ncnn 5500u

AMD Ryzen 5 5500U testing with a LENOVO LNVNB161216 (GLCN22WW BIOS) and AMD Lucienne 2GB 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 2107274-PTS-NCNN550094
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July 27 2021
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July 27 2021
  2 Hours, 38 Minutes
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July 27 2021
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ncnn 5500uProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution123AMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads)LENOVO LNVNB161216 (GLCN22WW BIOS)AMD Renoir Root Complex6GB256GB SAMSUNG MZALQ256HBJD-00BL2AMD Lucienne 2GB (1800/400MHz)AMD Renoir Radeon HD AudioQualcomm Atheros QCA6174 802.11acUbuntu 21.045.12.17-051217-generic (x86_64)GNOME Shell 3.38.4X Server 1.20.11 + Wayland4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa) (LLVM 12.0.0)1.2.182GCC 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: 0x8608102Security 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: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%103%106%108%111%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNCPU - squeezenet_ssdVulkan GPU - blazefaceVulkan GPU - mobilenetCPU - googlenetVulkan GPU - squeezenet_ssdVulkan GPU - shufflenet-v2Vulkan GPU - yolov4-tinyCPU-v3-v3 - mobilenet-v3CPU - efficientnet-b0Vulkan GPU - regnety_400mCPU - mnasnetCPU-v2-v2 - mobilenet-v2CPU - yolov4-tinyVulkan GPU - googlenetCPU - shufflenet-v2CPU - alexnetVulkan GPU - resnet50Vulkan GPU-v2-v2 - mobilenet-v2CPU - resnet18Vulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - alexnetCPU - regnety_400mVulkan GPU - vgg16CPU - blazefaceCPU - vgg16Vulkan GPU - mnasnetVulkan GPU - resnet18CPU - resnet50CPU - mobilenetVulkan GPU - efficientnet-b0

ncnn 5500uncnn: 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_400m12328.217.896.735.075.7210.371.9523.68107.1523.6917.7744.0943.2434.9511.4813.655.066.053.905.0311.981.5910.9959.418.069.6516.2426.2919.046.7128.127.836.645.125.7610.351.9623.63106.6723.7117.7143.9342.7731.4011.4114.165.026.093.975.0212.001.5111.0359.738.039.6816.1126.0418.616.6828.147.806.615.085.6810.211.9525.17106.7623.8517.8844.0143.0531.4811.4313.295.036.054.035.0111.981.4911.1159.488.059.7116.1225.7719.516.78OpenBenchmarking.org

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 20210720Target: CPU - Model: mobilenet123714212835SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.05, N = 328.2128.1228.14MIN: 27.42 / MAX: 44.55MIN: 27.35 / MAX: 51.87MIN: 27.4 / MAX: 36.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mobilenet123612182430Min: 28.02 / Avg: 28.21 / Max: 28.42Min: 28.04 / Avg: 28.12 / Max: 28.26Min: 28.07 / Avg: 28.14 / Max: 28.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 37.897.837.80MIN: 7.61 / MAX: 9.12MIN: 7.47 / MAX: 11.37MIN: 7.48 / MAX: 8.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 7.88 / Avg: 7.89 / Max: 7.91Min: 7.78 / Avg: 7.83 / Max: 7.91Min: 7.76 / Avg: 7.8 / Max: 7.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 36.736.646.61MIN: 6.53 / MAX: 10.91MIN: 6.41 / MAX: 18.28MIN: 6.38 / MAX: 10.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v31233691215Min: 6.68 / Avg: 6.73 / Max: 6.76Min: 6.55 / Avg: 6.64 / Max: 6.7Min: 6.51 / Avg: 6.61 / Max: 6.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v21231.1522.3043.4564.6085.76SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 35.075.125.08MIN: 4.98 / MAX: 8.63MIN: 5 / MAX: 9.52MIN: 4.97 / MAX: 8.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v2123246810Min: 5.07 / Avg: 5.07 / Max: 5.08Min: 5.08 / Avg: 5.12 / Max: 5.15Min: 5.05 / Avg: 5.08 / Max: 5.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet1231.2962.5923.8885.1846.48SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 35.725.765.68MIN: 5.6 / MAX: 6.5MIN: 5.59 / MAX: 14.63MIN: 5.54 / MAX: 6.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet123246810Min: 5.7 / Avg: 5.72 / Max: 5.74Min: 5.72 / Avg: 5.76 / Max: 5.8Min: 5.63 / Avg: 5.68 / Max: 5.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 310.3710.3510.21MIN: 10.02 / MAX: 13.77MIN: 9.98 / MAX: 21.57MIN: 9.86 / MAX: 14.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215Min: 10.26 / Avg: 10.37 / Max: 10.46Min: 10.21 / Avg: 10.35 / Max: 10.43Min: 10.09 / Avg: 10.21 / Max: 10.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface1230.4410.8821.3231.7642.205SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 31.951.961.95MIN: 1.86 / MAX: 2.46MIN: 1.83 / MAX: 2.44MIN: 1.86 / MAX: 2.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface123246810Min: 1.9 / Avg: 1.95 / Max: 2Min: 1.88 / Avg: 1.96 / Max: 2.07Min: 1.92 / Avg: 1.95 / Max: 21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123612182430SE +/- 0.27, N = 3SE +/- 0.31, N = 3SE +/- 1.53, N = 323.6823.6325.17MIN: 22.89 / MAX: 27.16MIN: 22.71 / MAX: 27.81MIN: 22.86 / MAX: 1057.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123612182430Min: 23.15 / Avg: 23.68 / Max: 23.97Min: 23.05 / Avg: 23.63 / Max: 24.09Min: 23.15 / Avg: 25.17 / Max: 28.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612320406080100SE +/- 0.14, N = 3SE +/- 0.38, N = 3SE +/- 0.16, N = 3107.15106.67106.76MIN: 106.16 / MAX: 131.09MIN: 105.54 / MAX: 146.39MIN: 105.82 / MAX: 126.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612320406080100Min: 106.91 / Avg: 107.15 / Max: 107.41Min: 106.09 / Avg: 106.67 / Max: 107.39Min: 106.45 / Avg: 106.76 / Max: 1071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123612182430SE +/- 0.05, N = 3SE +/- 0.13, N = 3SE +/- 0.12, N = 323.6923.7123.85MIN: 22.98 / MAX: 26.96MIN: 22.93 / MAX: 27.76MIN: 22.9 / MAX: 27.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123612182430Min: 23.6 / Avg: 23.69 / Max: 23.76Min: 23.5 / Avg: 23.71 / Max: 23.95Min: 23.61 / Avg: 23.85 / Max: 23.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet12348121620SE +/- 0.20, N = 3SE +/- 0.19, N = 3SE +/- 0.16, N = 317.7717.7117.88MIN: 16.87 / MAX: 26.21MIN: 16.81 / MAX: 20.75MIN: 16.97 / MAX: 22.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet123510152025Min: 17.55 / Avg: 17.77 / Max: 18.17Min: 17.44 / Avg: 17.71 / Max: 18.08Min: 17.57 / Avg: 17.88 / Max: 18.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet501231020304050SE +/- 0.09, N = 3SE +/- 0.13, N = 3SE +/- 0.09, N = 344.0943.9344.01MIN: 43.38 / MAX: 46.92MIN: 43.27 / MAX: 55.23MIN: 43.24 / MAX: 47.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet50123918273645Min: 43.96 / Avg: 44.09 / Max: 44.26Min: 43.77 / Avg: 43.93 / Max: 44.18Min: 43.83 / Avg: 44.01 / Max: 44.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny1231020304050SE +/- 0.21, N = 3SE +/- 0.05, N = 3SE +/- 0.16, N = 343.2442.7743.05MIN: 41.93 / MAX: 56.34MIN: 41.67 / MAX: 50.15MIN: 41.92 / MAX: 56.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny123918273645Min: 42.94 / Avg: 43.24 / Max: 43.64Min: 42.68 / Avg: 42.77 / Max: 42.84Min: 42.82 / Avg: 43.05 / Max: 43.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd123816243240SE +/- 3.32, N = 3SE +/- 0.11, N = 3SE +/- 0.02, N = 334.9531.4031.48MIN: 30.03 / MAX: 2077.49MIN: 30.68 / MAX: 41.34MIN: 30.82 / MAX: 35.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd123714212835Min: 31.49 / Avg: 34.95 / Max: 41.59Min: 31.24 / Avg: 31.4 / Max: 31.62Min: 31.44 / Avg: 31.48 / Max: 31.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m1233691215SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 311.4811.4111.43MIN: 11.26 / MAX: 13.56MIN: 11.18 / MAX: 15.1MIN: 11.2 / MAX: 15.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m1233691215Min: 11.37 / Avg: 11.48 / Max: 11.54Min: 11.29 / Avg: 11.41 / Max: 11.52Min: 11.31 / Avg: 11.43 / Max: 11.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet12348121620SE +/- 0.17, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 313.6514.1613.29MIN: 12.67 / MAX: 19.78MIN: 13.15 / MAX: 23.87MIN: 12.78 / MAX: 18.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet12348121620Min: 13.47 / Avg: 13.65 / Max: 13.99Min: 14.07 / Avg: 14.16 / Max: 14.22Min: 13.17 / Avg: 13.29 / Max: 13.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21231.13852.2773.41554.5545.6925SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.05, N = 35.065.025.03MIN: 4.15 / MAX: 6.49MIN: 4.35 / MAX: 6.13MIN: 4.3 / MAX: 6.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2123246810Min: 5.05 / Avg: 5.06 / Max: 5.09Min: 5.01 / Avg: 5.02 / Max: 5.02Min: 4.96 / Avg: 5.03 / Max: 5.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 36.056.096.05MIN: 5.31 / MAX: 7.39MIN: 5.23 / MAX: 7.3MIN: 5.2 / MAX: 7.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123246810Min: 6.02 / Avg: 6.05 / Max: 6.1Min: 6.03 / Avg: 6.09 / Max: 6.14Min: 6.01 / Avg: 6.05 / Max: 6.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v21230.90681.81362.72043.62724.534SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 33.903.974.03MIN: 3.02 / MAX: 5.76MIN: 2.97 / MAX: 5.85MIN: 3.04 / MAX: 5.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v2123246810Min: 3.81 / Avg: 3.9 / Max: 4Min: 3.83 / Avg: 3.97 / Max: 4.05Min: 3.97 / Avg: 4.03 / Max: 4.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet1231.13182.26363.39544.52725.659SE +/- 0.01, N = 3SE +/- 0.02, N = 2SE +/- 0.02, N = 35.035.025.01MIN: 4.37 / MAX: 6.83MIN: 4.48 / MAX: 6.73MIN: 4.26 / MAX: 6.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet123246810Min: 5.02 / Avg: 5.03 / Max: 5.04Min: 5 / Avg: 5.02 / Max: 5.04Min: 4.97 / Avg: 5.01 / Max: 5.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b01233691215SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 311.9812.0011.98MIN: 11.12 / MAX: 13.43MIN: 11.16 / MAX: 13.42MIN: 11.07 / MAX: 13.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b01233691215Min: 11.88 / Avg: 11.98 / Max: 12.05Min: 11.93 / Avg: 12 / Max: 12.04Min: 11.93 / Avg: 11.98 / Max: 12.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface1230.35780.71561.07341.43121.789SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 31.591.511.49MIN: 1.35 / MAX: 2.95MIN: 1.33 / MAX: 2.9MIN: 1.33 / MAX: 2.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface123246810Min: 1.54 / Avg: 1.59 / Max: 1.62Min: 1.45 / Avg: 1.51 / Max: 1.62Min: 1.44 / Avg: 1.49 / Max: 1.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet1233691215SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 310.9911.0311.11MIN: 9.99 / MAX: 12.7MIN: 9.96 / MAX: 12.46MIN: 10.03 / MAX: 13.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet1233691215Min: 10.89 / Avg: 10.99 / Max: 11.05Min: 10.97 / Avg: 11.03 / Max: 11.08Min: 11 / Avg: 11.11 / Max: 11.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161231326395265SE +/- 0.02, N = 3SE +/- 0.20, N = 3SE +/- 0.04, N = 359.4159.7359.48MIN: 58.7 / MAX: 60.94MIN: 58.78 / MAX: 61.4MIN: 58.76 / MAX: 60.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161231224364860Min: 59.37 / Avg: 59.41 / Max: 59.45Min: 59.38 / Avg: 59.73 / Max: 60.08Min: 59.43 / Avg: 59.48 / Max: 59.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet18123246810SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 38.068.038.05MIN: 7.3 / MAX: 10.08MIN: 7.25 / MAX: 10MIN: 7.58 / MAX: 9.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet181233691215Min: 8.02 / Avg: 8.06 / Max: 8.13Min: 8 / Avg: 8.03 / Max: 8.05Min: 8.02 / Avg: 8.05 / Max: 8.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet1233691215SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 39.659.689.71MIN: 8.88 / MAX: 11.05MIN: 8.97 / MAX: 11.99MIN: 9.09 / MAX: 11.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet1233691215Min: 9.59 / Avg: 9.65 / Max: 9.77Min: 9.67 / Avg: 9.68 / Max: 9.69Min: 9.6 / Avg: 9.71 / Max: 9.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet5012348121620SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 316.2416.1116.12MIN: 15.65 / MAX: 17.96MIN: 15.68 / MAX: 17.48MIN: 15.67 / MAX: 18.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet5012348121620Min: 16.11 / Avg: 16.24 / Max: 16.35Min: 16.06 / Avg: 16.11 / Max: 16.16Min: 16.08 / Avg: 16.12 / Max: 16.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123612182430SE +/- 0.92, N = 3SE +/- 0.37, N = 3SE +/- 0.34, N = 326.2926.0425.77MIN: 23.91 / MAX: 42.39MIN: 24.26 / MAX: 34.01MIN: 24.43 / MAX: 45.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123612182430Min: 24.87 / Avg: 26.29 / Max: 28.02Min: 25.31 / Avg: 26.04 / Max: 26.42Min: 25.1 / Avg: 25.77 / Max: 26.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025SE +/- 0.49, N = 3SE +/- 0.16, N = 3SE +/- 0.47, N = 319.0418.6119.51MIN: 17.75 / MAX: 27.89MIN: 17.7 / MAX: 29.9MIN: 17.94 / MAX: 29.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025Min: 18.38 / Avg: 19.04 / Max: 19.99Min: 18.43 / Avg: 18.61 / Max: 18.92Min: 18.58 / Avg: 19.51 / Max: 19.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m123246810SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 36.716.686.78MIN: 5.9 / MAX: 7.93MIN: 5.85 / MAX: 7.98MIN: 5.83 / MAX: 8.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m1233691215Min: 6.68 / Avg: 6.71 / Max: 6.75Min: 6.6 / Avg: 6.68 / Max: 6.76Min: 6.74 / Avg: 6.78 / Max: 6.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread