icelake nn

Intel Core i7-1065G7 testing with a Dell 06CDVY (1.0.9 BIOS) and Intel Iris Plus ICL GT2 3GB on Ubuntu 21.04 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 2106191-IB-ICELAKENN91
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Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 powersave - CPU Microcode: 0xa0 - Thermald 2.4.3
Security Notes: itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

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Processor: Intel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads), Motherboard: Dell 06CDVY (1.0.9 BIOS), Chipset: Intel Ice Lake-LP DRAM, Memory: 16GB, Disk: Toshiba KBG40ZPZ512G NVMe 512GB, Graphics: Intel Iris Plus ICL GT2 3GB (1100MHz), Audio: Realtek ALC289, Network: Intel Killer Wi-Fi 6 AX1650i 160MHz

OS: Ubuntu 21.04, Kernel: 5.11.0-17-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.0.1, Vulkan: 1.2.145, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1200

icelake nnProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution1234Intel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads)Dell 06CDVY (1.0.9 BIOS)Intel Ice Lake-LP DRAM16GBToshiba KBG40ZPZ512G NVMe 512GBIntel Iris Plus ICL GT2 3GB (1100MHz)Realtek ALC289Intel Killer Wi-Fi 6 AX1650i 160MHzUbuntu 21.045.11.0-17-generic (x86_64)GNOME Shell 3.38.4X Server + Wayland4.6 Mesa 21.0.11.2.145GCC 10.3.0ext41920x1200OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 Details- Scaling Governor: intel_pstate powersave - CPU Microcode: 0xa0 - Thermald 2.4.3 Security Details- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

1234Result OverviewPhoronix Test Suite100%106%111%117%123%NCNNMobile Neural NetworkTNN

icelake nnmnn: mobilenetV3mnn: squeezenetv1.1mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mtnn: CPU - DenseNettnn: CPU - MobileNet v2tnn: CPU - SqueezeNet v2tnn: CPU - SqueezeNet v1.112343.1576.05646.4849.9636.0595.54864.96729.326.096.346.217.5712.062.7226.41124.9624.4739.27106.4742.4387.9914.955483.672373.71069.486334.3643.1336.38351.5109.9726.0935.92469.70930.506.836.846.687.5011.742.7826.8580.0025.1022.1449.7444.5540.0715.335345.169364.75169.422336.3823.1195.97146.6999.9696.0545.53266.18829.776.326.316.067.0010.872.5024.3078.2825.2821.8148.2243.9139.4214.365321.939364.37369.809334.0733.1526.33050.86410.0186.1526.02970.09729.406.206.496.106.8110.852.5224.2877.2624.9322.1747.9442.8738.7014.115293.764365.41269.766336.856OpenBenchmarking.org

Mobile Neural Network

MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV312340.71031.42062.13092.84123.5515SE +/- 0.004, N = 3SE +/- 0.065, N = 12SE +/- 0.001, N = 3SE +/- 0.061, N = 123.1573.1333.1193.152MIN: 2.53 / MAX: 21.15MIN: 2.02 / MAX: 21.49MIN: 2.54 / MAX: 17.79MIN: 2.07 / MAX: 21.691. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV31234246810Min: 3.15 / Avg: 3.16 / Max: 3.16Min: 2.47 / Avg: 3.13 / Max: 3.4Min: 3.12 / Avg: 3.12 / Max: 3.12Min: 2.54 / Avg: 3.15 / Max: 3.461. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.11234246810SE +/- 0.538, N = 3SE +/- 0.145, N = 12SE +/- 0.534, N = 3SE +/- 0.132, N = 126.0566.3835.9716.330MIN: 4.18 / MAX: 22.96MIN: 4.21 / MAX: 25.53MIN: 4.16 / MAX: 24.61MIN: 4.21 / MAX: 23.861. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.112343691215Min: 4.98 / Avg: 6.06 / Max: 6.61Min: 4.9 / Avg: 6.38 / Max: 6.81Min: 4.91 / Avg: 5.97 / Max: 6.57Min: 4.91 / Avg: 6.33 / Max: 6.651. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-5012341224364860SE +/- 4.81, N = 3SE +/- 1.38, N = 12SE +/- 4.96, N = 3SE +/- 1.27, N = 1246.4851.5146.7050.86MIN: 32.46 / MAX: 76.6MIN: 31.89 / MAX: 76.61MIN: 31.6 / MAX: 71.65MIN: 32.17 / MAX: 112.911. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-5012341020304050Min: 36.88 / Avg: 46.48 / Max: 51.71Min: 36.82 / Avg: 51.51 / Max: 55.18Min: 36.79 / Avg: 46.7 / Max: 52.01Min: 37.15 / Avg: 50.86 / Max: 53.241. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.012343691215SE +/- 0.027, N = 3SE +/- 0.192, N = 12SE +/- 0.093, N = 3SE +/- 0.202, N = 129.9639.9729.96910.018MIN: 8.24 / MAX: 25.76MIN: 6.48 / MAX: 35.76MIN: 8.22 / MAX: 30.76MIN: 6.44 / MAX: 28.611. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.012343691215Min: 9.93 / Avg: 9.96 / Max: 10.02Min: 8.06 / Avg: 9.97 / Max: 10.89Min: 9.86 / Avg: 9.97 / Max: 10.15Min: 7.87 / Avg: 10.02 / Max: 10.581. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_2241234246810SE +/- 0.037, N = 3SE +/- 0.145, N = 12SE +/- 0.014, N = 3SE +/- 0.032, N = 126.0596.0936.0546.152MIN: 5.04 / MAX: 24.45MIN: 3.98 / MAX: 26.16MIN: 5.06 / MAX: 22.01MIN: 5.03 / MAX: 24.251. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_2241234246810Min: 6 / Avg: 6.06 / Max: 6.13Min: 4.67 / Avg: 6.09 / Max: 6.78Min: 6.03 / Avg: 6.05 / Max: 6.08Min: 5.99 / Avg: 6.15 / Max: 6.351. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.01234246810SE +/- 0.422, N = 3SE +/- 0.185, N = 12SE +/- 0.502, N = 3SE +/- 0.152, N = 125.5485.9245.5326.029MIN: 3.88 / MAX: 22.02MIN: 3.8 / MAX: 25.69MIN: 3.82 / MAX: 22.23MIN: 3.81 / MAX: 49.351. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.01234246810Min: 4.71 / Avg: 5.55 / Max: 5.97Min: 4.61 / Avg: 5.92 / Max: 6.68Min: 4.53 / Avg: 5.53 / Max: 6.05Min: 4.57 / Avg: 6.03 / Max: 6.621. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v312341632486480SE +/- 3.19, N = 3SE +/- 1.37, N = 12SE +/- 4.54, N = 3SE +/- 1.39, N = 1264.9769.7166.1970.10MIN: 49.32 / MAX: 172.12MIN: 49.53 / MAX: 125.54MIN: 49.62 / MAX: 143.18MIN: 51.09 / MAX: 103.851. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v312341428425670Min: 59.13 / Avg: 64.97 / Max: 70.1Min: 55.04 / Avg: 69.71 / Max: 73.34Min: 57.11 / Avg: 66.19 / Max: 70.84Min: 55.49 / Avg: 70.1 / Max: 73.41. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet1234714212835SE +/- 0.25, N = 3SE +/- 0.25, N = 9SE +/- 0.04, N = 3SE +/- 0.29, N = 329.3230.5029.7729.40MIN: 27.05 / MAX: 44.13MIN: 27.01 / MAX: 55.7MIN: 27.55 / MAX: 46MIN: 26.99 / MAX: 46.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet1234714212835Min: 28.83 / Avg: 29.32 / Max: 29.57Min: 29.38 / Avg: 30.5 / Max: 31.62Min: 29.68 / Avg: 29.77 / Max: 29.83Min: 28.92 / Avg: 29.4 / Max: 29.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v21234246810SE +/- 0.30, N = 3SE +/- 0.24, N = 9SE +/- 0.33, N = 3SE +/- 0.35, N = 36.096.836.326.20MIN: 4.71 / MAX: 21.72MIN: 4.65 / MAX: 22.51MIN: 4.69 / MAX: 21.2MIN: 4.75 / MAX: 21.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v212343691215Min: 5.5 / Avg: 6.09 / Max: 6.48Min: 5.49 / Avg: 6.83 / Max: 8.17Min: 5.68 / Avg: 6.32 / Max: 6.8Min: 5.54 / Avg: 6.2 / Max: 6.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v31234246810SE +/- 0.69, N = 3SE +/- 0.25, N = 9SE +/- 0.67, N = 3SE +/- 0.80, N = 36.346.846.316.49MIN: 4.28 / MAX: 18.14MIN: 4.25 / MAX: 20.34MIN: 4.28 / MAX: 22.77MIN: 4.25 / MAX: 18.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v312343691215Min: 4.96 / Avg: 6.34 / Max: 7.1Min: 4.93 / Avg: 6.84 / Max: 7.5Min: 4.97 / Avg: 6.31 / Max: 7.02Min: 4.93 / Avg: 6.49 / Max: 7.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v21234246810SE +/- 0.61, N = 3SE +/- 0.28, N = 9SE +/- 0.69, N = 3SE +/- 0.67, N = 36.216.686.066.10MIN: 4.1 / MAX: 18.78MIN: 4.07 / MAX: 19.09MIN: 4.09 / MAX: 19.61MIN: 4.14 / MAX: 20.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v212343691215Min: 5 / Avg: 6.21 / Max: 6.83Min: 4.56 / Avg: 6.68 / Max: 7.28Min: 4.69 / Avg: 6.06 / Max: 6.77Min: 4.77 / Avg: 6.1 / Max: 6.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet1234246810SE +/- 0.06, N = 3SE +/- 0.29, N = 9SE +/- 0.82, N = 3SE +/- 0.76, N = 37.577.507.006.81MIN: 6.15 / MAX: 19.43MIN: 4.57 / MAX: 21.61MIN: 4.65 / MAX: 18.66MIN: 4.58 / MAX: 19.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet12343691215Min: 7.48 / Avg: 7.57 / Max: 7.69Min: 5.28 / Avg: 7.5 / Max: 8.06Min: 5.38 / Avg: 7 / Max: 8.04Min: 5.3 / Avg: 6.81 / Max: 7.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b012343691215SE +/- 0.14, N = 3SE +/- 0.41, N = 9SE +/- 1.06, N = 3SE +/- 1.07, N = 312.0611.7410.8710.85MIN: 9.89 / MAX: 24.61MIN: 7.38 / MAX: 34.42MIN: 7.59 / MAX: 25.92MIN: 7.41 / MAX: 25.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b0123448121620Min: 11.79 / Avg: 12.06 / Max: 12.23Min: 8.5 / Avg: 11.74 / Max: 12.52Min: 8.75 / Avg: 10.87 / Max: 12.07Min: 8.72 / Avg: 10.85 / Max: 12.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface12340.62551.2511.87652.5023.1275SE +/- 0.05, N = 3SE +/- 0.03, N = 9SE +/- 0.25, N = 3SE +/- 0.26, N = 32.722.782.502.52MIN: 2.25 / MAX: 15.64MIN: 2.24 / MAX: 15.93MIN: 1.75 / MAX: 7.14MIN: 1.72 / MAX: 14.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface1234246810Min: 2.63 / Avg: 2.72 / Max: 2.8Min: 2.65 / Avg: 2.78 / Max: 2.91Min: 2.01 / Avg: 2.5 / Max: 2.8Min: 2.03 / Avg: 2.52 / Max: 2.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet1234612182430SE +/- 0.35, N = 3SE +/- 0.25, N = 9SE +/- 2.11, N = 3SE +/- 2.09, N = 326.4126.8524.3024.28MIN: 23.55 / MAX: 42.67MIN: 22.77 / MAX: 42.41MIN: 16.71 / MAX: 39.34MIN: 17.12 / MAX: 42.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet1234612182430Min: 25.71 / Avg: 26.41 / Max: 26.82Min: 25.85 / Avg: 26.85 / Max: 28.2Min: 20.09 / Avg: 24.3 / Max: 26.59Min: 20.11 / Avg: 24.28 / Max: 26.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg161234306090120150SE +/- 42.73, N = 3SE +/- 0.52, N = 9SE +/- 0.83, N = 3SE +/- 0.13, N = 3124.9680.0078.2877.26MIN: 68.18 / MAX: 2216.9MIN: 73.21 / MAX: 255.42MIN: 73.21 / MAX: 99.15MIN: 73.52 / MAX: 94.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg16123420406080100Min: 76.81 / Avg: 124.96 / Max: 210.19Min: 76.96 / Avg: 80 / Max: 81.59Min: 77.03 / Avg: 78.28 / Max: 79.85Min: 77.02 / Avg: 77.26 / Max: 77.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet181234612182430SE +/- 0.01, N = 3SE +/- 0.26, N = 9SE +/- 0.31, N = 3SE +/- 0.34, N = 324.4725.1025.2824.93MIN: 21.71 / MAX: 38.08MIN: 21.62 / MAX: 46.25MIN: 21.91 / MAX: 39.57MIN: 21.63 / MAX: 39.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet181234612182430Min: 24.45 / Avg: 24.47 / Max: 24.48Min: 24.42 / Avg: 25.1 / Max: 26.99Min: 24.79 / Avg: 25.28 / Max: 25.86Min: 24.46 / Avg: 24.93 / Max: 25.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet1234918273645SE +/- 17.26, N = 3SE +/- 0.27, N = 9SE +/- 0.28, N = 3SE +/- 0.31, N = 339.2722.1421.8122.17MIN: 18.52 / MAX: 1739.82MIN: 19.25 / MAX: 36.37MIN: 19.53 / MAX: 37.84MIN: 19.78 / MAX: 56.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet1234816243240Min: 21.87 / Avg: 39.27 / Max: 73.79Min: 21.2 / Avg: 22.14 / Max: 23.5Min: 21.27 / Avg: 21.81 / Max: 22.24Min: 21.63 / Avg: 22.17 / Max: 22.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet50123420406080100SE +/- 58.61, N = 3SE +/- 0.51, N = 9SE +/- 0.36, N = 3SE +/- 0.31, N = 3106.4749.7448.2247.94MIN: 39.84 / MAX: 7159.77MIN: 43.79 / MAX: 69.39MIN: 44.45 / MAX: 66.58MIN: 43.94 / MAX: 651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet50123420406080100Min: 47.66 / Avg: 106.47 / Max: 223.69Min: 47.7 / Avg: 49.74 / Max: 52.2Min: 47.51 / Avg: 48.22 / Max: 48.62Min: 47.41 / Avg: 47.94 / Max: 48.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny12341020304050SE +/- 0.19, N = 3SE +/- 0.35, N = 9SE +/- 1.00, N = 3SE +/- 0.47, N = 342.4344.5543.9142.87MIN: 39.87 / MAX: 72.26MIN: 39.84 / MAX: 61.79MIN: 40.59 / MAX: 57.72MIN: 39.61 / MAX: 56.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny1234918273645Min: 42.05 / Avg: 42.43 / Max: 42.69Min: 42.77 / Avg: 44.55 / Max: 45.56Min: 42.5 / Avg: 43.91 / Max: 45.84Min: 42.19 / Avg: 42.87 / Max: 43.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123420406080100SE +/- 49.48, N = 3SE +/- 0.40, N = 9SE +/- 0.45, N = 3SE +/- 0.39, N = 387.9940.0739.4238.70MIN: 33.42 / MAX: 2888.34MIN: 36.13 / MAX: 57.54MIN: 36.61 / MAX: 52.48MIN: 36.36 / MAX: 52.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123420406080100Min: 38.34 / Avg: 87.99 / Max: 186.95Min: 38.31 / Avg: 40.07 / Max: 42.37Min: 38.57 / Avg: 39.42 / Max: 40.1Min: 37.92 / Avg: 38.7 / Max: 39.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m123448121620SE +/- 0.05, N = 3SE +/- 0.12, N = 9SE +/- 1.28, N = 3SE +/- 1.16, N = 314.9515.3314.3614.11MIN: 13.24 / MAX: 27.19MIN: 13.23 / MAX: 28.79MIN: 10.33 / MAX: 28.27MIN: 10.36 / MAX: 27.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m123448121620Min: 14.86 / Avg: 14.95 / Max: 15.01Min: 14.9 / Avg: 15.33 / Max: 15.95Min: 11.81 / Avg: 14.36 / Max: 15.68Min: 11.79 / Avg: 14.11 / Max: 15.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

TNN

TNN is an open-source deep learning reasoning framework developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet123412002400360048006000SE +/- 56.57, N = 3SE +/- 69.51, N = 3SE +/- 56.05, N = 3SE +/- 52.06, N = 35483.675345.175321.945293.76MIN: 5296.65 / MAX: 5841.75MIN: 4289.4 / MAX: 5766.66MIN: 4298.57 / MAX: 5621.48MIN: 4304.76 / MAX: 5401.981. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet123410002000300040005000Min: 5370.53 / Avg: 5483.67 / Max: 5540.33Min: 5206.18 / Avg: 5345.17 / Max: 5417.39Min: 5211.13 / Avg: 5321.94 / Max: 5392.04Min: 5189.65 / Avg: 5293.76 / Max: 5346.441. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v2123480160240320400SE +/- 3.80, N = 5SE +/- 3.28, N = 3SE +/- 2.33, N = 3SE +/- 3.41, N = 3373.71364.75364.37365.41MIN: 353.55 / MAX: 423.92MIN: 353.86 / MAX: 420.78MIN: 354.83 / MAX: 393.85MIN: 353.55 / MAX: 392.391. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v2123470140210280350Min: 360.37 / Avg: 373.71 / Max: 383.04Min: 358.58 / Avg: 364.75 / Max: 369.77Min: 359.73 / Avg: 364.37 / Max: 366.86Min: 358.59 / Avg: 365.41 / Max: 368.961. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v212341632486480SE +/- 0.39, N = 3SE +/- 0.41, N = 3SE +/- 0.34, N = 3SE +/- 0.34, N = 369.4969.4269.8169.77MIN: 67.79 / MAX: 76.19MIN: 67.94 / MAX: 71.64MIN: 68.45 / MAX: 71.1MIN: 68.18 / MAX: 75.941. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v212341428425670Min: 68.74 / Avg: 69.49 / Max: 70.03Min: 68.92 / Avg: 69.42 / Max: 70.24Min: 69.17 / Avg: 69.81 / Max: 70.34Min: 69.1 / Avg: 69.77 / Max: 70.211. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.1123470140210280350SE +/- 1.32, N = 3SE +/- 1.85, N = 3SE +/- 0.96, N = 3SE +/- 0.07, N = 3334.36336.38334.07336.86MIN: 327.33 / MAX: 341.58MIN: 327.69 / MAX: 347.72MIN: 327.9 / MAX: 339.68MIN: 329.44 / MAX: 344.11. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.1123460120180240300Min: 332.71 / Avg: 334.36 / Max: 336.96Min: 332.7 / Avg: 336.38 / Max: 338.44Min: 332.83 / Avg: 334.07 / Max: 335.95Min: 336.74 / Avg: 336.86 / Max: 336.991. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

1

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 powersave - CPU Microcode: 0xa0 - Thermald 2.4.3
Security Notes: itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 18 June 2021 18:12 by user phoronix.

2

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 powersave - CPU Microcode: 0xa0 - Thermald 2.4.3
Security Notes: itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 18 June 2021 19:07 by user phoronix.

3

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 powersave - CPU Microcode: 0xa0 - Thermald 2.4.3
Security Notes: itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 18 June 2021 20:34 by user phoronix.

4

Processor: Intel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads), Motherboard: Dell 06CDVY (1.0.9 BIOS), Chipset: Intel Ice Lake-LP DRAM, Memory: 16GB, Disk: Toshiba KBG40ZPZ512G NVMe 512GB, Graphics: Intel Iris Plus ICL GT2 3GB (1100MHz), Audio: Realtek ALC289, Network: Intel Killer Wi-Fi 6 AX1650i 160MHz

OS: Ubuntu 21.04, Kernel: 5.11.0-17-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.0.1, Vulkan: 1.2.145, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1200

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --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-build-config=bootstrap-lto-lean --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 powersave - CPU Microcode: 0xa0 - Thermald 2.4.3
Security Notes: itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 18 June 2021 21:22 by user phoronix.