hp dev one mnn ncnn

AMD Ryzen 7 PRO 5850U testing with a HP 8A78 (F.04 BIOS) and AMD Cezanne 512MB on Ubuntu 22.04 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 2208132-PTS-HPDEVONE31
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August 13 2022
  5 Hours, 54 Minutes
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August 13 2022
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August 13 2022
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hp dev one mnn ncnnOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads)HP 8A78 (F.04 BIOS)AMD Renoir/Cezanne16GB1024GB SK hynix PC711 HFS001TDE9X073NAMD Cezanne 512MB (2000/400MHz)AMD Renoir Radeon HD AudioRealtek RTL8822CE 802.11ac PCIeUbuntu 22.045.19.0-051900rc7-generic (x86_64)GNOME Shell 42.2X Server + Wayland4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.47)1.3.204GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionHp Dev One Mnn Ncnn BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --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-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-gcn/usr --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 - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c - itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABCResult OverviewPhoronix Test Suite100%102%105%107%109%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNNCNNMobile Neural NetworkMobile Neural NetworkNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNMobile Neural NetworkNCNNMobile Neural NetworkMobile Neural NetworkNCNNNCNNNCNNVulkan GPU - googlenetCPU - mnasnetVulkan GPU - resnet18CPU - blazefaceVulkan GPU - FastestDetVulkan GPU - resnet50CPU-v2-v2 - mobilenet-v2Vulkan GPU - regnety_400mVulkan GPU-v2-v2 - mobilenet-v2CPU - mobilenetCPU - shufflenet-v2CPU-v3-v3 - mobilenet-v3Vulkan GPU - blazefaceVulkan GPU - mnasnetCPU - resnet18Vulkan GPU - alexnetCPU - googlenetVulkan GPU - mobilenetCPU - FastestDetVulkan GPU - yolov4-tinyCPU - efficientnet-b0MobileNetV2_224Vulkan GPU - efficientnet-b0CPU - yolov4-tinyCPU - resnet50Vulkan GPU - shufflenet-v2mobilenetV3squeezenetv1.1CPU - alexnetVulkan GPU-v3-v3 - mobilenet-v3SqueezeNetV1.0CPU - squeezenet_ssdCPU - vision_transformerVulkan GPU - vgg16inception-v3Vulkan GPU - vision_transformermobilenet-v1-1.0resnet-v2-50CPU - vgg16CPU - regnety_400mVulkan GPU - squeezenet_ssd

hp dev one mnn ncnnmnn: 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: CPU - vision_transformerncnn: CPU - FastestDetncnn: 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_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetABC1.5403.11026.1866.0713.0302.91635.85115.764.113.322.653.256.520.9112.7761.2911.639.8022.2525.7318.508.29230.003.2611.093.563.802.633.4510.301.828.2027.075.956.7213.0018.8415.725.05588.874.011.5553.14026.2366.1153.0572.93136.01215.834.163.302.733.306.560.9112.6961.5611.369.7822.2325.5018.408.32231.453.2110.883.443.772.653.4810.231.888.5827.115.626.8212.7419.1615.684.87589.034.141.5463.11326.3106.0953.0092.91836.06215.304.293.412.643.496.630.9612.9461.4211.649.8722.4925.4118.378.31231.243.2710.993.533.782.623.5410.391.878.9427.235.926.8813.3118.9315.735.03592.193.95OpenBenchmarking.org

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenetV3ABC0.34990.69981.04971.39961.7495SE +/- 0.013, N = 3SE +/- 0.008, N = 3SE +/- 0.001, N = 31.5401.5551.546MIN: 1.47 / MAX: 6.46MIN: 1.49 / MAX: 17.85MIN: 1.48 / MAX: 16.321. (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 2.0Model: mobilenetV3ABC246810Min: 1.51 / Avg: 1.54 / Max: 1.56Min: 1.54 / Avg: 1.56 / Max: 1.57Min: 1.55 / Avg: 1.55 / Max: 1.551. (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 2.0Model: squeezenetv1.1ABC0.70651.4132.11952.8263.5325SE +/- 0.046, N = 3SE +/- 0.053, N = 3SE +/- 0.037, N = 33.1103.1403.113MIN: 2.82 / MAX: 7.63MIN: 2.8 / MAX: 7.78MIN: 2.83 / MAX: 17.361. (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 2.0Model: squeezenetv1.1ABC246810Min: 3.05 / Avg: 3.11 / Max: 3.2Min: 3.06 / Avg: 3.14 / Max: 3.24Min: 3.06 / Avg: 3.11 / Max: 3.181. (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 2.0Model: resnet-v2-50ABC612182430SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 326.1926.2426.31MIN: 25.22 / MAX: 41.46MIN: 25.21 / MAX: 40.76MIN: 25.35 / MAX: 41.291. (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 2.0Model: resnet-v2-50ABC612182430Min: 26.16 / Avg: 26.19 / Max: 26.24Min: 26.12 / Avg: 26.24 / Max: 26.32Min: 26.25 / Avg: 26.31 / Max: 26.41. (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

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: SqueezeNetV1.0ABC246810SE +/- 0.014, N = 3SE +/- 0.038, N = 3SE +/- 0.016, N = 36.0716.1156.095MIN: 5.75 / MAX: 22.06MIN: 5.83 / MAX: 10.78MIN: 5.85 / MAX: 21.051. (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
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: SqueezeNetV1.0ABC246810Min: 6.05 / Avg: 6.07 / Max: 6.1Min: 6.08 / Avg: 6.11 / Max: 6.19Min: 6.07 / Avg: 6.09 / Max: 6.131. (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 2.0Model: MobileNetV2_224ABC0.68781.37562.06342.75123.439SE +/- 0.045, N = 3SE +/- 0.029, N = 3SE +/- 0.011, N = 33.0303.0573.009MIN: 2.83 / MAX: 19.33MIN: 2.87 / MAX: 19.5MIN: 2.85 / MAX: 12.581. (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 2.0Model: MobileNetV2_224ABC246810Min: 2.98 / Avg: 3.03 / Max: 3.12Min: 3.01 / Avg: 3.06 / Max: 3.11Min: 2.99 / Avg: 3.01 / Max: 3.021. (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 2.0Model: mobilenet-v1-1.0ABC0.65951.3191.97852.6383.2975SE +/- 0.010, N = 3SE +/- 0.016, N = 3SE +/- 0.004, N = 32.9162.9312.918MIN: 2.73 / MAX: 19.55MIN: 2.77 / MAX: 19.44MIN: 2.79 / MAX: 11.131. (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 2.0Model: mobilenet-v1-1.0ABC246810Min: 2.91 / Avg: 2.92 / Max: 2.94Min: 2.9 / Avg: 2.93 / Max: 2.96Min: 2.91 / Avg: 2.92 / Max: 2.931. (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 2.0Model: inception-v3ABC816243240SE +/- 0.24, N = 3SE +/- 0.25, N = 3SE +/- 0.18, N = 335.8536.0136.06MIN: 32.74 / MAX: 51.07MIN: 32.7 / MAX: 53.04MIN: 33.17 / MAX: 55.191. (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 2.0Model: inception-v3ABC816243240Min: 35.55 / Avg: 35.85 / Max: 36.32Min: 35.56 / Avg: 36.01 / Max: 36.42Min: 35.79 / Avg: 36.06 / Max: 36.411. (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 20220729Target: CPU - Model: mobilenetABC48121620SE +/- 0.15, N = 3SE +/- 0.23, N = 3SE +/- 0.17, N = 315.7615.8315.30MIN: 14.75 / MAX: 28.99MIN: 14.55 / MAX: 27.15MIN: 14.41 / MAX: 26.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetABC48121620Min: 15.48 / Avg: 15.76 / Max: 15.98Min: 15.39 / Avg: 15.83 / Max: 16.15Min: 15.01 / Avg: 15.3 / Max: 15.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABC0.96531.93062.89593.86124.8265SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.21, N = 34.114.164.29MIN: 3.88 / MAX: 8.26MIN: 3.88 / MAX: 15.77MIN: 3.89 / MAX: 8.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABC246810Min: 4.06 / Avg: 4.11 / Max: 4.14Min: 4.09 / Avg: 4.16 / Max: 4.26Min: 4.05 / Avg: 4.29 / Max: 4.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABC0.76731.53462.30193.06923.8365SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 33.323.303.41MIN: 3.11 / MAX: 7.73MIN: 3.12 / MAX: 7.89MIN: 3.12 / MAX: 7.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABC246810Min: 3.25 / Avg: 3.32 / Max: 3.36Min: 3.19 / Avg: 3.3 / Max: 3.4Min: 3.32 / Avg: 3.41 / Max: 3.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABC0.61431.22861.84292.45723.0715SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 32.652.732.64MIN: 2.47 / MAX: 6.83MIN: 2.58 / MAX: 6.79MIN: 2.48 / MAX: 6.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABC246810Min: 2.62 / Avg: 2.65 / Max: 2.69Min: 2.65 / Avg: 2.73 / Max: 2.8Min: 2.6 / Avg: 2.64 / Max: 2.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABC0.78531.57062.35593.14123.9265SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 23.253.303.49MIN: 2.96 / MAX: 8.17MIN: 2.96 / MAX: 11.21MIN: 3 / MAX: 7.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABC246810Min: 3.18 / Avg: 3.25 / Max: 3.3Min: 3.2 / Avg: 3.3 / Max: 3.44Min: 3.28 / Avg: 3.49 / Max: 3.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABC246810SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.17, N = 36.526.566.63MIN: 6.26 / MAX: 16.65MIN: 6.27 / MAX: 20.14MIN: 6.28 / MAX: 10.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABC3691215Min: 6.42 / Avg: 6.52 / Max: 6.57Min: 6.5 / Avg: 6.56 / Max: 6.62Min: 6.44 / Avg: 6.63 / Max: 6.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABC0.2160.4320.6480.8641.08SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 30.910.910.96MIN: 0.86 / MAX: 5.42MIN: 0.86 / MAX: 4.21MIN: 0.86 / MAX: 4.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABC246810Min: 0.9 / Avg: 0.91 / Max: 0.94Min: 0.9 / Avg: 0.91 / Max: 0.94Min: 0.89 / Avg: 0.96 / Max: 1.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABC3691215SE +/- 0.12, N = 3SE +/- 0.11, N = 3SE +/- 0.25, N = 312.7712.6912.94MIN: 12.19 / MAX: 20.18MIN: 12.16 / MAX: 24.09MIN: 12.16 / MAX: 25.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABC48121620Min: 12.58 / Avg: 12.77 / Max: 12.99Min: 12.51 / Avg: 12.69 / Max: 12.88Min: 12.6 / Avg: 12.94 / Max: 13.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABC1428425670SE +/- 0.19, N = 3SE +/- 0.21, N = 3SE +/- 0.29, N = 361.2961.5661.42MIN: 59.89 / MAX: 74.13MIN: 59.87 / MAX: 74.67MIN: 59.85 / MAX: 80.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABC1224364860Min: 61.02 / Avg: 61.29 / Max: 61.66Min: 61.2 / Avg: 61.56 / Max: 61.94Min: 60.99 / Avg: 61.42 / Max: 61.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABC3691215SE +/- 0.20, N = 3SE +/- 0.05, N = 3SE +/- 0.29, N = 311.6311.3611.64MIN: 10.95 / MAX: 24.9MIN: 10.95 / MAX: 26.08MIN: 10.94 / MAX: 22.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABC3691215Min: 11.34 / Avg: 11.63 / Max: 12.01Min: 11.27 / Avg: 11.36 / Max: 11.44Min: 11.27 / Avg: 11.64 / Max: 12.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABC3691215SE +/- 0.13, N = 3SE +/- 0.09, N = 3SE +/- 0.16, N = 39.809.789.87MIN: 9.26 / MAX: 20.43MIN: 9.27 / MAX: 14.54MIN: 9.25 / MAX: 20.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABC3691215Min: 9.56 / Avg: 9.8 / Max: 10.01Min: 9.65 / Avg: 9.78 / Max: 9.96Min: 9.58 / Avg: 9.87 / Max: 10.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABC510152025SE +/- 0.32, N = 3SE +/- 0.21, N = 3SE +/- 0.11, N = 322.2522.2322.49MIN: 20.96 / MAX: 36.19MIN: 21.17 / MAX: 35.71MIN: 21.31 / MAX: 40.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABC510152025Min: 21.89 / Avg: 22.25 / Max: 22.9Min: 21.94 / Avg: 22.23 / Max: 22.64Min: 22.3 / Avg: 22.49 / Max: 22.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABC612182430SE +/- 0.10, N = 3SE +/- 0.20, N = 3SE +/- 0.18, N = 325.7325.5025.41MIN: 24.27 / MAX: 39.93MIN: 23.9 / MAX: 38.15MIN: 24.26 / MAX: 34.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABC612182430Min: 25.56 / Avg: 25.73 / Max: 25.92Min: 25.12 / Avg: 25.5 / Max: 25.8Min: 25.2 / Avg: 25.41 / Max: 25.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABC510152025SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 318.5018.4018.37MIN: 17.72 / MAX: 28.95MIN: 17.67 / MAX: 23.76MIN: 17.58 / MAX: 26.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABC510152025Min: 18.36 / Avg: 18.5 / Max: 18.59Min: 18.28 / Avg: 18.4 / Max: 18.56Min: 18.24 / Avg: 18.37 / Max: 18.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABC246810SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 38.298.328.31MIN: 7.9 / MAX: 12.53MIN: 7.93 / MAX: 12.94MIN: 7.95 / MAX: 12.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABC3691215Min: 8.16 / Avg: 8.29 / Max: 8.36Min: 8.22 / Avg: 8.32 / Max: 8.47Min: 8.23 / Avg: 8.31 / Max: 8.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABC50100150200250SE +/- 0.28, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 3230.00231.45231.24MIN: 225.46 / MAX: 242.01MIN: 227.44 / MAX: 242.39MIN: 227.39 / MAX: 240.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABC4080120160200Min: 229.6 / Avg: 230 / Max: 230.53Min: 231.35 / Avg: 231.45 / Max: 231.55Min: 231.12 / Avg: 231.24 / Max: 231.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABC0.73581.47162.20742.94323.679SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.08, N = 33.263.213.27MIN: 3.01 / MAX: 6.48MIN: 2.96 / MAX: 14.96MIN: 3.02 / MAX: 7.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABC246810Min: 3.16 / Avg: 3.26 / Max: 3.45Min: 3.09 / Avg: 3.21 / Max: 3.34Min: 3.14 / Avg: 3.27 / Max: 3.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABC3691215SE +/- 0.10, N = 3SE +/- 0.13, N = 3SE +/- 0.06, N = 311.0910.8810.99MIN: 9.84 / MAX: 15.36MIN: 9.71 / MAX: 14.4MIN: 9.97 / MAX: 13.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABC3691215Min: 10.9 / Avg: 11.09 / Max: 11.24Min: 10.62 / Avg: 10.88 / Max: 11.02Min: 10.89 / Avg: 10.99 / Max: 11.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABC0.8011.6022.4033.2044.005SE +/- 0.10, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 33.563.443.53MIN: 3.26 / MAX: 4.22MIN: 3.23 / MAX: 4.24MIN: 3.23 / MAX: 4.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABC246810Min: 3.36 / Avg: 3.56 / Max: 3.68Min: 3.38 / Avg: 3.44 / Max: 3.56Min: 3.43 / Avg: 3.53 / Max: 3.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABC0.8551.712.5653.424.275SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.803.773.78MIN: 3.55 / MAX: 4.58MIN: 3.59 / MAX: 4.31MIN: 3.51 / MAX: 4.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABC246810Min: 3.69 / Avg: 3.8 / Max: 3.93Min: 3.76 / Avg: 3.77 / Max: 3.8Min: 3.77 / Avg: 3.78 / Max: 3.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABC0.59631.19261.78892.38522.9815SE +/- 0.08, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 32.632.652.62MIN: 2.26 / MAX: 3.32MIN: 2.26 / MAX: 3.64MIN: 2.26 / MAX: 4.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABC246810Min: 2.5 / Avg: 2.63 / Max: 2.76Min: 2.49 / Avg: 2.65 / Max: 2.79Min: 2.55 / Avg: 2.62 / Max: 2.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABC0.79651.5932.38953.1863.9825SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.11, N = 23.453.483.54MIN: 3.33 / MAX: 4.15MIN: 3.31 / MAX: 4.17MIN: 3.23 / MAX: 4.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABC246810Min: 3.43 / Avg: 3.45 / Max: 3.49Min: 3.44 / Avg: 3.48 / Max: 3.54Min: 3.43 / Avg: 3.54 / Max: 3.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABC3691215SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 310.3010.2310.39MIN: 8.57 / MAX: 11.57MIN: 8.83 / MAX: 11.69MIN: 8.61 / MAX: 11.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABC3691215Min: 10.17 / Avg: 10.3 / Max: 10.41Min: 10.17 / Avg: 10.23 / Max: 10.27Min: 10.29 / Avg: 10.39 / Max: 10.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABC0.4230.8461.2691.6922.115SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 31.821.881.87MIN: 1.53 / MAX: 4.96MIN: 1.51 / MAX: 5.28MIN: 1.59 / MAX: 2.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABC246810Min: 1.74 / Avg: 1.82 / Max: 1.86Min: 1.87 / Avg: 1.88 / Max: 1.89Min: 1.82 / Avg: 1.87 / Max: 1.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABC246810SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.43, N = 38.208.588.94MIN: 7.41 / MAX: 9.84MIN: 7.48 / MAX: 10.45MIN: 7.46 / MAX: 10.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABC3691215Min: 8.03 / Avg: 8.2 / Max: 8.37Min: 8.44 / Avg: 8.58 / Max: 8.69Min: 8.28 / Avg: 8.94 / Max: 9.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABC612182430SE +/- 0.12, N = 3SE +/- 0.06, N = 3SE +/- 0.19, N = 327.0727.1127.23MIN: 26.11 / MAX: 28.41MIN: 26.36 / MAX: 30.16MIN: 26.26 / MAX: 30.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABC612182430Min: 26.83 / Avg: 27.07 / Max: 27.23Min: 27.01 / Avg: 27.11 / Max: 27.21Min: 26.84 / Avg: 27.23 / Max: 27.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABC1.33882.67764.01645.35526.694SE +/- 0.05, N = 3SE +/- 0.08, N = 3SE +/- 0.10, N = 35.955.625.92MIN: 5.4 / MAX: 7.62MIN: 5.3 / MAX: 7.12MIN: 5.41 / MAX: 7.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABC246810Min: 5.85 / Avg: 5.95 / Max: 6.02Min: 5.52 / Avg: 5.62 / Max: 5.77Min: 5.71 / Avg: 5.92 / Max: 6.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABC246810SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.15, N = 36.726.826.88MIN: 6.2 / MAX: 8.38MIN: 6.24 / MAX: 8.8MIN: 6.26 / MAX: 8.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABC3691215Min: 6.69 / Avg: 6.72 / Max: 6.74Min: 6.69 / Avg: 6.82 / Max: 6.89Min: 6.59 / Avg: 6.88 / Max: 7.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABC3691215SE +/- 0.10, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 313.0012.7413.31MIN: 11.71 / MAX: 14.71MIN: 11.52 / MAX: 14.22MIN: 11.85 / MAX: 14.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABC48121620Min: 12.82 / Avg: 13 / Max: 13.14Min: 12.6 / Avg: 12.74 / Max: 12.98Min: 13.14 / Avg: 13.31 / Max: 13.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABC510152025SE +/- 0.11, N = 3SE +/- 0.22, N = 3SE +/- 0.09, N = 318.8419.1618.93MIN: 17.57 / MAX: 20.77MIN: 17.74 / MAX: 28.41MIN: 17.55 / MAX: 22.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABC510152025Min: 18.63 / Avg: 18.84 / Max: 18.99Min: 18.81 / Avg: 19.16 / Max: 19.57Min: 18.81 / Avg: 18.93 / Max: 19.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABC48121620SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.08, N = 315.7215.6815.73MIN: 13.56 / MAX: 20.72MIN: 13.43 / MAX: 20.03MIN: 13.51 / MAX: 19.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABC48121620Min: 15.64 / Avg: 15.72 / Max: 15.79Min: 15.67 / Avg: 15.68 / Max: 15.69Min: 15.61 / Avg: 15.73 / Max: 15.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABC1.13632.27263.40894.54525.6815SE +/- 0.14, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 35.054.875.03MIN: 4.51 / MAX: 6.86MIN: 4.51 / MAX: 5.84MIN: 4.67 / MAX: 6.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABC246810Min: 4.78 / Avg: 5.05 / Max: 5.2Min: 4.78 / Avg: 4.87 / Max: 4.94Min: 4.97 / Avg: 5.03 / Max: 5.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABC130260390520650SE +/- 4.55, N = 3SE +/- 0.70, N = 3SE +/- 1.96, N = 3588.87589.03592.19MIN: 565.59 / MAX: 626.82MIN: 567.34 / MAX: 640.15MIN: 563.63 / MAX: 634.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABC100200300400500Min: 580.61 / Avg: 588.87 / Max: 596.29Min: 587.63 / Avg: 589.03 / Max: 589.87Min: 588.56 / Avg: 592.19 / Max: 595.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABC0.93151.8632.79453.7264.6575SE +/- 0.07, N = 3SE +/- 0.17, N = 3SE +/- 0.04, N = 34.014.143.95MIN: 3.29 / MAX: 5.05MIN: 3.37 / MAX: 5.59MIN: 3.26 / MAX: 4.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABC246810Min: 3.92 / Avg: 4.01 / Max: 4.16Min: 3.85 / Avg: 4.14 / Max: 4.45Min: 3.89 / Avg: 3.95 / Max: 4.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread