OONX Sapphire Rapids

2 x Intel Xeon Platinum 8490H testing with a Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS) and ASPEED 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 2302115-NE-OONXSAPPH22
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ONNX Runtime 1.14
February 11 2023
  3 Hours, 26 Minutes
ONNX Runtime 1.14 - No AMX
February 11 2023
  2 Hours, 41 Minutes
ONNX Runtime 1.14 use_dnnl
February 11 2023
  5 Hours, 22 Minutes
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  3 Hours, 50 Minutes

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ONNX Runtime 1.14

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-AKimc9/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-AKimc9/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: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0
Python Notes: Python 3.11.1
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 Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

ONNX Runtime 1.14 - No AMX

ONNX Runtime 1.14 use_dnnl

Processor: 2 x Intel Xeon Platinum 8490H @ 3.50GHz (120 Cores / 240 Threads), Motherboard: Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS), Chipset: Intel Device 1bce, Memory: 1008GB, Disk: 2 x 1920GB SAMSUNG MZWLJ1T9HBJR-00007 + 960GB INTEL SSDSC2KG96, Graphics: ASPEED, Monitor: VGA HDMI, Network: 4 x Intel E810-C for QSFP + 2 x Intel X710 for 10GBASE-T

OS: Ubuntu 23.04, Kernel: 5.19.0-21-generic (x86_64), Desktop: GNOME Shell 43.2, Display Server: X Server 1.21.1.6, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1080

OONX Sapphire RapidsOpenBenchmarking.orgPhoronix Test Suite2 x Intel Xeon Platinum 8490H @ 3.50GHz (120 Cores / 240 Threads)Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS)Intel Device 1bce1008GB2 x 1920GB SAMSUNG MZWLJ1T9HBJR-00007 + 960GB INTEL SSDSC2KG96ASPEEDVGA HDMI4 x Intel E810-C for QSFP + 2 x Intel X710 for 10GBASE-TUbuntu 23.045.19.0-21-generic (x86_64)GNOME Shell 43.2X Server 1.21.1.6GCC 12.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerCompilerFile-SystemScreen ResolutionOONX Sapphire Rapids 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-AKimc9/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-AKimc9/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: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0 - Python 3.11.1- 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 Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

ONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlResult OverviewPhoronix Test Suite100%101%103%104%ONNX RuntimeONNX RuntimeONNX RuntimeONNX RuntimeONNX RuntimeONNX Runtimefcn-resnet101-11 - CPU - StandardGPT-2 - CPU - Parallelyolov4 - CPU - Standardyolov4 - CPU - Standardfcn-resnet101-11 - CPU - StandardGPT-2 - CPU - Parallel

OONX Sapphire Rapidsonnx: yolov4 - CPU - Standardonnx: yolov4 - CPU - Standardonnx: yolov4 - CPU - Parallelonnx: yolov4 - CPU - Parallelonnx: fcn-resnet101-11 - CPU - Standardonnx: fcn-resnet101-11 - CPU - Standardonnx: fcn-resnet101-11 - CPU - Parallelonnx: fcn-resnet101-11 - CPU - Parallelonnx: super-resolution-10 - CPU - Standardonnx: super-resolution-10 - CPU - Standardonnx: super-resolution-10 - CPU - Parallelonnx: super-resolution-10 - CPU - Parallelonnx: bertsquad-12 - CPU - Standardonnx: bertsquad-12 - CPU - Standardonnx: bertsquad-12 - CPU - Parallelonnx: bertsquad-12 - CPU - Parallelonnx: GPT-2 - CPU - Standardonnx: GPT-2 - CPU - Standardonnx: GPT-2 - CPU - Parallelonnx: GPT-2 - CPU - Parallelonnx: ArcFace ResNet-100 - CPU - Standardonnx: ArcFace ResNet-100 - CPU - Standardonnx: ArcFace ResNet-100 - CPU - Parallelonnx: ArcFace ResNet-100 - CPU - Parallelonnx: ResNet50 v1-12-int8 - CPU - Standardonnx: ResNet50 v1-12-int8 - CPU - Standardonnx: ResNet50 v1-12-int8 - CPU - Parallelonnx: ResNet50 v1-12-int8 - CPU - Parallelonnx: CaffeNet 12-int8 - CPU - Standardonnx: CaffeNet 12-int8 - CPU - Standardonnx: CaffeNet 12-int8 - CPU - Parallelonnx: CaffeNet 12-int8 - CPU - Parallelonnx: Faster R-CNN R-50-FPN-int8 - CPU - Standardonnx: Faster R-CNN R-50-FPN-int8 - CPU - Standardonnx: Faster R-CNN R-50-FPN-int8 - CPU - Parallelonnx: Faster R-CNN R-50-FPN-int8 - CPU - ParallelONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl11.537886.66839.36451106.79910.00997100.28713.03253329.874209.6624.76912179.8955.5574214.935466.970515.026766.5490190.0195.26053153.5966.5052733.966329.440627.214736.7433177.9255.61969162.4776.15564684.1461.46149589.1971.6951739.769025.144032.899430.404611.2662788.92869.47631105.53110.461895.60022.95924337.921209.7034.76804180.3915.5424015.168865.924314.995466.6888195.1495.13582158.3056.3110911.202089.39159.56208104.5829.93450101.01603.00654333.098211.4234.72937178.5295.6002115.185565.882214.997966.6855194.5225.15414150.8606.6230932.609230.676227.425936.4666175.6745.69175164.8996.06317695.7771.43703590.7951.6906740.007024.995631.778431.4694OpenBenchmarking.org

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Model Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.143691215SE +/- 0.11, N = 15SE +/- 0.13, N = 15SE +/- 0.02, N = 311.2011.2711.541. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.1420406080100SE +/- 0.92, N = 15SE +/- 1.09, N = 15SE +/- 0.12, N = 389.3988.9386.671. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.143691215Min: 10.18 / Avg: 11.2 / Max: 11.58Min: 9.92 / Avg: 11.27 / Max: 11.67Min: 11.51 / Avg: 11.54 / Max: 11.561. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) MonitorONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.146001200180024003000Min: 1900 / Avg: 2905.29 / Max: 3511Min: 1900 / Avg: 2910.83 / Max: 3514Min: 1900 / Avg: 2919.08 / Max: 3512

OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption MonitorONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.14110220330440550Min: 201.41 / Avg: 613.94 / Max: 639.3Min: 196.94 / Avg: 613.29 / Max: 638.63Min: 202.94 / Avg: 610.95 / Max: 637.6

OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature MonitorONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.141020304050Min: 33 / Avg: 48.39 / Max: 51Min: 29 / Avg: 48.24 / Max: 51Min: 28 / Avg: 46.25 / Max: 50

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl3691215SE +/- 0.08393, N = 3SE +/- 0.06211, N = 3SE +/- 0.05377, N = 39.364519.476319.562081. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl20406080100SE +/- 0.95, N = 3SE +/- 0.70, N = 3SE +/- 0.59, N = 3106.80105.53104.581. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: yolov4 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl3691215Min: 9.27 / Avg: 9.36 / Max: 9.53Min: 9.35 / Avg: 9.48 / Max: 9.55Min: 9.47 / Avg: 9.56 / Max: 9.661. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190029043509ONNX Runtime 1.14 - No AMX190029173506ONNX Runtime 1.14 use_dnnl190029213515OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 - No AMX210612639ONNX Runtime 1.14 use_dnnl203612638ONNX Runtime 1.14198611637OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 - No AMX37.047.750.0ONNX Runtime 1.14 use_dnnl36.047.550.0ONNX Runtime 1.1436.047.250.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1428425670

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX3691215SE +/- 0.15346, N = 15SE +/- 0.15984, N = 15SE +/- 0.10214, N = 39.9345010.0099710.461801. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX20406080100SE +/- 1.67, N = 15SE +/- 1.75, N = 15SE +/- 0.93, N = 3101.02100.2995.601. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX3691215Min: 8.46 / Avg: 9.93 / Max: 10.55Min: 8.67 / Avg: 10.01 / Max: 10.46Min: 10.3 / Avg: 10.46 / Max: 10.651. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 - No AMX190027513515ONNX Runtime 1.14190027533514ONNX Runtime 1.14 use_dnnl190027713511OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 - No AMX203674707ONNX Runtime 1.14 use_dnnl195669709ONNX Runtime 1.14122669709OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature MonitorONNX Runtime 1.14ONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMX1122334455Min: 36 / Avg: 51.5 / Max: 54Min: 36 / Avg: 51.5 / Max: 54Min: 36 / Avg: 50.98 / Max: 54

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.140.68231.36462.04692.72923.4115SE +/- 0.00278, N = 3SE +/- 0.03052, N = 15SE +/- 0.04052, N = 32.959243.006543.032531. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.1470140210280350SE +/- 0.32, N = 3SE +/- 3.47, N = 15SE +/- 4.47, N = 3337.92333.10329.871. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: fcn-resnet101-11 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.14246810Min: 2.95 / Avg: 2.96 / Max: 2.96Min: 2.77 / Avg: 3.01 / Max: 3.15Min: 2.95 / Avg: 3.03 / Max: 3.081. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 - No AMX190029053508ONNX Runtime 1.14 use_dnnl190029163677ONNX Runtime 1.14190029223551OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption MonitorONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX110220330440550Min: 198.53 / Avg: 612.94 / Max: 641.31Min: 194.95 / Avg: 611.31 / Max: 637.9Min: 209.54 / Avg: 611.05 / Max: 638.4

MinAvgMaxONNX Runtime 1.14 - No AMX39.048.550.0ONNX Runtime 1.14 use_dnnl38.048.551.0ONNX Runtime 1.1439.048.250.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl50100150200250SE +/- 0.73, N = 3SE +/- 0.42, N = 3SE +/- 0.60, N = 3209.66209.70211.421. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl1.07312.14623.21934.29245.3655SE +/- 0.01656, N = 3SE +/- 0.00962, N = 3SE +/- 0.01348, N = 34.769124.768044.729371. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl4080120160200Min: 208.78 / Avg: 209.66 / Max: 211.11Min: 208.9 / Avg: 209.7 / Max: 210.34Min: 210.25 / Avg: 211.42 / Max: 212.221. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 - No AMX190034503516ONNX Runtime 1.14190034573530ONNX Runtime 1.14 use_dnnl190034573517OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl198.9440.5454.7ONNX Runtime 1.14 - No AMX198.6438.8453.5ONNX Runtime 1.14209.4437.4451.4OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor120240360480600

MinAvgMaxONNX Runtime 1.14 - No AMX37.053.255.0ONNX Runtime 1.14 use_dnnl36.053.255.0ONNX Runtime 1.1437.053.055.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX4080120160200SE +/- 0.94, N = 3SE +/- 0.28, N = 3SE +/- 1.01, N = 3178.53179.90180.391. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX1.262.523.785.046.3SE +/- 0.02952, N = 3SE +/- 0.00850, N = 3SE +/- 0.03108, N = 35.600215.557425.542401. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: super-resolution-10 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX306090120150Min: 176.81 / Avg: 178.53 / Max: 180.06Min: 179.59 / Avg: 179.9 / Max: 180.44Min: 178.67 / Avg: 180.39 / Max: 182.171. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 - No AMX190034783517ONNX Runtime 1.14 use_dnnl190034893514ONNX Runtime 1.14190034953515OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14191.9446.6462.1ONNX Runtime 1.14 use_dnnl204.6446.4461.0ONNX Runtime 1.14 - No AMX197.3445.5460.4OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor120240360480600

MinAvgMaxONNX Runtime 1.14 - No AMX35.040.945.0ONNX Runtime 1.14 use_dnnl35.039.145.0ONNX Runtime 1.1434.037.540.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1224364860

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl48121620SE +/- 0.17, N = 3SE +/- 0.04, N = 3SE +/- 0.12, N = 914.9415.1715.191. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl1530456075SE +/- 0.75, N = 3SE +/- 0.16, N = 3SE +/- 0.49, N = 966.9765.9265.881. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnl48121620Min: 14.63 / Avg: 14.94 / Max: 15.2Min: 15.1 / Avg: 15.17 / Max: 15.22Min: 14.97 / Avg: 15.19 / Max: 16.111. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190034603512ONNX Runtime 1.14 use_dnnl190034663516ONNX Runtime 1.14 - No AMX190034703512OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl199.2565.5588.4ONNX Runtime 1.14 - No AMX195.6564.4586.3ONNX Runtime 1.14201.2561.6584.0OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor160320480640800

MinAvgMaxONNX Runtime 1.14 use_dnnl32.049.251.0ONNX Runtime 1.14 - No AMX33.047.951.0ONNX Runtime 1.1432.047.650.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.1448121620SE +/- 0.09, N = 3SE +/- 0.14, N = 3SE +/- 0.08, N = 315.0015.0015.031. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.141530456075SE +/- 0.38, N = 3SE +/- 0.65, N = 3SE +/- 0.34, N = 366.6966.6966.551. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: bertsquad-12 - Device: CPU - Executor: ParallelONNX Runtime 1.14 - No AMXONNX Runtime 1.14 use_dnnlONNX Runtime 1.1448121620Min: 14.85 / Avg: 15 / Max: 15.15Min: 14.71 / Avg: 15 / Max: 15.16Min: 14.89 / Avg: 15.03 / Max: 15.151. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 use_dnnl190031793515ONNX Runtime 1.14190031793512ONNX Runtime 1.14 - No AMX190031813510OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl212.9563.2593.5ONNX Runtime 1.14202.7562.2591.1ONNX Runtime 1.14 - No AMX194.9560.2590.7OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor160320480640800

MinAvgMaxONNX Runtime 1.14 use_dnnl37.045.849.0ONNX Runtime 1.1436.045.347.0ONNX Runtime 1.14 - No AMX36.045.148.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1428425670

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMX4080120160200SE +/- 0.21, N = 3SE +/- 3.35, N = 13SE +/- 3.06, N = 14190.02194.52195.151. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMX1.18362.36723.55084.73445.918SE +/- 0.00587, N = 3SE +/- 0.07549, N = 13SE +/- 0.06843, N = 145.260535.154145.135821. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMX4080120160200Min: 189.73 / Avg: 190.02 / Max: 190.43Min: 189.2 / Avg: 194.52 / Max: 234.23Min: 190.1 / Avg: 195.15 / Max: 234.521. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190034823515ONNX Runtime 1.14 - No AMX190034863524ONNX Runtime 1.14 use_dnnl190034943520OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption MonitorONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.1480160240320400Min: 104.64 / Avg: 436.21 / Max: 453.4Min: 193.29 / Avg: 435.51 / Max: 452.19Min: 194.32 / Avg: 434.53 / Max: 450.05

OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature MonitorONNX Runtime 1.14 use_dnnlONNX Runtime 1.14 - No AMXONNX Runtime 1.141020304050Min: 35 / Avg: 49.32 / Max: 52Min: 36 / Avg: 48.93 / Max: 51Min: 35 / Avg: 48.1 / Max: 50

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX306090120150SE +/- 1.24, N = 3SE +/- 1.30, N = 3SE +/- 1.03, N = 3150.86153.60158.311. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX246810SE +/- 0.05441, N = 3SE +/- 0.05508, N = 3SE +/- 0.04118, N = 36.623096.505276.311091. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: GPT-2 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14ONNX Runtime 1.14 - No AMX306090120150Min: 148.98 / Avg: 150.86 / Max: 153.21Min: 151.26 / Avg: 153.6 / Max: 155.75Min: 156.58 / Avg: 158.31 / Max: 160.151. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 - No AMX190034753510ONNX Runtime 1.14 use_dnnl190034783511ONNX Runtime 1.14190034943516OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 - No AMX201.2439.1454.6ONNX Runtime 1.14202.4438.8455.7ONNX Runtime 1.14 use_dnnl203.6438.6458.8OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor120240360480600

MinAvgMaxONNX Runtime 1.14 use_dnnl34.038.142.0ONNX Runtime 1.14 - No AMX34.037.540.0ONNX Runtime 1.1434.037.442.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1224364860

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14816243240SE +/- 0.46, N = 3SE +/- 0.22, N = 332.6133.971. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14714212835SE +/- 0.44, N = 3SE +/- 0.19, N = 330.6829.441. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14714212835Min: 31.69 / Avg: 32.61 / Max: 33.11Min: 33.57 / Avg: 33.97 / Max: 34.321. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 use_dnnl190029323512ONNX Runtime 1.14290029353514OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14202622649ONNX Runtime 1.14 use_dnnl199621652OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 use_dnnl32.048.952.0ONNX Runtime 1.1433.048.452.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl612182430SE +/- 0.06, N = 3SE +/- 0.26, N = 327.2127.431. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl816243240SE +/- 0.08, N = 3SE +/- 0.35, N = 336.7436.471. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ArcFace ResNet-100 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl612182430Min: 27.1 / Avg: 27.21 / Max: 27.3Min: 26.91 / Avg: 27.43 / Max: 27.781. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190029113514ONNX Runtime 1.14 use_dnnl190029293510OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl201625651ONNX Runtime 1.14207623650OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 use_dnnl37.048.451.0ONNX Runtime 1.1437.047.950.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.144080120160200SE +/- 0.56, N = 3SE +/- 0.57, N = 3175.67177.931. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.141.28062.56123.84185.12246.403SE +/- 0.01821, N = 3SE +/- 0.01809, N = 35.691755.619691. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14 use_dnnlONNX Runtime 1.14306090120150Min: 174.96 / Avg: 175.67 / Max: 176.78Min: 176.94 / Avg: 177.93 / Max: 178.921. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190029043506ONNX Runtime 1.14 use_dnnl190029053503OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl208617639ONNX Runtime 1.14202616637OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 use_dnnl36.050.753.0ONNX Runtime 1.1436.050.152.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl4080120160200SE +/- 1.61, N = 5SE +/- 1.24, N = 3162.48164.901. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl246810SE +/- 0.06169, N = 5SE +/- 0.04559, N = 36.155646.063171. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: ResNet50 v1-12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl306090120150Min: 156.89 / Avg: 162.48 / Max: 166.69Min: 162.57 / Avg: 164.9 / Max: 166.771. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 use_dnnl190028893507ONNX Runtime 1.14190028903666OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl289638660ONNX Runtime 1.14290633659OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.1438.050.753.0ONNX Runtime 1.14 use_dnnl40.048.951.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl150300450600750SE +/- 9.35, N = 3SE +/- 9.80, N = 3684.15695.781. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl0.32880.65760.98641.31521.644SE +/- 0.02000, N = 3SE +/- 0.02005, N = 31.461491.437031. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl120240360480600Min: 667.75 / Avg: 684.15 / Max: 700.13Min: 681.95 / Avg: 695.78 / Max: 714.731. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190029083400ONNX Runtime 1.14 use_dnnl190029143501OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl283607628ONNX Runtime 1.14289602623OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 use_dnnl40.049.751.0ONNX Runtime 1.1440.048.851.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl130260390520650SE +/- 3.23, N = 3SE +/- 4.15, N = 3589.20590.801. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl0.38140.76281.14421.52561.907SE +/- 0.00918, N = 3SE +/- 0.01190, N = 31.695171.690671. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: CaffeNet 12-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl100200300400500Min: 584.53 / Avg: 589.2 / Max: 595.39Min: 583.38 / Avg: 590.8 / Max: 597.741. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 use_dnnl190029033501ONNX Runtime 1.14190029083500OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl272617637ONNX Runtime 1.14278615633OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor2004006008001000

MinAvgMaxONNX Runtime 1.14 use_dnnl40.048.151.0ONNX Runtime 1.1440.046.949.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl918273645SE +/- 0.12, N = 3SE +/- 0.24, N = 339.7740.011. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl612182430SE +/- 0.08, N = 3SE +/- 0.15, N = 325.1425.001. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: StandardONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl816243240Min: 39.53 / Avg: 39.77 / Max: 39.94Min: 39.52 / Avg: 40.01 / Max: 40.311. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14190029823510ONNX Runtime 1.14 use_dnnl190029973509OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14 use_dnnl257.9583.0603.0ONNX Runtime 1.14239.7582.2599.4OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor160320480640800

MinAvgMaxONNX Runtime 1.14 use_dnnl40.047.950.0ONNX Runtime 1.1437.046.348.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1428425670

OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14816243240SE +/- 0.27, N = 3SE +/- 0.46, N = 331.7832.901. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInference Time Cost (ms), Fewer Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14714212835SE +/- 0.26, N = 3SE +/- 0.42, N = 331.4730.401. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt
OpenBenchmarking.orgInferences Per Second, More Is BetterONNX Runtime 1.14Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: ParallelONNX Runtime 1.14 use_dnnlONNX Runtime 1.14714212835Min: 31.44 / Avg: 31.78 / Max: 32.3Min: 32.31 / Avg: 32.9 / Max: 33.81. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto=auto -fno-fat-lto-objects -ldl -lrt

MinAvgMaxONNX Runtime 1.14 use_dnnl190030343508ONNX Runtime 1.14190030703525OpenBenchmarking.orgMegahertz, More Is BetterONNX Runtime 1.14CPU Peak Freq (Highest CPU Core Frequency) Monitor10002000300040005000

MinAvgMaxONNX Runtime 1.14236.5561.9589.2ONNX Runtime 1.14 use_dnnl267.7561.7588.0OpenBenchmarking.orgWatts, Fewer Is BetterONNX Runtime 1.14CPU Power Consumption Monitor160320480640800

MinAvgMaxONNX Runtime 1.14 use_dnnl40.046.051.0ONNX Runtime 1.1437.045.148.0OpenBenchmarking.orgCelsius, Fewer Is BetterONNX Runtime 1.14CPU Temperature Monitor1530456075

CPU Peak Freq (Highest CPU Core Frequency) Monitor

OpenBenchmarking.orgMegahertzCPU Peak Freq (Highest CPU Core Frequency) MonitorPhoronix Test Suite System MonitoringONNX Runtime 1.14 use_dnnlONNX Runtime 1.146001200180024003000Min: 1900 / Avg: 3073.43 / Max: 3677Min: 1900 / Avg: 3026.38 / Max: 3666

CPU Power Consumption Monitor

OpenBenchmarking.orgWattsCPU Power Consumption MonitorPhoronix Test Suite System MonitoringONNX Runtime 1.14ONNX Runtime 1.14 use_dnnl120240360480600Min: 122.34 / Avg: 577.11 / Max: 709.46Min: 104.64 / Avg: 571.11 / Max: 709.06

CPU Temperature Monitor

OpenBenchmarking.orgCelsiusCPU Temperature MonitorPhoronix Test Suite System MonitoringONNX Runtime 1.14 use_dnnlONNX Runtime 1.141122334455Min: 32 / Avg: 48.36 / Max: 55Min: 28 / Avg: 47.63 / Max: 55

75 Results Shown

ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
ONNX Runtime
ONNX Runtime:
  CPU Peak Freq (Highest CPU Core Frequency) Monitor
  CPU Power Consumption Monitor
  CPU Temp Monitor
  Phoronix Test Suite System Monitoring
  Phoronix Test Suite System Monitoring
  Phoronix Test Suite System Monitoring

ONNX Runtime 1.14

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-AKimc9/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-AKimc9/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: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0
Python Notes: Python 3.11.1
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 Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 11 February 2023 12:20 by user phoronix.

ONNX Runtime 1.14 - No AMX

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-AKimc9/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-AKimc9/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: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0
Python Notes: Python 3.11.1
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 Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 11 February 2023 14:29 by user phoronix.

ONNX Runtime 1.14 use_dnnl

Processor: 2 x Intel Xeon Platinum 8490H @ 3.50GHz (120 Cores / 240 Threads), Motherboard: Quanta Cloud S6Q-MB-MPS (3A10.uh BIOS), Chipset: Intel Device 1bce, Memory: 1008GB, Disk: 2 x 1920GB SAMSUNG MZWLJ1T9HBJR-00007 + 960GB INTEL SSDSC2KG96, Graphics: ASPEED, Monitor: VGA HDMI, Network: 4 x Intel E810-C for QSFP + 2 x Intel X710 for 10GBASE-T

OS: Ubuntu 23.04, Kernel: 5.19.0-21-generic (x86_64), Desktop: GNOME Shell 43.2, Display Server: X Server 1.21.1.6, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1080

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-AKimc9/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-AKimc9/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: intel_pstate performance (EPP: performance) - CPU Microcode: 0x2b0000c0
Python Notes: Python 3.11.1
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 Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 11 February 2023 17:03 by user phoronix.