3400g nn

AMD Ryzen 5 3400G testing with a ASUS PRIME B450M-A (2006 BIOS) and ASUS AMD Picasso on Ubuntu 19.10 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 2106184-IB-3400GNN2727
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3400g nnProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerVulkanCompilerFile-SystemScreen Resolution123AMD Ryzen 5 3400G @ 3.70GHz (4 Cores / 8 Threads)ASUS PRIME B450M-A (2006 BIOS)AMD Raven/Raven22 x 8192 MB DDR4-3000MT/s CRUCIAL29GB INTEL MEMPEK1W032GA + 4 x 6001GB Seagate ST6000VN0033-2EEASUS AMD Picasso (1400/1500MHz)AMD Raven/Raven2/FenghuangSyncMasterRealtek RTL8111/8168/8411Ubuntu 19.105.3.0-46-generic (x86_64)GNOME Shell 3.34.1X Server1.1.107GCC 9.2.1 20191008ext41280x800OpenBenchmarking.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++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-offload-targets=nvptx-none,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-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 ondemand (Boost: Enabled) - CPU Microcode: 0x8108109Security 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 STIBP: disabled RSB filling + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%100%101%101%NCNNMobile Neural NetworkTNN

3400g 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_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 v1.11232.4725.76054.3509.6845.9986.87969.88734.408.607.325.168.2612.541.8826.08100.2124.0320.5551.5948.2536.1813.6134.518.597.335.157.5912.632.0025.28100.2924.1820.7851.6048.1134.7714.593717.757299.83071.803260.0562.4735.85954.3819.6275.8336.86270.67735.208.267.285.137.5212.551.9025.85101.0624.7320.3051.6048.5734.9813.6234.358.207.255.157.7412.651.8926.37100.1024.0120.8351.5447.8034.9414.243733.171300.30071.579259.6582.4835.98854.7449.6785.8936.95270.18632.748.707.535.187.7912.732.0825.32101.1524.0920.4652.6648.5935.2213.6734.778.547.345.177.9712.782.0225.41101.5324.0720.9051.8848.8435.3913.763733.516301.70672.507260.010OpenBenchmarking.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: mobilenetV31230.55871.11741.67612.23482.7935SE +/- 0.006, N = 3SE +/- 0.004, N = 3SE +/- 0.013, N = 32.4722.4732.483MIN: 2.43 / MAX: 5.18MIN: 2.44 / MAX: 4.87MIN: 2.43 / MAX: 2.681. (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: mobilenetV3123246810Min: 2.46 / Avg: 2.47 / Max: 2.48Min: 2.47 / Avg: 2.47 / Max: 2.48Min: 2.46 / Avg: 2.48 / Max: 2.51. (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: squeezenetv1.11231.34732.69464.04195.38926.7365SE +/- 0.011, N = 3SE +/- 0.132, N = 3SE +/- 0.121, N = 35.7605.8595.988MIN: 5.67 / MAX: 9.81MIN: 5.62 / MAX: 63.87MIN: 5.62 / MAX: 66.451. (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
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: squeezenetv1.1123246810Min: 5.74 / Avg: 5.76 / Max: 5.77Min: 5.69 / Avg: 5.86 / Max: 6.12Min: 5.76 / Avg: 5.99 / Max: 6.161. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: resnet-v2-501231224364860SE +/- 0.30, N = 3SE +/- 0.02, N = 3SE +/- 0.77, N = 354.3554.3854.74MIN: 53.19 / MAX: 154.56MIN: 53.2 / MAX: 146.41MIN: 53.14 / MAX: 145.951. (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-v2-501231122334455Min: 53.74 / Avg: 54.35 / Max: 54.67Min: 54.34 / Avg: 54.38 / Max: 54.4Min: 53.92 / Avg: 54.74 / Max: 56.291. (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: SqueezeNetV1.01233691215SE +/- 0.087, N = 3SE +/- 0.071, N = 3SE +/- 0.126, N = 39.6849.6279.678MIN: 9.35 / MAX: 84.73MIN: 9.42 / MAX: 55.33MIN: 9.42 / MAX: 82.91. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 1.2Model: SqueezeNetV1.01233691215Min: 9.52 / Avg: 9.68 / Max: 9.82Min: 9.52 / Avg: 9.63 / Max: 9.76Min: 9.52 / Avg: 9.68 / Max: 9.931. (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_2241231.34962.69924.04885.39846.748SE +/- 0.169, N = 3SE +/- 0.008, N = 3SE +/- 0.044, N = 35.9985.8335.893MIN: 5.77 / MAX: 96.39MIN: 5.76 / MAX: 8.26MIN: 5.77 / MAX: 9.911. (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: MobileNetV2_224123246810Min: 5.82 / Avg: 6 / Max: 6.34Min: 5.82 / Avg: 5.83 / Max: 5.84Min: 5.83 / Avg: 5.89 / Max: 5.981. (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-v1-1.0123246810SE +/- 0.018, N = 3SE +/- 0.014, N = 3SE +/- 0.077, N = 36.8796.8626.952MIN: 6.8 / MAX: 15.25MIN: 6.8 / MAX: 10.9MIN: 6.79 / MAX: 63.271. (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-v1-1.01233691215Min: 6.85 / Avg: 6.88 / Max: 6.91Min: 6.84 / Avg: 6.86 / Max: 6.88Min: 6.84 / Avg: 6.95 / Max: 7.11. (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-v31231632486480SE +/- 0.76, N = 3SE +/- 1.02, N = 3SE +/- 0.67, N = 369.8970.6870.19MIN: 67.59 / MAX: 180.29MIN: 67.51 / MAX: 204.3MIN: 67.44 / MAX: 207.771. (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-v31231428425670Min: 68.42 / Avg: 69.89 / Max: 70.99Min: 68.65 / Avg: 70.68 / Max: 71.86Min: 69.31 / Avg: 70.19 / Max: 71.491. (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: mobilenet123816243240SE +/- 0.27, N = 3SE +/- 0.26, N = 3SE +/- 0.55, N = 334.4035.2032.74MIN: 31.82 / MAX: 124.12MIN: 31.77 / MAX: 121.37MIN: 31.85 / MAX: 36.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mobilenet123816243240Min: 34.09 / Avg: 34.4 / Max: 34.93Min: 34.89 / Avg: 35.2 / Max: 35.71Min: 32 / Avg: 32.74 / Max: 33.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.17, N = 3SE +/- 0.06, N = 3SE +/- 0.22, N = 38.608.268.70MIN: 8.18 / MAX: 8.88MIN: 8.12 / MAX: 10.62MIN: 8.15 / MAX: 13.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 8.25 / Avg: 8.6 / Max: 8.77Min: 8.18 / Avg: 8.26 / Max: 8.37Min: 8.38 / Avg: 8.7 / Max: 9.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.16, N = 37.327.287.53MIN: 7.2 / MAX: 7.61MIN: 7.15 / MAX: 7.65MIN: 7.18 / MAX: 15.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU-v3-v3 - Model: mobilenet-v31233691215Min: 7.26 / Avg: 7.32 / Max: 7.35Min: 7.21 / Avg: 7.28 / Max: 7.37Min: 7.24 / Avg: 7.53 / Max: 7.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v21231.16552.3313.49654.6625.8275SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 35.165.135.18MIN: 5.09 / MAX: 6.53MIN: 5.06 / MAX: 5.21MIN: 5.08 / MAX: 5.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: shufflenet-v2123246810Min: 5.13 / Avg: 5.16 / Max: 5.19Min: 5.1 / Avg: 5.13 / Max: 5.15Min: 5.13 / Avg: 5.18 / Max: 5.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet123246810SE +/- 0.68, N = 3SE +/- 0.06, N = 3SE +/- 0.17, N = 38.267.527.79MIN: 7.43 / MAX: 86.05MIN: 7.35 / MAX: 7.72MIN: 7.4 / MAX: 10.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: mnasnet1233691215Min: 7.49 / Avg: 8.26 / Max: 9.62Min: 7.42 / Avg: 7.52 / Max: 7.64Min: 7.45 / Avg: 7.79 / Max: 8.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b01233691215SE +/- 0.14, N = 3SE +/- 0.19, N = 3SE +/- 0.25, N = 312.5412.5512.73MIN: 12.19 / MAX: 13.12MIN: 12.1 / MAX: 13.74MIN: 12.18 / MAX: 13.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: efficientnet-b012348121620Min: 12.26 / Avg: 12.54 / Max: 12.69Min: 12.18 / Avg: 12.55 / Max: 12.8Min: 12.23 / Avg: 12.73 / Max: 12.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface1230.4680.9361.4041.8722.34SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.11, N = 31.881.902.08MIN: 1.82 / MAX: 1.97MIN: 1.86 / MAX: 1.99MIN: 1.82 / MAX: 2.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: blazeface123246810Min: 1.85 / Avg: 1.88 / Max: 1.9Min: 1.89 / Avg: 1.9 / Max: 1.91Min: 1.86 / Avg: 2.08 / Max: 2.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet123612182430SE +/- 1.05, N = 3SE +/- 0.14, N = 3SE +/- 0.22, N = 326.0825.8525.32MIN: 24.77 / MAX: 102.44MIN: 24.81 / MAX: 104.83MIN: 24.72 / MAX: 27.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: googlenet123612182430Min: 24.92 / Avg: 26.08 / Max: 28.18Min: 25.62 / Avg: 25.85 / Max: 26.11Min: 24.9 / Avg: 25.32 / Max: 25.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg1612320406080100SE +/- 0.09, N = 3SE +/- 0.67, N = 3SE +/- 0.65, N = 3100.21101.06101.15MIN: 98.6 / MAX: 110.29MIN: 98.8 / MAX: 187.95MIN: 98.86 / MAX: 184.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: vgg1612320406080100Min: 100.04 / Avg: 100.21 / Max: 100.31Min: 99.76 / Avg: 101.06 / Max: 101.97Min: 99.88 / Avg: 101.15 / Max: 102.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet18123612182430SE +/- 0.01, N = 3SE +/- 0.63, N = 3SE +/- 0.04, N = 324.0324.7324.09MIN: 23.82 / MAX: 29.33MIN: 23.83 / MAX: 111.94MIN: 23.81 / MAX: 25.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet18123612182430Min: 24.02 / Avg: 24.03 / Max: 24.04Min: 24.03 / Avg: 24.73 / Max: 25.98Min: 24 / Avg: 24.09 / Max: 24.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet123510152025SE +/- 0.23, N = 3SE +/- 0.10, N = 3SE +/- 0.35, N = 320.5520.3020.46MIN: 19.92 / MAX: 58.1MIN: 19.9 / MAX: 27.66MIN: 19.92 / MAX: 58.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: alexnet123510152025Min: 20.24 / Avg: 20.55 / Max: 21Min: 20.15 / Avg: 20.3 / Max: 20.5Min: 20.07 / Avg: 20.46 / Max: 21.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet501231224364860SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.54, N = 351.5951.6052.66MIN: 51.37 / MAX: 53.6MIN: 51.34 / MAX: 53.45MIN: 51.5 / MAX: 147.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: resnet501231122334455Min: 51.55 / Avg: 51.59 / Max: 51.64Min: 51.58 / Avg: 51.6 / Max: 51.62Min: 51.74 / Avg: 52.66 / Max: 53.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny1231122334455SE +/- 0.18, N = 3SE +/- 0.58, N = 3SE +/- 0.24, N = 348.2548.5748.59MIN: 44.93 / MAX: 54.91MIN: 44.08 / MAX: 126.72MIN: 44.69 / MAX: 118.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: yolov4-tiny1231020304050Min: 48.03 / Avg: 48.25 / Max: 48.61Min: 47.52 / Avg: 48.57 / Max: 49.53Min: 48.2 / Avg: 48.59 / Max: 49.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123816243240SE +/- 0.61, N = 3SE +/- 0.06, N = 3SE +/- 0.12, N = 336.1834.9835.22MIN: 34.08 / MAX: 146.4MIN: 34.09 / MAX: 39.61MIN: 34.22 / MAX: 40.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: squeezenet_ssd123816243240Min: 34.97 / Avg: 36.18 / Max: 36.9Min: 34.88 / Avg: 34.98 / Max: 35.08Min: 34.98 / Avg: 35.22 / Max: 35.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m12348121620SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 313.6113.6213.67MIN: 13.56 / MAX: 13.9MIN: 13.56 / MAX: 13.94MIN: 13.54 / MAX: 14.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: CPU - Model: regnety_400m12348121620Min: 13.61 / Avg: 13.61 / Max: 13.61Min: 13.6 / Avg: 13.62 / Max: 13.65Min: 13.6 / Avg: 13.67 / Max: 13.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mobilenet123816243240SE +/- 0.40, N = 3SE +/- 0.28, N = 3SE +/- 0.51, N = 434.5134.3534.77MIN: 31.77 / MAX: 127.76MIN: 31.68 / MAX: 122.44MIN: 31.88 / MAX: 153.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mobilenet123714212835Min: 34.01 / Avg: 34.51 / Max: 35.31Min: 33.82 / Avg: 34.35 / Max: 34.78Min: 33.99 / Avg: 34.77 / Max: 36.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.17, N = 3SE +/- 0.02, N = 3SE +/- 0.13, N = 48.598.208.54MIN: 8.18 / MAX: 9.16MIN: 8.1 / MAX: 9.19MIN: 8.21 / MAX: 8.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21233691215Min: 8.24 / Avg: 8.59 / Max: 8.76Min: 8.17 / Avg: 8.2 / Max: 8.24Min: 8.25 / Avg: 8.54 / Max: 8.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 47.337.257.34MIN: 7.19 / MAX: 7.47MIN: 7.15 / MAX: 11.51MIN: 7.23 / MAX: 7.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU-v3-v3 - Model: mobilenet-v31233691215Min: 7.26 / Avg: 7.33 / Max: 7.38Min: 7.22 / Avg: 7.25 / Max: 7.29Min: 7.3 / Avg: 7.34 / Max: 7.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: shufflenet-v21231.16332.32663.48994.65325.8165SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 45.155.155.17MIN: 5.09 / MAX: 5.44MIN: 5.05 / MAX: 6.21MIN: 5.07 / MAX: 5.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: shufflenet-v2123246810Min: 5.14 / Avg: 5.15 / Max: 5.16Min: 5.11 / Avg: 5.15 / Max: 5.19Min: 5.12 / Avg: 5.17 / Max: 5.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mnasnet123246810SE +/- 0.05, N = 3SE +/- 0.20, N = 3SE +/- 0.25, N = 47.597.747.97MIN: 7.43 / MAX: 7.81MIN: 7.44 / MAX: 13.53MIN: 7.45 / MAX: 52.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: mnasnet1233691215Min: 7.49 / Avg: 7.59 / Max: 7.66Min: 7.49 / Avg: 7.74 / Max: 8.13Min: 7.5 / Avg: 7.97 / Max: 8.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: efficientnet-b01233691215SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.20, N = 412.6312.6512.78MIN: 12.22 / MAX: 14.26MIN: 12.51 / MAX: 16.18MIN: 12.21 / MAX: 14.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: efficientnet-b012348121620Min: 12.52 / Avg: 12.63 / Max: 12.69Min: 12.59 / Avg: 12.65 / Max: 12.69Min: 12.28 / Avg: 12.78 / Max: 13.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: blazeface1230.45450.9091.36351.8182.2725SE +/- 0.11, N = 3SE +/- 0.01, N = 3SE +/- 0.08, N = 42.001.892.02MIN: 1.83 / MAX: 3.28MIN: 1.84 / MAX: 1.98MIN: 1.83 / MAX: 2.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: blazeface123246810Min: 1.89 / Avg: 2 / Max: 2.21Min: 1.88 / Avg: 1.89 / Max: 1.9Min: 1.86 / Avg: 2.02 / Max: 2.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: googlenet123612182430SE +/- 0.20, N = 3SE +/- 0.97, N = 3SE +/- 0.31, N = 425.2826.3725.41MIN: 24.76 / MAX: 26.77MIN: 24.67 / MAX: 110.11MIN: 24.78 / MAX: 26.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: googlenet123612182430Min: 25.07 / Avg: 25.28 / Max: 25.68Min: 24.81 / Avg: 26.37 / Max: 28.15Min: 24.94 / Avg: 25.41 / Max: 26.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: vgg1612320406080100SE +/- 0.32, N = 3SE +/- 0.24, N = 3SE +/- 0.69, N = 4100.29100.10101.53MIN: 98.81 / MAX: 181.28MIN: 98.46 / MAX: 184.41MIN: 98.81 / MAX: 203.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: vgg1612320406080100Min: 99.77 / Avg: 100.29 / Max: 100.86Min: 99.8 / Avg: 100.1 / Max: 100.58Min: 99.63 / Avg: 101.53 / Max: 102.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet18123612182430SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 424.1824.0124.07MIN: 23.8 / MAX: 77.17MIN: 23.77 / MAX: 25.74MIN: 23.85 / MAX: 29.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet18123612182430Min: 24.02 / Avg: 24.18 / Max: 24.42Min: 23.97 / Avg: 24.01 / Max: 24.06Min: 24.01 / Avg: 24.07 / Max: 24.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: alexnet123510152025SE +/- 0.67, N = 3SE +/- 0.64, N = 3SE +/- 0.36, N = 420.7820.8320.90MIN: 19.93 / MAX: 82.41MIN: 19.83 / MAX: 70.68MIN: 19.94 / MAX: 78.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: alexnet123510152025Min: 20.11 / Avg: 20.78 / Max: 22.12Min: 20.01 / Avg: 20.83 / Max: 22.09Min: 20.16 / Avg: 20.9 / Max: 21.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet501231224364860SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.20, N = 451.6051.5451.88MIN: 51.34 / MAX: 52.32MIN: 51.24 / MAX: 56.94MIN: 51.43 / MAX: 54.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: resnet501231020304050Min: 51.55 / Avg: 51.6 / Max: 51.63Min: 51.47 / Avg: 51.54 / Max: 51.61Min: 51.65 / Avg: 51.88 / Max: 52.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: yolov4-tiny1231122334455SE +/- 0.05, N = 3SE +/- 0.12, N = 3SE +/- 0.47, N = 448.1147.8048.84MIN: 44.53 / MAX: 55.39MIN: 44 / MAX: 52.65MIN: 44.14 / MAX: 150.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: yolov4-tiny1231020304050Min: 48.02 / Avg: 48.11 / Max: 48.17Min: 47.61 / Avg: 47.8 / Max: 48.01Min: 48.15 / Avg: 48.84 / Max: 50.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: squeezenet_ssd123816243240SE +/- 0.07, N = 3SE +/- 0.05, N = 3SE +/- 0.26, N = 434.7734.9435.39MIN: 34.09 / MAX: 38.83MIN: 34.13 / MAX: 42.12MIN: 34.21 / MAX: 98.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: squeezenet_ssd123816243240Min: 34.65 / Avg: 34.77 / Max: 34.9Min: 34.88 / Avg: 34.94 / Max: 35.04Min: 34.87 / Avg: 35.39 / Max: 36.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: regnety_400m12348121620SE +/- 0.56, N = 3SE +/- 0.61, N = 3SE +/- 0.11, N = 414.5914.2413.76MIN: 13.57 / MAX: 93.11MIN: 13.51 / MAX: 107.31MIN: 13.55 / MAX: 15.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210525Target: Vulkan GPU - Model: regnety_400m12348121620Min: 13.63 / Avg: 14.59 / Max: 15.57Min: 13.62 / Avg: 14.24 / Max: 15.46Min: 13.62 / Avg: 13.76 / Max: 14.081. (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: DenseNet1238001600240032004000SE +/- 2.46, N = 3SE +/- 0.92, N = 3SE +/- 11.15, N = 33717.763733.173733.52MIN: 3634.62 / MAX: 3859.41MIN: 3622.3 / MAX: 3911.91MIN: 3643.81 / MAX: 3873.561. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: DenseNet1236001200180024003000Min: 3714.95 / Avg: 3717.76 / Max: 3722.65Min: 3732.02 / Avg: 3733.17 / Max: 3734.99Min: 3713.85 / Avg: 3733.52 / Max: 3752.441. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v212370140210280350SE +/- 0.44, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3299.83300.30301.71MIN: 290.93 / MAX: 313.93MIN: 291.46 / MAX: 337.46MIN: 292.13 / MAX: 315.721. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: MobileNet v212350100150200250Min: 299.07 / Avg: 299.83 / Max: 300.59Min: 300.26 / Avg: 300.3 / Max: 300.37Min: 301.58 / Avg: 301.71 / Max: 301.821. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v21231632486480SE +/- 0.83, N = 3SE +/- 0.40, N = 3SE +/- 0.27, N = 371.8071.5872.51MIN: 68.91 / MAX: 92.69MIN: 68.17 / MAX: 91.35MIN: 69.84 / MAX: 91.761. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v21231428425670Min: 70.34 / Avg: 71.8 / Max: 73.22Min: 70.91 / Avg: 71.58 / Max: 72.29Min: 71.97 / Avg: 72.51 / Max: 72.831. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.112360120180240300SE +/- 0.65, N = 3SE +/- 0.16, N = 3SE +/- 0.20, N = 3260.06259.66260.01MIN: 257.94 / MAX: 335.11MIN: 258.41 / MAX: 274.91MIN: 259.34 / MAX: 276.81. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl
OpenBenchmarking.orgms, Fewer Is BetterTNN 0.3Target: CPU - Model: SqueezeNet v1.112350100150200250Min: 258.9 / Avg: 260.06 / Max: 261.16Min: 259.37 / Avg: 259.66 / Max: 259.93Min: 259.75 / Avg: 260.01 / Max: 260.41. (CXX) g++ options: -fopenmp -pthread -fvisibility=hidden -fvisibility=default -O3 -rdynamic -ldl