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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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 Suite 10.4.0100%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

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

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

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