mnn grace

ARMv8 Neoverse-V2 testing with a Pegatron JIMBO P4352 (00022432 BIOS) and ASPEED on Ubuntu 24.04 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 2411187-NE-MNNGRACE721
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mnn graceOpenBenchmarking.orgPhoronix Test SuiteARMv8 Neoverse-V2 @ 3.47GHz (72 Cores)Pegatron JIMBO P4352 (00022432 BIOS)1 x 480GB LPDDR5-6400MT/s NVIDIA 699-2G530-0236-RC11000GB CT1000T700SSD3ASPEED2 x Intel X550Ubuntu 24.046.8.0-48-generic-64k (aarch64)GCC 13.2.0 + Clang 18.1.3 + CUDA 11.8ext41920x1200ProcessorMotherboardMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen ResolutionMnn Grace BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=aarch64-linux-gnu --disable-libquadmath --disable-libquadmath-support --disable-werror --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-dIwDw0/gcc-13-13.2.0/debian/tmp-nvptx/usr --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 --with-target-system-zlib=auto --without-cuda-driver -v - Scaling Governor: cppc_cpufreq ondemand (Boost: Disabled)- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of __user pointer sanitization + spectre_v2: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcdResult OverviewPhoronix Test Suite100%101%101%102%Mobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkmobilenetV3resnet-v2-50SqueezeNetV1.0squeezenetv1.1MobileNetV2_224mobilenet-v1-1.0nasnetinception-v3

mnn gracemnn: mobilenetV3mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: squeezenetv1.1mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: nasnetmnn: inception-v3abcd0.8646.1491.7820.9791.0161.0563.9697.6650.8766.0711.7920.9761.0051.0523.9907.7050.8776.0281.7630.9741.0171.0533.9937.6830.8876.1771.7850.9891.0131.0473.9627.700OpenBenchmarking.org

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: mobilenetV3abcd0.19960.39920.59880.79840.998SE +/- 0.002, N = 3SE +/- 0.009, N = 3SE +/- 0.009, N = 3SE +/- 0.006, N = 30.8640.8760.8770.887MIN: 0.65 / MAX: 6.93MIN: 0.65 / MAX: 5.53MIN: 0.63 / MAX: 6.08MIN: 0.66 / MAX: 5.751. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: resnet-v2-50cbad246810SE +/- 0.089, N = 3SE +/- 0.050, N = 3SE +/- 0.055, N = 3SE +/- 0.024, N = 36.0286.0716.1496.177MIN: 4.68 / MAX: 29.94MIN: 4.7 / MAX: 27.38MIN: 4.69 / MAX: 32.49MIN: 4.69 / MAX: 35.21. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: SqueezeNetV1.0cadb0.40320.80641.20961.61282.016SE +/- 0.004, N = 3SE +/- 0.011, N = 3SE +/- 0.008, N = 3SE +/- 0.010, N = 31.7631.7821.7851.792MIN: 1.46 / MAX: 14.99MIN: 1.46 / MAX: 15.59MIN: 1.45 / MAX: 16.64MIN: 1.46 / MAX: 19.471. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: squeezenetv1.1cbad0.22250.4450.66750.891.1125SE +/- 0.004, N = 3SE +/- 0.001, N = 3SE +/- 0.005, N = 3SE +/- 0.008, N = 30.9740.9760.9790.989MIN: 0.81 / MAX: 6.66MIN: 0.83 / MAX: 6.74MIN: 0.84 / MAX: 6.91MIN: 0.84 / MAX: 6.611. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: MobileNetV2_224bdac0.22880.45760.68640.91521.144SE +/- 0.007, N = 3SE +/- 0.003, N = 3SE +/- 0.006, N = 3SE +/- 0.002, N = 31.0051.0131.0161.017MIN: 0.88 / MAX: 4.83MIN: 0.87 / MAX: 7.36MIN: 0.89 / MAX: 12.27MIN: 0.89 / MAX: 12.181. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: mobilenet-v1-1.0dbca0.23760.47520.71280.95041.188SE +/- 0.002, N = 3SE +/- 0.003, N = 3SE +/- 0.003, N = 3SE +/- 0.003, N = 31.0471.0521.0531.056MIN: 0.94 / MAX: 5.16MIN: 0.94 / MAX: 14.01MIN: 0.94 / MAX: 8.22MIN: 0.94 / MAX: 5.161. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: nasnetdabc0.89841.79682.69523.59364.492SE +/- 0.007, N = 3SE +/- 0.012, N = 3SE +/- 0.013, N = 3SE +/- 0.014, N = 33.9623.9693.9903.993MIN: 3.62 / MAX: 16.35MIN: 3.64 / MAX: 12.2MIN: 3.63 / MAX: 14.43MIN: 3.65 / MAX: 20.641. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: inception-v3acdb246810SE +/- 0.023, N = 3SE +/- 0.087, N = 3SE +/- 0.097, N = 3SE +/- 0.107, N = 37.6657.6837.7007.705MIN: 6.64 / MAX: 34.07MIN: 6.65 / MAX: 38.24MIN: 6.64 / MAX: 36.48MIN: 6.57 / MAX: 35.961. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -pthread -ldl

8 Results Shown

Mobile Neural Network:
  mobilenetV3
  resnet-v2-50
  SqueezeNetV1.0
  squeezenetv1.1
  MobileNetV2_224
  mobilenet-v1-1.0
  nasnet
  inception-v3