nn 4500u

AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Ubuntu 21.04 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2106182-IB-NN4500U6779&sro.

nn 4500uProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution123AMD Ryzen 5 4500U @ 2.38GHz (6 Cores)LENOVO LNVNB161216 (EECN20WW BIOS)AMD Renoir Root Complex16GB256GB SK hynix HFM256GDHTNI-87A0BAMD Renoir 512MB (1500/400MHz)AMD Device 1637Realtek RTL8822CE 802.11ac PCIeUbuntu 21.045.11.0-17-generic (x86_64)GNOME Shell 3.38.4X Server + Wayland4.6 Mesa 21.0.1 (LLVM 11.0.1)1.2.145GCC 10.3.0ext41920x1080OpenBenchmarking.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: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8600102 Security Details- itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

nn 4500umnn: 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_400mncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mtnn: CPU - DenseNettnn: CPU - MobileNet v2tnn: CPU - SqueezeNet v2tnn: CPU - SqueezeNet v1.11232.2034.00032.9976.5694.0514.52233.64631.499.4910.8010.3210.0318.293.1541.77107.5437.1019.2560.3646.2442.2723.1833.2512.3911.5510.6711.2718.863.6142.19107.8837.8920.95100.1948.6493.8223.154559.998288.91272.103255.2762.2124.06632.8346.7184.0854.73534.19635.3811.8611.5210.6211.2218.883.6642.59108.0237.9519.9163.5949.9947.7023.1430.239.538.637.438.2813.912.4632.20107.9130.8219.0352.4644.4341.4216.014509.044287.74272.119255.1662.2084.23633.1006.8324.1024.87735.16831.5010.7511.2410.6610.7218.273.3242.03107.5835.0719.1360.4546.2142.5723.2528.219.188.397.607.9013.682.5732.43107.5029.2618.3550.9544.3539.5817.004559.544289.39572.332254.927OpenBenchmarking.org

Mobile Neural Network

Model: mobilenetV3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenetV31230.49770.99541.49311.99082.4885SE +/- 0.028, N = 3SE +/- 0.017, N = 3SE +/- 0.011, N = 32.2032.2122.208MIN: 2.11 / MAX: 6.76MIN: 2.12 / MAX: 6.6MIN: 2.13 / MAX: 6.481. (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

Mobile Neural Network

Model: squeezenetv1.1

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.11230.95311.90622.85933.81244.7655SE +/- 0.033, N = 3SE +/- 0.007, N = 3SE +/- 0.152, N = 34.0004.0664.236MIN: 3.87 / MAX: 8.61MIN: 3.76 / MAX: 22.69MIN: 3.83 / MAX: 21.261. (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

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-50123816243240SE +/- 0.13, N = 3SE +/- 0.46, N = 3SE +/- 0.72, N = 333.0032.8333.10MIN: 31.5 / MAX: 73.4MIN: 30.42 / MAX: 77.63MIN: 30.59 / MAX: 88.451. (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

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.0123246810SE +/- 0.022, N = 3SE +/- 0.128, N = 3SE +/- 0.203, N = 36.5696.7186.832MIN: 6.26 / MAX: 24.71MIN: 6.14 / MAX: 27.21MIN: 6.22 / MAX: 25.151. (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

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: MobileNetV2_2241230.9231.8462.7693.6924.615SE +/- 0.058, N = 3SE +/- 0.016, N = 3SE +/- 0.001, N = 34.0514.0854.102MIN: 3.87 / MAX: 20.68MIN: 3.89 / MAX: 19.54MIN: 3.96 / MAX: 20.051. (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

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: mobilenet-v1-1.01231.09732.19463.29194.38925.4865SE +/- 0.213, N = 3SE +/- 0.417, N = 3SE +/- 0.337, N = 34.5224.7354.877MIN: 4.01 / MAX: 23.57MIN: 3.98 / MAX: 22.51MIN: 4.01 / MAX: 221. (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

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: inception-v3123816243240SE +/- 0.35, N = 3SE +/- 0.85, N = 3SE +/- 1.04, N = 333.6534.2035.17MIN: 31.9 / MAX: 94.96MIN: 31.62 / MAX: 90.84MIN: 31.75 / MAX: 91.151. (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

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet123816243240SE +/- 0.11, N = 3SE +/- 1.22, N = 12SE +/- 1.42, N = 1231.4935.3831.50MIN: 24.51 / MAX: 58.86MIN: 24.85 / MAX: 86.14MIN: 24.84 / MAX: 61.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v21233691215SE +/- 1.20, N = 3SE +/- 0.17, N = 12SE +/- 0.29, N = 129.4911.8610.75MIN: 6.75 / MAX: 23.77MIN: 6.69 / MAX: 37.78MIN: 6.75 / MAX: 24.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v31233691215SE +/- 0.38, N = 3SE +/- 0.05, N = 12SE +/- 0.09, N = 1210.8011.5211.24MIN: 5.74 / MAX: 32.52MIN: 5.7 / MAX: 33.82MIN: 5.68 / MAX: 32.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v21233691215SE +/- 0.16, N = 3SE +/- 0.05, N = 12SE +/- 0.03, N = 1210.3210.6210.66MIN: 4.57 / MAX: 22.86MIN: 4.5 / MAX: 34.44MIN: 4.55 / MAX: 30.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet1233691215SE +/- 0.96, N = 3SE +/- 0.16, N = 12SE +/- 0.17, N = 1210.0311.2210.72MIN: 5.25 / MAX: 25.07MIN: 5.1 / MAX: 57.06MIN: 5.09 / MAX: 31.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b0123510152025SE +/- 0.22, N = 3SE +/- 0.06, N = 12SE +/- 0.12, N = 1218.2918.8818.27MIN: 9.11 / MAX: 28.87MIN: 9.06 / MAX: 52.06MIN: 9.03 / MAX: 36.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface1230.82351.6472.47053.2944.1175SE +/- 0.38, N = 3SE +/- 0.05, N = 12SE +/- 0.11, N = 123.153.663.32MIN: 1.51 / MAX: 17.82MIN: 1.48 / MAX: 14.98MIN: 1.49 / MAX: 16.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet1231020304050SE +/- 0.83, N = 3SE +/- 0.10, N = 12SE +/- 0.18, N = 1241.7742.5942.03MIN: 22.52 / MAX: 60.67MIN: 23.06 / MAX: 88.57MIN: 22.44 / MAX: 84.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg1612320406080100SE +/- 0.25, N = 3SE +/- 0.07, N = 12SE +/- 0.10, N = 12107.54108.02107.58MIN: 105.61 / MAX: 144.21MIN: 105.44 / MAX: 160.08MIN: 104.99 / MAX: 152.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet18123918273645SE +/- 1.86, N = 3SE +/- 0.56, N = 12SE +/- 0.42, N = 1237.1037.9535.07MIN: 22.99 / MAX: 65.11MIN: 23.18 / MAX: 80.55MIN: 23.18 / MAX: 76.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet123510152025SE +/- 1.25, N = 3SE +/- 0.47, N = 12SE +/- 0.35, N = 1219.2519.9119.13MIN: 16.66 / MAX: 39.01MIN: 16.61 / MAX: 47.54MIN: 16.65 / MAX: 46.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet501231428425670SE +/- 1.09, N = 3SE +/- 0.38, N = 12SE +/- 0.46, N = 1260.3663.5960.45MIN: 40.93 / MAX: 108.13MIN: 40.74 / MAX: 114.13MIN: 40.51 / MAX: 104.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny1231122334455SE +/- 1.99, N = 3SE +/- 0.53, N = 12SE +/- 0.71, N = 1246.2449.9946.21MIN: 39.41 / MAX: 78.9MIN: 40.24 / MAX: 100.65MIN: 40.27 / MAX: 96.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd1231122334455SE +/- 1.59, N = 3SE +/- 0.84, N = 12SE +/- 0.54, N = 1242.2747.7042.57MIN: 35.65 / MAX: 94.42MIN: 35.39 / MAX: 100.93MIN: 35.35 / MAX: 95.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: CPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m123612182430SE +/- 0.14, N = 3SE +/- 0.06, N = 12SE +/- 0.06, N = 1223.1823.1423.25MIN: 9.46 / MAX: 65.06MIN: 9.5 / MAX: 40.51MIN: 9.5 / MAX: 84.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mobilenet123816243240SE +/- 1.66, N = 9SE +/- 1.67, N = 15SE +/- 0.91, N = 1533.2530.2328.21MIN: 25.11 / MAX: 60.73MIN: 24.85 / MAX: 82.1MIN: 24.81 / MAX: 62.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21233691215SE +/- 0.24, N = 9SE +/- 0.69, N = 15SE +/- 0.64, N = 1512.399.539.18MIN: 6.79 / MAX: 30.5MIN: 6.79 / MAX: 29.13MIN: 6.77 / MAX: 31.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v3-v3 - Model: mobilenet-v31233691215SE +/- 0.08, N = 9SE +/- 0.76, N = 15SE +/- 0.69, N = 1511.558.638.39MIN: 5.78 / MAX: 29.41MIN: 5.73 / MAX: 29.8MIN: 5.72 / MAX: 32.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: shufflenet-v21233691215SE +/- 0.06, N = 9SE +/- 0.80, N = 15SE +/- 0.76, N = 1510.677.437.60MIN: 4.55 / MAX: 37.18MIN: 4.54 / MAX: 43.91MIN: 4.48 / MAX: 27.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mnasnet1233691215SE +/- 0.15, N = 9SE +/- 0.80, N = 15SE +/- 0.72, N = 1511.278.287.90MIN: 5.26 / MAX: 37.14MIN: 5.1 / MAX: 45.68MIN: 5.17 / MAX: 26.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: efficientnet-b0123510152025SE +/- 0.11, N = 9SE +/- 1.28, N = 15SE +/- 1.16, N = 1518.8613.9113.68MIN: 9.2 / MAX: 67.85MIN: 9.16 / MAX: 40.01MIN: 9.06 / MAX: 30.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: blazeface1230.81231.62462.43693.24924.0615SE +/- 0.06, N = 9SE +/- 0.26, N = 15SE +/- 0.23, N = 153.612.462.57MIN: 1.5 / MAX: 27.59MIN: 1.48 / MAX: 18.99MIN: 1.52 / MAX: 38.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: googlenet1231020304050SE +/- 0.09, N = 9SE +/- 2.58, N = 15SE +/- 2.32, N = 1542.1932.2032.43MIN: 22.69 / MAX: 66.5MIN: 22.62 / MAX: 65.3MIN: 22.43 / MAX: 79.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: vgg1612320406080100SE +/- 0.13, N = 9SE +/- 0.23, N = 15SE +/- 0.11, N = 15107.88107.91107.50MIN: 104.8 / MAX: 168.16MIN: 105.33 / MAX: 157.92MIN: 105.52 / MAX: 153.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet18123918273645SE +/- 0.72, N = 9SE +/- 2.05, N = 15SE +/- 1.73, N = 1537.8930.8229.26MIN: 23.05 / MAX: 68.33MIN: 23.03 / MAX: 84.28MIN: 23.11 / MAX: 61.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: alexnet123510152025SE +/- 0.76, N = 9SE +/- 0.62, N = 15SE +/- 0.41, N = 1520.9519.0318.35MIN: 16.56 / MAX: 45.25MIN: 16.66 / MAX: 43.01MIN: 16.67 / MAX: 364.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet5012320406080100SE +/- 35.51, N = 9SE +/- 3.04, N = 15SE +/- 2.26, N = 15100.1952.4650.95MIN: 40.36 / MAX: 4154.68MIN: 40.54 / MAX: 116.09MIN: 40.68 / MAX: 95.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: yolov4-tiny1231122334455SE +/- 1.00, N = 9SE +/- 1.11, N = 15SE +/- 1.00, N = 1548.6444.4344.35MIN: 39.58 / MAX: 96.41MIN: 40.31 / MAX: 97.89MIN: 40.22 / MAX: 102.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: squeezenet_ssd12320406080100SE +/- 47.17, N = 9SE +/- 1.74, N = 15SE +/- 1.17, N = 1593.8241.4239.58MIN: 35.41 / MAX: 3029.77MIN: 35.36 / MAX: 129MIN: 35.36 / MAX: 109.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: regnety_400m123612182430SE +/- 0.07, N = 9SE +/- 1.80, N = 15SE +/- 1.74, N = 1523.1516.0117.00MIN: 9.45 / MAX: 58.66MIN: 9.41 / MAX: 46.2MIN: 9.3 / MAX: 61.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

TNN

Target: CPU - Model: DenseNet

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet12310002000300040005000SE +/- 5.81, N = 3SE +/- 11.25, N = 3SE +/- 8.59, N = 34560.004509.044559.54MIN: 4366.8 / MAX: 4788.13MIN: 4263.42 / MAX: 4776.08MIN: 4387.74 / MAX: 4716.571. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

TNN

Target: CPU - Model: MobileNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v212360120180240300SE +/- 0.27, N = 3SE +/- 1.19, N = 3SE +/- 0.58, N = 3288.91287.74289.40MIN: 280.4 / MAX: 305.18MIN: 280.35 / MAX: 307.48MIN: 281.68 / MAX: 320.441. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

TNN

Target: CPU - Model: SqueezeNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v21231632486480SE +/- 0.16, N = 3SE +/- 0.14, N = 3SE +/- 0.20, N = 372.1072.1272.33MIN: 71.64 / MAX: 72.78MIN: 71.43 / MAX: 72.62MIN: 71.7 / MAX: 73.11. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

TNN

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.112360120180240300SE +/- 0.29, N = 3SE +/- 0.12, N = 3SE +/- 0.03, N = 3255.28255.17254.93MIN: 254.37 / MAX: 258.22MIN: 254.38 / MAX: 256.83MIN: 254.39 / MAX: 255.871. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

Phoronix Test Suite v10.8.4