pi400

ARMv8 Cortex-A57 testing with a NVIDIA Jetson Nano 2GB Developer Kit and NVIDIA Tegra X1 on Ubuntu 18.04 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 2104108-HA-2104089HA45
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ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi
April 08
  26 Minutes
Intel Core i3-3217U - Intel 3rd Gen Core - Intel
April 08
  26 Minutes
ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson
April 10
  27 Minutes
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pi400ProcessorMotherboardMemoryDiskGraphicsMonitorChipsetAudioNetworkOSKernelCompilerFile-SystemScreen ResolutionDesktopDisplay ServerDisplay DriverOpenGLVulkanARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA JetsonARMv8 Cortex-A72 @ 1.80GHz (4 Cores)BCM2835 Raspberry Pi 400 Rev 1.04096MB64GB SR64Gvc4drmfbBenQ GL2450Debian 105.10.17-v8+ (aarch64)GCC 8.3.0ext41920x1080Intel Core i3-3217U @ 1.70GHz (2 Cores / 4 Threads)Intel D33217GKE (GKPPT10H.86A.0047.2013.1118.1714 BIOS)Intel 3rd Gen Core DRAM8GB30GB SATA SSDIntel 3rd Gen Core (1050MHz)Intel 7 /C216Intel 82579V4.19.0-16-amd64 (x86_64)ARMv8 Cortex-A57 @ 1.48GHz (4 Cores)NVIDIA Jetson Nano 2GB Developer Kit2048MB64GB SR64GNVIDIA Tegra X1Realtek RTL8111/8168/8411Ubuntu 18.044.9.201-tegra (aarch64)LXDE 0.9.3X Server 1.19.6NVIDIA 32.5.14.6.01.2.131GCC 7.5.0 + CUDA 10.2OpenBenchmarking.orgKernel Details- ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: snd_bcm2835.enable_compat_alsa=0 snd_bcm2835.enable_hdmi=1- Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Transparent Huge Pages: always- ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Transparent Huge Pages: alwaysCompiler Details- ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: --build=aarch64-linux-gnu --disable-libphobos --disable-libquadmath --disable-libquadmath-support --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-fix-cortex-a53-843419 --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --program-prefix=aarch64-linux-gnu- --target=aarch64-linux-gnu --with-default-libstdcxx-abi=new --with-gcc-major-version-only -v - Intel Core i3-3217U - Intel 3rd Gen Core - Intel: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v - ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: --build=aarch64-linux-gnu --disable-libquadmath --disable-libquadmath-support --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-fix-cortex-a53-843419 --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --program-prefix=aarch64-linux-gnu- --target=aarch64-linux-gnu --with-default-libstdcxx-abi=new --with-gcc-major-version-only -v Processor Details- ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Scaling Governor: cpufreq-dt ondemand- Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Scaling Governor: intel_pstate powersave - CPU Microcode: 0x19- ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Scaling Governor: tegra-cpufreq schedutilPython Details- ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Python 2.7.16 + Python 3.7.3- Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Python 2.7.16 + Python 3.7.3- ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Python 2.7.17 + Python 3.6.9Security Details- ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Vulnerable + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Vulnerable + srbds: Not affected + tsx_async_abort: Not affected - Intel Core i3-3217U - Intel 3rd Gen Core - Intel: itlb_multihit: KVM: Mitigation of Split huge pages + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Vulnerable: Clear buffers attempted no microcode; SMT vulnerable + meltdown: Mitigation of PTI + spec_store_bypass: Vulnerable + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA JetsonResult OverviewPhoronix Test Suite 10.6.0100%119%138%156%175%ONNX RuntimeONNX RuntimeONNX RuntimeONNX Runtimeshufflenet-v2-10 - OpenMP CPUfcn-resnet101-11 - OpenMP CPUsuper-resolution-10 - OpenMP CPUyolov4 - OpenMP CPU

pi400onnx: yolov4 - OpenMP CPUonnx: fcn-resnet101-11 - OpenMP CPUonnx: shufflenet-v2-10 - OpenMP CPUonnx: super-resolution-10 - OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson203182119731531863242141859235OpenBenchmarking.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 Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: yolov4 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson714212835SE +/- 0.00, N = 3SE +/- 0.00, N = 3203121-lpthread1. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute Per Core, More Is BetterONNX Runtime 1.6Performance Per Core - Model: yolov4 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson481216205.0015.505.251. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected core count of 42. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected core count of 23. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected core count of 4
OpenBenchmarking.orgInferences Per Minute Per GHz, More Is BetterONNX Runtime 1.6Performance Per Clock - Model: yolov4 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson4812162011.1118.2414.191. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.80 2. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.70 3. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.48
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: yolov4 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson714212835Min: 30.5 / Avg: 30.5 / Max: 30.5Min: 20.5 / Avg: 20.5 / Max: 20.51. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: fcn-resnet101-11 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson1.1252.253.3754.55.625SE +/- 0.00, N = 3SE +/- 0.00, N = 3354-lpthread1. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute Per Core, More Is BetterONNX Runtime 1.6Performance Per Core - Model: fcn-resnet101-11 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson0.56251.1251.68752.252.81250.752.501.001. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected core count of 42. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected core count of 23. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected core count of 4
OpenBenchmarking.orgInferences Per Minute Per GHz, More Is BetterONNX Runtime 1.6Performance Per Clock - Model: fcn-resnet101-11 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson0.66151.3231.98452.6463.30751.672.942.701. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.80 2. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.70 3. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.48
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: fcn-resnet101-11 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson246810Min: 4.5 / Avg: 4.5 / Max: 4.5Min: 3.5 / Avg: 3.5 / Max: 3.51. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: shufflenet-v2-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson7001400210028003500SE +/- 20.51, N = 3SE +/- 0.60, N = 3SE +/- 7.38, N = 3182131861859-lpthread1. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute Per Core, More Is BetterONNX Runtime 1.6Performance Per Core - Model: shufflenet-v2-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson30060090012001500455.251593.00464.751. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected core count of 42. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected core count of 23. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected core count of 4
OpenBenchmarking.orgInferences Per Minute Per GHz, More Is BetterONNX Runtime 1.6Performance Per Clock - Model: shufflenet-v2-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson4008001200160020001011.671874.121256.081. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.80 2. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.70 3. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.48
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: shufflenet-v2-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson6001200180024003000Min: 1794 / Avg: 1820.67 / Max: 1861Min: 3185 / Avg: 3186.17 / Max: 3187Min: 1847 / Avg: 1859.17 / Max: 1872.51. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: super-resolution-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson70140210280350SE +/- 1.88, N = 3SE +/- 0.00, N = 3SE +/- 0.44, N = 3197324235-lpthread1. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt
OpenBenchmarking.orgInferences Per Minute Per Core, More Is BetterONNX Runtime 1.6Performance Per Core - Model: super-resolution-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson408012016020049.25162.0058.751. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected core count of 42. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected core count of 23. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected core count of 4
OpenBenchmarking.orgInferences Per Minute Per GHz, More Is BetterONNX Runtime 1.6Performance Per Clock - Model: super-resolution-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson4080120160200109.44190.59158.781. ARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry Pi: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.80 2. Intel Core i3-3217U - Intel 3rd Gen Core - Intel: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.70 3. ARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 1.48
OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.6Model: super-resolution-10 - Device: OpenMP CPUARMv8 Cortex-A72 - vc4drmfb - BCM2835 Raspberry PiIntel Core i3-3217U - Intel 3rd Gen Core - IntelARMv8 Cortex-A57 - NVIDIA Tegra X1 - NVIDIA Jetson60120180240300Min: 194 / Avg: 197.17 / Max: 200.5Min: 323.5 / Avg: 323.5 / Max: 323.5Min: 234.5 / Avg: 235.17 / Max: 2361. (CXX) g++ options: -fopenmp -ffunction-sections -fdata-sections -O3 -ldl -lrt