mnn3

AMD Ryzen 7 7840HS testing with a Framework Laptop 16 (AMD Ryzen 7040 ) FRANMZCP07 (03.01 BIOS) and AMD Radeon 780M 512MB on Ubuntu 24.04 via the Phoronix Test Suite.

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mnn3OpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 7 7840HS @ 5.29GHz (8 Cores / 16 Threads)Framework Laptop 16 (AMD Ryzen 7040 ) FRANMZCP07 (03.01 BIOS)AMD Device 14e82 x 8GB DDR5-5600MT/s A-DATA AD5S56008G-B512GB Western Digital PC SN810 SDCPNRY-512GAMD Radeon 780M 512MBAMD Navi 31 HDMI/DPMEDIATEK MT7922 802.11ax PCIUbuntu 24.046.8.0-48-generic (x86_64)GNOME Shell 46.0X Server + Wayland4.6 Mesa 24.2~git2406200600.0ac0fb~oibaf~n (git-0ac0fbc 2024-06-20 noble-oibaf-ppa) (LLVM 17.0.6 DRM 3.57)GCC 13.2.0ext42560x1600ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionMnn3 BenchmarksSystem 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-backtrace --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-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/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: amd-pstate-epp powersave (EPP: balance_performance) - Platform Profile: balanced - CPU Microcode: 0xa704103 - ACPI Profile: balanced - 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: Vulnerable: Safe RET no microcode + 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 / Automatic IBRS; IBPB: conditional; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcResult OverviewPhoronix Test Suite100%101%102%103%Mobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural NetworkMobile Neural Networksqueezenetv1.1MobileNetV2_224SqueezeNetV1.0mobilenet-v1-1.0nasnetmobilenetV3resnet-v2-50inception-v3

mnn3mnn: inception-v3mnn: mobilenet-v1-1.0mnn: MobileNetV2_224mnn: SqueezeNetV1.0mnn: resnet-v2-50mnn: squeezenetv1.1mnn: mobilenetV3mnn: nasnetabc35.4944.1993.4524.35416.9292.7571.43710.77635.5834.1763.3404.22516.8682.6501.43910.90535.5054.2563.4734.37516.8932.7631.43110.876OpenBenchmarking.org

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 3.0Model: inception-v3bca816243240SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 335.5835.5135.49MIN: 35.07 / MAX: 82.4MIN: 35.06 / MAX: 52.06MIN: 35.07 / MAX: 114.91. (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-v1-1.0cab0.95761.91522.87283.83044.788SE +/- 0.011, N = 2SE +/- 0.004, N = 3SE +/- 0.012, N = 34.2564.1994.176MIN: 4.2 / MAX: 13.23MIN: 4.1 / MAX: 13.96MIN: 4.12 / MAX: 18.541. (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_224cab0.78141.56282.34423.12563.907SE +/- 0.072, N = 3SE +/- 0.072, N = 3SE +/- 0.019, N = 33.4733.4523.340MIN: 3.24 / MAX: 54.33MIN: 3.23 / MAX: 13.82MIN: 3.22 / MAX: 102.371. (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: SqueezeNetV1.0cab0.98441.96882.95323.93764.922SE +/- 0.068, N = 3SE +/- 0.058, N = 3SE +/- 0.003, N = 34.3754.3544.225MIN: 4.18 / MAX: 21.86MIN: 4.15 / MAX: 23.87MIN: 4.15 / MAX: 16.781. (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-v2-50acb48121620SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 316.9316.8916.87MIN: 16.75 / MAX: 32.56MIN: 16.73 / MAX: 33.21MIN: 16.68 / MAX: 33.161. (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: squeezenetv1.1cab0.62171.24341.86512.48683.1085SE +/- 0.049, N = 3SE +/- 0.048, N = 3SE +/- 0.004, N = 32.7632.7572.650MIN: 2.62 / MAX: 20.09MIN: 2.62 / MAX: 13.68MIN: 2.58 / MAX: 14.341. (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: mobilenetV3bac0.32380.64760.97141.29521.619SE +/- 0.017, N = 3SE +/- 0.013, N = 3SE +/- 0.014, N = 31.4391.4371.431MIN: 1.38 / MAX: 18.28MIN: 1.38 / MAX: 14.2MIN: 1.38 / MAX: 9.091. (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: nasnetbca3691215SE +/- 0.04, N = 3SE +/- 0.13, N = 3SE +/- 0.08, N = 310.9110.8810.78MIN: 10.61 / MAX: 57.2MIN: 10.6 / MAX: 24.81MIN: 10.58 / MAX: 32.511. (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:
  inception-v3
  mobilenet-v1-1.0
  MobileNetV2_224
  SqueezeNetV1.0
  resnet-v2-50
  squeezenetv1.1
  mobilenetV3
  nasnet