / Max: 91
OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 0.11Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path TracerAVX512 OnAVX512 Off4K8K12K16K20KMin: 18776 / Avg: 19063.67 / Max: 19395Min: 22391 / Avg: 22479 / Max: 225331. (CXX) g++ options: -O3 -lm -ldl

Cpuminer-Opt

Cpuminer-Opt is a fork of cpuminer-multi that carries a wide range of CPU performance optimizations for measuring the potential cryptocurrency mining performance of the CPU/processor with a wide variety of cryptocurrencies. The benchmark reports the hash speed for the CPU mining performance for the selected cryptocurrency. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Blake-2 SAVX512 OnAVX512 Off110K220K330K440K550KSE +/- 4566.14, N = 3SE +/- 2454.54, N = 155314773159251. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off6001200180024003000Min: 1600 / Avg: 3049.43 / Max: 3721Min: 1397 / Avg: 2892.65 / Max: 3618
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.39 / Avg: 18.81 / Max: 26.6Min: 2.47 / Avg: 19.02 / Max: 29.92
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52.88 / Avg: 68.23 / Max: 71.63Min: 53.5 / Avg: 71.66 / Max: 75.63
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: Blake-2 SAVX512 OnAVX512 Off6K12K18K24K30K28257.4016612.28
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53 / Avg: 67.75 / Max: 72Min: 53 / Avg: 71.18 / Max: 75
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Blake-2 SAVX512 OnAVX512 Off90K180K270K360K450KMin: 523180 / Avg: 531476.67 / Max: 538930Min: 299430 / Avg: 315924.67 / Max: 3315601. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) 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 4.1Binary: Pathtracer ISPC - Model: Asian Dragon ObjAVX512 OnAVX512 Off246810SE +/- 0.1142, N = 3SE +/- 0.0412, N = 38.55957.2329MIN: 8.31 / MAX: 8.97MIN: 7.04 / MAX: 7.55
OpenBenchmarking.orgMegahertz, More Is BetterEmbree 4.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2719.85 / Max: 5115Min: 1397 / Avg: 2662.81 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterEmbree 4.1CPU Power Consumption MonitorAVX512 OnAVX512 Off48121620Min: 2.35 / Avg: 15.59 / Max: 17.58Min: 2.3 / Avg: 15.91 / Max: 17.63
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1CPU Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 51.63 / Avg: 65 / Max: 88.75Min: 51.5 / Avg: 65.87 / Max: 89.75
OpenBenchmarking.orgFrames Per Second Per Watt, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: Asian Dragon ObjAVX512 OnAVX512 Off0.12350.2470.37050.4940.61750.5490.455
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1System Temperature MonitorAVX512 OnAVX512 Off20406080100Min: 51 / Avg: 64.59 / Max: 88Min: 51 / Avg: 65.34 / Max: 90
OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: Asian Dragon ObjAVX512 OnAVX512 Off3691215Min: 8.4 / Avg: 8.56 / Max: 8.78Min: 7.15 / Avg: 7.23 / Max: 7.28

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: CrownAVX512 OnAVX512 Off246810SE +/- 0.0891, N = 3SE +/- 0.0389, N = 37.91866.8556MIN: 7.65 / MAX: 8.35MIN: 6.66 / MAX: 7.15
OpenBenchmarking.orgMegahertz, More Is BetterEmbree 4.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1397 / Avg: 2463.18 / Max: 4691Min: 1397 / Avg: 2412.26 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterEmbree 4.1CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.31 / Avg: 15.74 / Max: 23.66Min: 2.35 / Avg: 16.31 / Max: 23.49
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51.88 / Avg: 63.72 / Max: 66.13Min: 52 / Avg: 65.5 / Max: 67.13
OpenBenchmarking.orgFrames Per Second Per Watt, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: CrownAVX512 OnAVX512 Off0.11320.22640.33960.45280.5660.5030.420
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51 / Avg: 63.29 / Max: 66Min: 52 / Avg: 65.09 / Max: 67
OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: CrownAVX512 OnAVX512 Off3691215Min: 7.75 / Avg: 7.92 / Max: 8.05Min: 6.78 / Avg: 6.86 / Max: 6.91

oneDNN

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the Intel oneAPI toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off6001200180024003000SE +/- 20.46, N = 3SE +/- 10.85, N = 32371.622748.20MIN: 2280.95MIN: 2675.291. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl
OpenBenchmarking.orgMegahertz, More Is BetteroneDNN 3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2526.85 / Max: 4851Min: 1397 / Avg: 2486.48 / Max: 4994
OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.42 / Avg: 16.1 / Max: 23.47Min: 2.38 / Avg: 16.52 / Max: 25.85
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52.5 / Avg: 66.72 / Max: 79.38Min: 52.63 / Avg: 67.7 / Max: 79.75
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52 / Avg: 66.25 / Max: 79Min: 52 / Avg: 67.2 / Max: 79
OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off5001000150020002500Min: 2334.89 / Avg: 2371.62 / Max: 2405.62Min: 2731.97 / Avg: 2748.2 / Max: 2768.791. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl

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 2022.3Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUAVX512 OnAVX512 Off0.37130.74261.11391.48521.8565SE +/- 0.00, N = 3SE +/- 0.02, N = 50.771.65MIN: 0.44 / MAX: 31.76MIN: 1.04 / MAX: 65.911. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off7001400210028003500Min: 1600 / Avg: 2443.56 / Max: 3369Min: 1397 / Avg: 2295.98 / Max: 3743
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OffAVX512 On612182430Min: 2.36 / Avg: 16.62 / Max: 27.05Min: 2.38 / Avg: 17.9 / Max: 26.01
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OffAVX512 On1428425670Min: 51.63 / Avg: 65.95 / Max: 67.63Min: 53.38 / Avg: 67.81 / Max: 70.13
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OffAVX512 On1428425670Min: 51 / Avg: 65.51 / Max: 67Min: 53 / Avg: 67.32 / Max: 70
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUAVX512 OnAVX512 Off246810Min: 0.77 / Avg: 0.77 / Max: 0.77Min: 1.58 / Avg: 1.65 / Max: 1.681. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUAVX512 OnAVX512 Off2K4K6K8K10KSE +/- 23.21, N = 3SE +/- 49.53, N = 510275.454781.191. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16 - Device: CPUAVX512 OnAVX512 Off2K4K6K8K10KMin: 10245.86 / Avg: 10275.45 / Max: 10321.22Min: 4684.8 / Avg: 4781.19 / Max: 4967.081. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) 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 4.1Binary: Pathtracer ISPC - Model: Asian DragonAVX512 OnAVX512 Off3691215SE +/- 0.0930, N = 3SE +/- 0.0474, N = 39.95848.0917MIN: 9.63 / MAX: 10.55MIN: 7.92 / MAX: 8.46
OpenBenchmarking.orgMegahertz, More Is BetterEmbree 4.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off8001600240032004000Min: 1600 / Avg: 2472.74 / Max: 3940Min: 1600 / Avg: 2426.63 / Max: 4614
OpenBenchmarking.orgWatts, Fewer Is BetterEmbree 4.1CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.42 / Avg: 15.18 / Max: 21.42Min: 2.25 / Avg: 15.47 / Max: 18.82
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51.63 / Avg: 62.79 / Max: 66Min: 51.88 / Avg: 63.09 / Max: 66.5
OpenBenchmarking.orgFrames Per Second Per Watt, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: Asian DragonAVX512 OnAVX512 Off0.14490.28980.43470.57960.72450.6440.533
OpenBenchmarking.orgCelsius, Fewer Is BetterEmbree 4.1System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51 / Avg: 62.26 / Max: 66Min: 52 / Avg: 62.57 / Max: 65
OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.1Binary: Pathtracer ISPC - Model: Asian DragonAVX512 OnAVX512 Off3691215Min: 9.81 / Avg: 9.96 / Max: 10.13Min: 8.02 / Avg: 8.09 / Max: 8.18

libxsmm

Libxsmm is an open-source library for specialized dense and sparse matrix operations and deep learning primitives. Libxsmm supports making use of Intel AMX, AVX-512, and other modern CPU instruction set capabilities. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS/s, More Is Betterlibxsmm 2-1.17-3645M N K: 64AVX512 OnAVX512 Off4080120160200SE +/- 1.19, N = 3SE +/- 1.56, N = 3168.0155.31. (CXX) g++ options: -dynamic -Bstatic -static-libgcc -lgomp -lm -lrt -ldl -lquadmath -lstdc++ -pthread -fPIC -std=c++14 -pedantic -O2 -fopenmp -fopenmp-simd -funroll-loops -ftree-vectorize -fdata-sections -ffunction-sections -fvisibility=hidden -march=core-avx2
OpenBenchmarking.orgMegahertz, More Is Betterlibxsmm 2-1.17-3645CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2726.2 / Max: 4940Min: 1600 / Avg: 2604.5 / Max: 4568
OpenBenchmarking.orgWatts, Fewer Is Betterlibxsmm 2-1.17-3645CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.15 / Avg: 17.55 / Max: 27.55Min: 2.29 / Avg: 18.2 / Max: 30.01
OpenBenchmarking.orgCelsius, Fewer Is Betterlibxsmm 2-1.17-3645CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 47.13 / Avg: 65.85 / Max: 69.13Min: 47.63 / Avg: 67.71 / Max: 71.75
OpenBenchmarking.orgGFLOPS/s Per Watt, More Is Betterlibxsmm 2-1.17-3645M N K: 64AVX512 OnAVX512 Off36912159.5728.531
OpenBenchmarking.orgCelsius, Fewer Is Betterlibxsmm 2-1.17-3645System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 47 / Avg: 65.37 / Max: 69Min: 47 / Avg: 67.19 / Max: 71
OpenBenchmarking.orgGFLOPS/s, More Is Betterlibxsmm 2-1.17-3645M N K: 64AVX512 OnAVX512 Off306090120150Min: 165.7 / Avg: 167.97 / Max: 169.7Min: 152.6 / Avg: 155.33 / Max: 1581. (CXX) g++ options: -dynamic -Bstatic -static-libgcc -lgomp -lm -lrt -ldl -lquadmath -lstdc++ -pthread -fPIC -std=c++14 -pedantic -O2 -fopenmp -fopenmp-simd -funroll-loops -ftree-vectorize -fdata-sections -ffunction-sections -fvisibility=hidden -march=core-avx2

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 2022.3Model: Person Detection FP32 - Device: CPUAVX512 OnAVX512 Off9001800270036004500SE +/- 21.58, N = 3SE +/- 16.00, N = 32252.824387.55MIN: 2082.67 / MAX: 2367MIN: 4147.08 / MAX: 4543.031. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2406.08 / Max: 4841Min: 1600 / Avg: 2260.73 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.36 / Avg: 15.44 / Max: 21.47Min: 2.37 / Avg: 15.6 / Max: 21.9
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.63 / Avg: 64.59 / Max: 73.38Min: 51.88 / Avg: 64.84 / Max: 74.5
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 64.21 / Max: 73Min: 52 / Avg: 64.41 / Max: 74
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Person Detection FP32 - Device: CPUAVX512 OnAVX512 Off8001600240032004000Min: 2210.26 / Avg: 2252.82 / Max: 2280.28Min: 4355.58 / Avg: 4387.55 / Max: 4404.761. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Detection FP32 - Device: CPUAVX512 OnAVX512 Off0.39830.79661.19491.59321.9915SE +/- 0.02, N = 3SE +/- 0.00, N = 31.770.911. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Detection FP32 - Device: CPUAVX512 OnAVX512 Off246810Min: 1.75 / Avg: 1.77 / Max: 1.8Min: 0.91 / Avg: 0.91 / Max: 0.921. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off30060090012001500SE +/- 0.78, N = 3SE +/- 9.28, N = 3578.351252.11MIN: 526.21 / MAX: 640.83MIN: 1052.1 / MAX: 1331.961. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2568.24 / Max: 4991Min: 1600 / Avg: 2486.99 / Max: 5073
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.28 / Avg: 16.15 / Max: 20.81Min: 2.36 / Avg: 17.13 / Max: 22.79
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OffAVX512 On1530456075Min: 51.88 / Avg: 65.22 / Max: 76.63Min: 53 / Avg: 67.34 / Max: 80
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OffAVX512 On1530456075Min: 52 / Avg: 64.71 / Max: 77Min: 53 / Avg: 66.94 / Max: 80
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off2004006008001000Min: 576.85 / Avg: 578.35 / Max: 579.46Min: 1237.65 / Avg: 1252.11 / Max: 1269.411. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off246810SE +/- 0.01, N = 3SE +/- 0.02, N = 36.913.181. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Face Detection FP16-INT8 - Device: CPUAVX512 OnAVX512 Off3691215Min: 6.89 / Avg: 6.91 / Max: 6.93Min: 3.14 / Avg: 3.18 / Max: 3.221. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

miniBUDE

MiniBUDE is a mini application for the the core computation of the Bristol University Docking Engine (BUDE). This test profile currently makes use of the OpenMP implementation of miniBUDE for CPU benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgBillion Interactions/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1AVX512 OnAVX512 Off48121620SE +/- 0.15, N = 3SE +/- 0.14, N = 314.8811.631. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm
OpenBenchmarking.orgMegahertz, More Is BetterminiBUDE 20210901CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off7001400210028003500Min: 1398 / Avg: 2743.52 / Max: 3744Min: 1397 / Avg: 2673.96 / Max: 3934
OpenBenchmarking.orgWatts, Fewer Is BetterminiBUDE 20210901CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.51 / Avg: 15.53 / Max: 24.96Min: 2.43 / Avg: 16.89 / Max: 25.85
OpenBenchmarking.orgCelsius, Fewer Is BetterminiBUDE 20210901CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 54.13 / Avg: 63 / Max: 65Min: 52.38 / Avg: 65.24 / Max: 68.25
OpenBenchmarking.orgBillion Interactions/s Per Watt, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1AVX512 OnAVX512 Off0.21560.43120.64680.86241.0780.9580.689
OpenBenchmarking.orgCelsius, Fewer Is BetterminiBUDE 20210901System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 54 / Avg: 62.6 / Max: 65Min: 52 / Avg: 64.76 / Max: 68
OpenBenchmarking.orgBillion Interactions/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1AVX512 OnAVX512 Off48121620Min: 14.6 / Avg: 14.88 / Max: 15.11Min: 11.36 / Avg: 11.63 / Max: 11.821. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm

OpenBenchmarking.orgGFInst/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1AVX512 OnAVX512 Off80160240320400SE +/- 3.72, N = 3SE +/- 3.42, N = 3372.10290.701. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm
OpenBenchmarking.orgGFInst/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1AVX512 OnAVX512 Off70140210280350Min: 365.06 / Avg: 372.1 / Max: 377.7Min: 284.1 / Avg: 290.7 / Max: 295.551. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -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 2022.3Model: Machine Translation EN To DE FP16 - Device: CPUAVX512 OnAVX512 Off50100150200250SE +/- 0.99, N = 3SE +/- 1.31, N = 3109.68233.17MIN: 84.64 / MAX: 182.05MIN: 159.4 / MAX: 539.641. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2415.59 / Max: 5054Min: 1397 / Avg: 2229.05 / Max: 5071
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.3 / Avg: 15.61 / Max: 22.72Min: 2.43 / Avg: 16.13 / Max: 23.07
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.5 / Avg: 63.86 / Max: 70.5Min: 52.5 / Avg: 65.01 / Max: 72.38
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 63.37 / Max: 70Min: 52 / Avg: 64.62 / Max: 73
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Machine Translation EN To DE FP16 - Device: CPUAVX512 OnAVX512 Off4080120160200Min: 108.35 / Avg: 109.68 / Max: 111.62Min: 231.55 / Avg: 233.17 / Max: 235.761. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Machine Translation EN To DE FP16 - Device: CPUAVX512 OnAVX512 Off816243240SE +/- 0.33, N = 3SE +/- 0.10, N = 336.4617.131. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Machine Translation EN To DE FP16 - Device: CPUAVX512 OnAVX512 Off816243240Min: 35.81 / Avg: 36.46 / Max: 36.91Min: 16.94 / Avg: 17.13 / Max: 17.261. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Person Vehicle Bike Detection FP16 - Device: CPUAVX512 OnAVX512 Off510152025SE +/- 0.11, N = 3SE +/- 0.07, N = 311.8818.83MIN: 7.65 / MAX: 48.46MIN: 12.5 / MAX: 37.961. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 2389.98 / Max: 4998Min: 1397 / Avg: 2353.76 / Max: 4890
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.44 / Avg: 14.91 / Max: 21.57Min: 2.39 / Avg: 15.99 / Max: 24.6
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51.75 / Avg: 62.72 / Max: 67.63Min: 52 / Avg: 64.77 / Max: 69.25
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51 / Avg: 62.27 / Max: 67Min: 52 / Avg: 64.36 / Max: 68
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Person Vehicle Bike Detection FP16 - Device: CPUAVX512 OnAVX512 Off510152025Min: 11.65 / Avg: 11.88 / Max: 12Min: 18.75 / Avg: 18.83 / Max: 18.961. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Vehicle Bike Detection FP16 - Device: CPUAVX512 OnAVX512 Off70140210280350SE +/- 3.29, N = 3SE +/- 0.75, N = 3336.13212.151. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Person Vehicle Bike Detection FP16 - Device: CPUAVX512 OnAVX512 Off60120180240300Min: 332.55 / Avg: 336.13 / Max: 342.7Min: 210.65 / Avg: 212.15 / Max: 212.981. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUAVX512 OnAVX512 Off612182430SE +/- 0.12, N = 3SE +/- 0.22, N = 312.0523.48MIN: 8.18 / MAX: 20.36MIN: 17.58 / MAX: 65.41. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1397 / Avg: 2615.32 / Max: 5061Min: 1600 / Avg: 2415.45 / Max: 5039
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.39 / Avg: 16.26 / Max: 24.49Min: 2.48 / Avg: 18.65 / Max: 29.41
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.88 / Avg: 64.83 / Max: 66.88Min: 54.38 / Avg: 69.91 / Max: 71.75
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 64.4 / Max: 66Min: 54 / Avg: 69.42 / Max: 71
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUAVX512 OnAVX512 Off510152025Min: 11.9 / Avg: 12.05 / Max: 12.28Min: 23.05 / Avg: 23.48 / Max: 23.761. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUAVX512 OnAVX512 Off70140210280350SE +/- 3.20, N = 3SE +/- 1.57, N = 3331.31170.201. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Weld Porosity Detection FP16 - Device: CPUAVX512 OnAVX512 Off60120180240300Min: 325.01 / Avg: 331.31 / Max: 335.44Min: 168.16 / Avg: 170.2 / Max: 173.281. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUAVX512 OnAVX512 Off0.33530.67061.00591.34121.6765SE +/- 0.02, N = 3SE +/- 0.02, N = 31.271.49MIN: 0.8 / MAX: 27.28MIN: 0.87 / MAX: 5.841. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgMegahertz, More Is BetterOpenVINO 2022.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off8001600240032004000Min: 1600 / Avg: 2552.62 / Max: 4795Min: 1600 / Avg: 2345.58 / Max: 3616
OpenBenchmarking.orgWatts, Fewer Is BetterOpenVINO 2022.3CPU Power Consumption MonitorAVX512 OffAVX512 On612182430Min: 2.39 / Avg: 16.27 / Max: 26.03Min: 2.5 / Avg: 17.97 / Max: 25.62
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3CPU Temperature MonitorAVX512 OffAVX512 On1428425670Min: 52.88 / Avg: 65.15 / Max: 66.75Min: 54.13 / Avg: 68.27 / Max: 70.38
OpenBenchmarking.orgCelsius, Fewer Is BetterOpenVINO 2022.3System Temperature MonitorAVX512 OffAVX512 On1428425670Min: 52 / Avg: 64.64 / Max: 66Min: 54 / Avg: 67.8 / Max: 70
OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUAVX512 OnAVX512 Off246810Min: 1.25 / Avg: 1.27 / Max: 1.3Min: 1.47 / Avg: 1.49 / Max: 1.521. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUAVX512 OnAVX512 Off13002600390052006500SE +/- 89.90, N = 3SE +/- 61.26, N = 36240.045336.561. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared
OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2022.3Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUAVX512 OnAVX512 Off11002200330044005500Min: 6066.06 / Avg: 6240.04 / Max: 6366.32Min: 5215.02 / Avg: 5336.56 / Max: 5410.671. (CXX) g++ options: -fPIC -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -shared

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity 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.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeAVX512 OnAVX512 Off0.44510.89021.33531.78042.2255SE +/- 0.01375, N = 3SE +/- 0.00398, N = 31.978141.13724
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 3004.82 / Max: 4912Min: 1600 / Avg: 2869.09 / Max: 5042
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay 2.12CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.29 / Avg: 16.05 / Max: 18.85Min: 2.45 / Avg: 18.51 / Max: 21.55
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 51.5 / Avg: 66.28 / Max: 82.63Min: 53.5 / Avg: 71.38 / Max: 84.88
OpenBenchmarking.orgItems Per Second Per Watt, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeAVX512 OnAVX512 Off0.02770.05540.08310.11080.13850.1230.061
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12System Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 51 / Avg: 65.76 / Max: 80Min: 53 / Avg: 70.97 / Max: 85
OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeAVX512 OnAVX512 Off246810Min: 1.95 / Avg: 1.98 / Max: 2Min: 1.13 / Avg: 1.14 / Max: 1.14

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/ao/real_timeAVX512 OnAVX512 Off0.44750.8951.34251.792.2375SE +/- 0.01322, N = 3SE +/- 0.00129, N = 31.988701.19487
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 2935.41 / Max: 5084Min: 1600 / Avg: 2793.38 / Max: 5090
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay 2.12CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.3 / Avg: 15.25 / Max: 18.08Min: 2.47 / Avg: 17.41 / Max: 21.62
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 51.63 / Avg: 64.98 / Max: 82.5Min: 53.88 / Avg: 69.95 / Max: 82.75
OpenBenchmarking.orgItems Per Second Per Watt, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/ao/real_timeAVX512 OnAVX512 Off0.02930.05860.08790.11720.14650.1300.069
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12System Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 51 / Avg: 64.55 / Max: 82Min: 53 / Avg: 69.44 / Max: 82
OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/ao/real_timeAVX512 OnAVX512 Off246810Min: 1.97 / Avg: 1.99 / Max: 2.01Min: 1.19 / Avg: 1.19 / Max: 1.2

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeAVX512 OnAVX512 Off0.55571.11141.66712.22282.7785SE +/- 0.01551, N = 3SE +/- 0.00675, N = 32.469561.95764
OpenBenchmarking.orgMegahertz, More Is BetterOSPRay 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On9001800270036004500Min: 1600 / Avg: 3121.43 / Max: 5115Min: 1600 / Avg: 2876.22 / Max: 5115
OpenBenchmarking.orgWatts, Fewer Is BetterOSPRay 2.12CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.3 / Avg: 16.73 / Max: 20.77Min: 1.3 / Avg: 19.09 / Max: 25.17
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 51.88 / Avg: 67.49 / Max: 83.13Min: 54 / Avg: 72.22 / Max: 85.5
OpenBenchmarking.orgItems Per Second Per Watt, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeAVX512 OnAVX512 Off0.03330.06660.09990.13320.16650.1480.103
OpenBenchmarking.orgCelsius, Fewer Is BetterOSPRay 2.12System Temperature MonitorAVX512 OnAVX512 Off1632486480Min: 52 / Avg: 67.03 / Max: 82Min: 53 / Avg: 71.7 / Max: 85
OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 2.12Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeAVX512 OnAVX512 Off246810Min: 2.45 / Avg: 2.47 / Max: 2.5Min: 1.94 / Avg: 1.96 / Max: 1.97

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: AlexNetAVX512 OnAVX512 Off20406080100SE +/- 0.18, N = 3SE +/- 0.03, N = 377.6546.21
OpenBenchmarking.orgMegahertz, More Is BetterTensorFlow 2.12CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off9001800270036004500Min: 1600 / Avg: 3138.08 / Max: 5115Min: 1600 / Avg: 2846.76 / Max: 5108
OpenBenchmarking.orgWatts, Fewer Is BetterTensorFlow 2.12CPU Power Consumption MonitorAVX512 OffAVX512 On510152025Min: 2.33 / Avg: 14.91 / Max: 20.04Min: 2.27 / Avg: 14.97 / Max: 20.52
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.88 / Avg: 63.04 / Max: 74.25Min: 52.13 / Avg: 63.4 / Max: 75
OpenBenchmarking.orgimages/sec Per Watt, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: AlexNetAVX512 OnAVX512 Off1.16732.33463.50194.66925.83655.1883.100
OpenBenchmarking.orgCelsius, Fewer Is BetterTensorFlow 2.12System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 52 / Avg: 62.42 / Max: 75Min: 52 / Avg: 62.9 / Max: 74
OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 16 - Model: AlexNetAVX512 OnAVX512 Off1530456075Min: 77.31 / Avg: 77.65 / Max: 77.9Min: 46.15 / Avg: 46.21 / Max: 46.26

Cpuminer-Opt

Cpuminer-Opt is a fork of cpuminer-multi that carries a wide range of CPU performance optimizations for measuring the potential cryptocurrency mining performance of the CPU/processor with a wide variety of cryptocurrencies. The benchmark reports the hash speed for the CPU mining performance for the selected cryptocurrency. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Myriad-GroestlAVX512 OnAVX512 Off6K12K18K24K30KSE +/- 73.71, N = 3SE +/- 62.45, N = 326160139101. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off8001600240032004000Min: 1600 / Avg: 3008.55 / Max: 3769Min: 1600 / Avg: 2954.02 / Max: 4695
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.31 / Avg: 17.78 / Max: 24.71Min: 2.38 / Avg: 19.23 / Max: 26.27
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51.5 / Avg: 65.69 / Max: 68.88Min: 52.38 / Avg: 69.3 / Max: 73.13
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: Myriad-GroestlAVX512 OnAVX512 Off300600900120015001471.72723.23
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 51 / Avg: 65.18 / Max: 68Min: 52 / Avg: 68.73 / Max: 73
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Myriad-GroestlAVX512 OnAVX512 Off5K10K15K20K25KMin: 26050 / Avg: 26160 / Max: 26300Min: 13820 / Avg: 13910 / Max: 140301. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: MagiAVX512 OffAVX512 On80160240320400SE +/- 1.15, N = 3SE +/- 1.18, N = 3365.61351.211. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On7001400210028003500Min: 1600 / Avg: 3192.4 / Max: 3762Min: 1600 / Avg: 3084.19 / Max: 3797
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.39 / Avg: 18.39 / Max: 28.38Min: 2.4 / Avg: 19.72 / Max: 27.59
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52.5 / Avg: 69.6 / Max: 73.75Min: 53.13 / Avg: 72.48 / Max: 76.5
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: MagiAVX512 OnAVX512 Off51015202519.1018.54
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52 / Avg: 68.97 / Max: 73Min: 53 / Avg: 71.96 / Max: 76
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: MagiAVX512 OffAVX512 On70140210280350Min: 363.48 / Avg: 365.61 / Max: 367.43Min: 349.05 / Avg: 351.21 / Max: 353.11. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: scryptAVX512 OnAVX512 Off4080120160200SE +/- 0.83, N = 3SE +/- 0.43, N = 3166.57128.051. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On7001400210028003500Min: 1398 / Avg: 2985.47 / Max: 3835Min: 1600 / Avg: 2650.22 / Max: 3705
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.32 / Avg: 15.91 / Max: 22.49Min: 2.38 / Avg: 16.72 / Max: 26.78
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 52.38 / Avg: 64.13 / Max: 67.5Min: 52.25 / Avg: 65 / Max: 68.13
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: scryptAVX512 OnAVX512 Off369121510.4717.656
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 52 / Avg: 63.63 / Max: 68Min: 52 / Avg: 64.5 / Max: 68
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: scryptAVX512 OnAVX512 Off306090120150Min: 165.23 / Avg: 166.57 / Max: 168.1Min: 127.36 / Avg: 128.05 / Max: 128.831. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: GarlicoinAVX512 OnAVX512 Off6001200180024003000SE +/- 15.25, N = 3SE +/- 17.03, N = 32752.272009.381. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off7001400210028003500Min: 1600 / Avg: 3041.61 / Max: 3799Min: 1397 / Avg: 2935.25 / Max: 3668
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.4 / Avg: 18.98 / Max: 30.48Min: 2.46 / Avg: 19.35 / Max: 30
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 53.5 / Avg: 68.99 / Max: 76.13Min: 54 / Avg: 70.41 / Max: 73.75
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: GarlicoinAVX512 OnAVX512 Off306090120150145.01103.83
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 53 / Avg: 68.47 / Max: 76Min: 54 / Avg: 69.93 / Max: 74
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: GarlicoinAVX512 OnAVX512 Off5001000150020002500Min: 2724.09 / Avg: 2752.27 / Max: 2776.47Min: 1982.19 / Avg: 2009.38 / Max: 2040.751. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Quad SHA-256, PyriteAVX512 OnAVX512 Off20K40K60K80K100KSE +/- 217.36, N = 3SE +/- 69.60, N = 387627585331. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On8001600240032004000Min: 1600 / Avg: 3151.04 / Max: 4334Min: 1600 / Avg: 2849.5 / Max: 3837
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off612182430Min: 2.42 / Avg: 16.45 / Max: 26.73Min: 2.41 / Avg: 18.25 / Max: 28.87
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 52.25 / Avg: 64.03 / Max: 68Min: 51.88 / Avg: 68.15 / Max: 72.13
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: Quad SHA-256, PyriteAVX512 OnAVX512 Off110022003300440055005326.623206.61
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 52 / Avg: 63.56 / Max: 67Min: 51 / Avg: 67.65 / Max: 72
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: Quad SHA-256, PyriteAVX512 OnAVX512 Off15K30K45K60K75KMin: 87380 / Avg: 87626.67 / Max: 88060Min: 58420 / Avg: 58533.33 / Max: 586601. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: LBC, LBRY CreditsAVX512 OnAVX512 Off9K18K27K36K45KSE +/- 327.43, N = 3SE +/- 83.27, N = 343903220301. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off7001400210028003500Min: 1600 / Avg: 3021.54 / Max: 4217Min: 1600 / Avg: 2956.03 / Max: 3543
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 1.27 / Avg: 19.34 / Max: 27.49Min: 2.49 / Avg: 19.74 / Max: 30.03
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53.75 / Avg: 69.39 / Max: 72.88Min: 54.5 / Avg: 70.93 / Max: 75
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: LBC, LBRY CreditsAVX512 OnAVX512 Off50010001500200025002269.761115.86
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53 / Avg: 68.87 / Max: 73Min: 54 / Avg: 70.46 / Max: 74
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: LBC, LBRY CreditsAVX512 OnAVX512 Off8K16K24K32K40KMin: 43310 / Avg: 43903.33 / Max: 44440Min: 21910 / Avg: 22030 / Max: 221901. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: x25xAVX512 OnAVX512 Off80160240320400SE +/- 2.44, N = 3SE +/- 0.87, N = 3374.95348.691. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off7001400210028003500Min: 1600 / Avg: 3190.21 / Max: 3806Min: 1600 / Avg: 3006.06 / Max: 3679
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.43 / Avg: 18.84 / Max: 27.79Min: 2.39 / Avg: 19.09 / Max: 30.06
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 53.25 / Avg: 70.77 / Max: 78Min: 53.63 / Avg: 71.46 / Max: 75.63
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: x25xAVX512 OnAVX512 Off51015202519.9018.27
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53 / Avg: 70.23 / Max: 74Min: 53 / Avg: 70.84 / Max: 75
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: x25xAVX512 OnAVX512 Off70140210280350Min: 371.85 / Avg: 374.95 / Max: 379.76Min: 347.64 / Avg: 348.69 / Max: 350.411. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: SkeincoinAVX512 OnAVX512 Off20K40K60K80K100KSE +/- 587.57, N = 3SE +/- 336.52, N = 378300639071. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp
OpenBenchmarking.orgMegahertz, More Is BetterCpuminer-Opt 3.20.3CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OnAVX512 Off8001600240032004000Min: 1600 / Avg: 2996.26 / Max: 4641Min: 1600 / Avg: 2995.37 / Max: 3693
OpenBenchmarking.orgWatts, Fewer Is BetterCpuminer-Opt 3.20.3CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.4 / Avg: 19.12 / Max: 29.43Min: 2.45 / Avg: 19.67 / Max: 30.21
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3CPU Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53.75 / Avg: 68.91 / Max: 72.63Min: 54 / Avg: 70.78 / Max: 74.75
OpenBenchmarking.orgkH/s Per Watt, More Is BetterCpuminer-Opt 3.20.3Algorithm: SkeincoinAVX512 OnAVX512 Off90018002700360045004095.763248.83
OpenBenchmarking.orgCelsius, Fewer Is BetterCpuminer-Opt 3.20.3System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 53 / Avg: 68.36 / Max: 72Min: 53 / Avg: 70.19 / Max: 74
OpenBenchmarking.orgkH/s, More Is BetterCpuminer-Opt 3.20.3Algorithm: SkeincoinAVX512 OnAVX512 Off14K28K42K56K70KMin: 77130 / Avg: 78300 / Max: 78980Min: 63240 / Avg: 63906.67 / Max: 643201. (CXX) g++ options: -O2 -lcurl -lz -lpthread -lssl -lcrypto -lgmp

oneDNN

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the Intel oneAPI toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off0.64561.29121.93682.58243.228SE +/- 0.01623, N = 3SE +/- 0.03232, N = 31.527072.86945MIN: 1.2MIN: 2.231. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl
OpenBenchmarking.orgMegahertz, More Is BetteroneDNN 3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On8001600240032004000Min: 1410 / Avg: 2981.01 / Max: 4708Min: 1600 / Avg: 2909.64 / Max: 4392
OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off510152025Min: 2.28 / Avg: 15.08 / Max: 22.93Min: 2.36 / Avg: 16.69 / Max: 21.48
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52.5 / Avg: 63.83 / Max: 71.5Min: 53 / Avg: 66.99 / Max: 77.25
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1System Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 52 / Avg: 63.23 / Max: 71Min: 52 / Avg: 66.45 / Max: 76
OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off246810Min: 1.51 / Avg: 1.53 / Max: 1.56Min: 2.83 / Avg: 2.87 / Max: 2.931. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off0.37810.75621.13431.51241.8905SE +/- 0.005008, N = 4SE +/- 0.015865, N = 40.9444321.680580MIN: 0.8MIN: 1.411. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl
OpenBenchmarking.orgMegahertz, More Is BetteroneDNN 3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On6001200180024003000Min: 1600 / Avg: 2959.05 / Max: 3545Min: 1600 / Avg: 2933.17 / Max: 3571
OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.22 / Avg: 19.65 / Max: 28.98Min: 2.16 / Avg: 21.02 / Max: 30.03
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1CPU Temperature MonitorAVX512 OnAVX512 Off1530456075Min: 48.25 / Avg: 66.96 / Max: 73.63Min: 48.13 / Avg: 69.3 / Max: 75.63
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1System Temperature MonitorAVX512 OnAVX512 Off1428425670Min: 48 / Avg: 66.32 / Max: 73Min: 48 / Avg: 68.8 / Max: 75
OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off246810Min: 0.93 / Avg: 0.94 / Max: 0.96Min: 1.64 / Avg: 1.68 / Max: 1.711. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off0.75821.51642.27463.03283.791SE +/- 0.01465, N = 15SE +/- 0.03292, N = 151.616333.36998MIN: 1.18MIN: 2.691. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl
OpenBenchmarking.orgMegahertz, More Is BetteroneDNN 3.1CPU Peak Freq (Highest CPU Core Frequency) MonitorAVX512 OffAVX512 On8001600240032004000Min: 1600 / Avg: 2815.98 / Max: 4857Min: 1600 / Avg: 2652.09 / Max: 3419
OpenBenchmarking.orgWatts, Fewer Is BetteroneDNN 3.1CPU Power Consumption MonitorAVX512 OnAVX512 Off714212835Min: 2.31 / Avg: 11.82 / Max: 30.03Min: 1.39 / Avg: 12.6 / Max: 30.03
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1CPU Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51.13 / Avg: 58.45 / Max: 63.5Min: 51.63 / Avg: 60.35 / Max: 65.88
OpenBenchmarking.orgCelsius, Fewer Is BetteroneDNN 3.1System Temperature MonitorAVX512 OnAVX512 Off1326395265Min: 51 / Avg: 58.01 / Max: 63Min: 51 / Avg: 59.79 / Max: 65
OpenBenchmarking.orgms, Fewer Is BetteroneDNN 3.1Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPUAVX512 OnAVX512 Off246810Min: 1.54 / Avg: 1.62 / Max: 1.74Min: 3.23 / Avg: 3.37 / Max: 3.671. (CXX) g++ options: -O3 -march=native -fopenmp -msse4.1 -fPIC -pie -ldl

SMHasher

SMHasher is a hash function tester supporting various algorithms and able to make use of AVX and other modern CPU instruction set extensions. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgcycles/hash, Fewer Is BetterSMHasher 2022-08-22Hash: FarmHash32 x86_64 AVXAVX512 OnAVX512 Off612182430SE +/- 0.00, N = 6SE +/- 0.02, N = 626.3926.441. (CXX) g++ options: -march=native -O3 -flto=auto -fno-fat-lto-objects
OpenBenchmarking.orgcycles/hash, Fewer Is BetterSMHasher 2022-08-22Hash: FarmHash32 x86_64 AVXAVX512 OnAVX512 Off612182430Min: 26.39 / Avg: 26.39 / Max: 26.4Min: 26.39 / Avg: 26.44 / Max: 26.51. (CXX) g++ options: -march=native -O3 -flto=auto -fno-fat-lto-objects

OpenBenchmarking.orgMiB/sec, More Is BetterSMHasher 2022-08-22Hash: FarmHash32 x86_64 AVXAVX512 OnAVX512 Off9K18K27K36K45KSE +/- 5.74, N = 6SE +/- 89.33, N = 640077.5936442.761. (CXX) g++ options: -march=native -O3 -flto=auto -fno-fat-lto-objects
OpenBenchmarking.orgcycles/hash, Fewer Is BetterSMHasher 2022-08-22Hash: FarmHash32 x86_64 AVXAVX512 OnAVX512 Off612182430SE +/- 0.00, N = 6SE +/- 0.02, N = 626.3926.441. (CXX) g++ options: -march=native -O3 -flto=auto -fno-fat-lto-objects
OpenBenchmarking.orgMiB/sec, More Is BetterSMHasher 2022-08-22Hash: FarmHash32 x86_64 AVXAVX512 OnAVX512 Off7K14K21K28K35KMin: 40049.01 / Avg: 40077.59 / Max: 40085.28Min: 36190.75 / Avg: 36442.76 / Max: 36681.471. (CXX) g++ options: -march=native -O3 -flto=auto -fno-fat-lto-objects

System Temperature Monitor

OpenBenchmarking.orgCelsiusSystem Temperature MonitorPhoronix Test Suite System MonitoringAVX512 OnAVX512 Off20406080100Min: 31 / Avg: 66.6 / Max: 92Min: 38 / Avg: 67.22 / Max: 92

CPU Temperature Monitor

OpenBenchmarking.orgCelsiusCPU Temperature MonitorPhoronix Test Suite System MonitoringAVX512 OnAVX512 Off20406080100Min: 31.25 / Avg: 67.05 / Max: 92.13Min: 38.88 / Avg: 67.66 / Max: 92

CPU Power Consumption Monitor

OpenBenchmarking.orgWattsCPU Power Consumption MonitorPhoronix Test Suite System MonitoringAVX512 OnAVX512 Off714212835Min: 1.27 / Avg: 15.88 / Max: 30.82Min: 1.3 / Avg: 16.39 / Max: 30.21

CPU Peak Freq (Highest CPU Core Frequency) Monitor

OpenBenchmarking.orgMegahertzCPU Peak Freq (Highest CPU Core Frequency) MonitorPhoronix Test Suite System MonitoringAVX512 OffAVX512 On9001800270036004500Min: 1114 / Avg: 2621.67 / Max: 5115Min: 1397 / Avg: 2761.55 / Max: 5115

70 Results Shown

LeelaChessZero
OpenVKL
OSPRay Studio
TensorFlow
OSPRay Studio
oneDNN
OSPRay Studio
OpenVINO:
  Person Detection FP16 - CPU:
    ms
    FPS
  Face Detection FP16 - CPU:
    ms
    FPS
TensorFlow
OpenVINO:
  Vehicle Detection FP16-INT8 - CPU:
    ms
    FPS
  Vehicle Detection FP16 - CPU:
    ms
    FPS
  Weld Porosity Detection FP16-INT8 - CPU:
    ms
    FPS
OSPRay Studio:
  3 - 1080p - 32 - Path Tracer
  1 - 1080p - 32 - Path Tracer
OSPRay
TensorFlow:
  CPU - 16 - ResNet-50
  CPU - 16 - GoogLeNet
OSPRay Studio
TensorFlow
OSPRay Studio:
  1 - 4K - 1 - Path Tracer
  3 - 4K - 1 - Path Tracer
Cpuminer-Opt
Embree:
  Pathtracer ISPC - Asian Dragon Obj
  Pathtracer ISPC - Crown
oneDNN
OpenVINO:
  Age Gender Recognition Retail 0013 FP16 - CPU:
    ms
    FPS
Embree
libxsmm
OpenVINO:
  Person Detection FP32 - CPU:
    ms
    FPS
  Face Detection FP16-INT8 - CPU:
    ms
    FPS
miniBUDE:
  OpenMP - BM1:
    Billion Interactions/s
    GFInst/s
OpenVINO:
  Machine Translation EN To DE FP16 - CPU:
    ms
    FPS
  Person Vehicle Bike Detection FP16 - CPU:
    ms
    FPS
  Weld Porosity Detection FP16 - CPU:
    ms
    FPS
  Age Gender Recognition Retail 0013 FP16-INT8 - CPU:
    ms
    FPS
OSPRay:
  gravity_spheres_volume/dim_512/scivis/real_time
  gravity_spheres_volume/dim_512/ao/real_time
  gravity_spheres_volume/dim_512/pathtracer/real_time
TensorFlow
Cpuminer-Opt:
  Myriad-Groestl
  Magi
  scrypt
  Garlicoin
  Quad SHA-256, Pyrite
  LBC, LBRY Credits
  x25x
  Skeincoin
oneDNN:
  Deconvolution Batch shapes_1d - u8s8f32 - CPU
  IP Shapes 1D - u8s8f32 - CPU
  Deconvolution Batch shapes_3d - u8s8f32 - CPU
SMHasher:
  FarmHash32 x86_64 AVX:
    cycles/hash
    MiB/sec
System Temperature Monitor:
  Phoronix Test Suite System Monitoring:
    Celsius
    Celsius
    Watts
    Megahertz

Ryzen 7 7840U: AVX512 Off

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa704101
Python Notes: Python 3.11.2
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 8 July 2023 00:48 by user phoronix.

Ryzen 7 7840U: AVX512 On

Processor: AMD Ryzen 7 7840U @ 3.30GHz (8 Cores / 16 Threads), Motherboard: PHX Ray_PEU (V1.04 BIOS), Chipset: AMD Device 14e8, Memory: 16GB, Disk: 1024GB Micron_3400_MTFDKBA1T0TFH, Graphics: AMD Phoenix1 512MB (2700/400MHz), Audio: AMD Rembrandt Radeon HD Audio, Network: MEDIATEK MT7922 802.11ax PCI

OS: Ubuntu 23.04, Kernel: 6.2.0-24-generic (x86_64), Desktop: KDE Plasma 5.27.4, Display Server: X Server 1.21.1.7, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3200x2000

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa704101
Python Notes: Python 3.11.2
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 8 July 2023 12:01 by user phoronix.