ncnn cassie

AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB 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 2107289-IB-NCNNCASSI17
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ncnn cassieProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay 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 Renoir Radeon HD AudioRealtek RTL8822CE 802.11ac PCIeUbuntu 21.045.13.0-051300-generic (x86_64)GNOME Shell 3.38.4X Server + Wayland4.6 Mesa 21.2.0-devel (git-c246af0 2021-07-04 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: 0x8600102 - ACPI Profile: balanced Java Details- OpenJDK Runtime Environment (build 11.0.11+9-Ubuntu-0ubuntu2)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

123Result OverviewPhoronix Test Suite 10.6.0100%114%129%143%158%NCNNNCNNApache CassandraApache CassandraNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNCPU - squeezenet_ssdVulkan GPU - yolov4-tinyMixed 1:3WritesVulkan GPU - squeezenet_ssdCPU - yolov4-tinyCPU - mobilenetCPU - blazefaceVulkan GPU - mobilenetVulkan GPU - blazefaceCPU - resnet50CPU - efficientnet-b0Vulkan GPU - vgg16CPU - alexnetCPU - shufflenet-v2Vulkan GPU - shufflenet-v2Vulkan GPU - resnet50CPU - regnety_400mCPU - resnet18CPU - googlenetVulkan GPU - regnety_400mCPU - mnasnetCPU-v2-v2 - mobilenet-v2Vulkan GPU-v3-v3 - mobilenet-v3CPU-v3-v3 - mobilenet-v3Vulkan GPU - efficientnet-b0Vulkan GPU - resnet18Vulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - mnasnetVulkan GPU - alexnetVulkan GPU - googlenetCPU - vgg16

ncnn cassiencnn: 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_400mcassandra: Readscassandra: Writescassandra: Mixed 1:312325.246.996.054.675.419.281.5723.02107.0223.6817.0341.8139.9236.289.5515.465.566.734.235.7713.451.8912.1862.189.3913.9920.8433.3520.117.721307238142034525.957.026.044.595.369.41.5823.35107.1823.5917.0142.5341.836.679.5514.95.616.624.245.7313.341.9612.1760.289.4413.9720.7225.5221.47.57265062004926.447.126.144.715.469.581.6323.51107.3724.1417.4843.3541.9057.289.7815.405.636.634.345.7713.541.9312.2260.999.5114.0621.2229.7021.407.72178772551317329OpenBenchmarking.org

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mobilenet123612182430SE +/- 0.24, N = 325.2425.9526.44MIN: 24.85 / MAX: 30.18MIN: 25.51 / MAX: 31.01MIN: 25.6 / MAX: 35.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mobilenet123612182430Min: 26.1 / Avg: 26.44 / Max: 26.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.02, N = 36.997.027.12MIN: 6.85 / MAX: 7.68MIN: 6.89 / MAX: 8.77MIN: 6.89 / MAX: 16.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 7.09 / Avg: 7.12 / Max: 7.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.05, N = 36.056.046.14MIN: 5.92 / MAX: 8.43MIN: 5.94 / MAX: 9.03MIN: 5.94 / MAX: 10.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v3123246810Min: 6.05 / Avg: 6.14 / Max: 6.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v21231.05982.11963.17944.23925.299SE +/- 0.06, N = 34.674.594.71MIN: 4.57 / MAX: 14.52MIN: 4.54 / MAX: 4.85MIN: 4.54 / MAX: 9.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v2123246810Min: 4.6 / Avg: 4.71 / Max: 4.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet1231.22852.4573.68554.9146.1425SE +/- 0.07, N = 35.415.365.46MIN: 5.28 / MAX: 6.81MIN: 5.27 / MAX: 9.51MIN: 5.27 / MAX: 61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet123246810Min: 5.34 / Avg: 5.46 / Max: 5.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215SE +/- 0.11, N = 39.289.409.58MIN: 9.1 / MAX: 13.65MIN: 9.26 / MAX: 14.67MIN: 9.23 / MAX: 19.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215Min: 9.38 / Avg: 9.58 / Max: 9.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface1230.36680.73361.10041.46721.834SE +/- 0.03, N = 31.571.581.63MIN: 1.54 / MAX: 1.66MIN: 1.53 / MAX: 5.56MIN: 1.53 / MAX: 3.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface123246810Min: 1.57 / Avg: 1.63 / Max: 1.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123612182430SE +/- 0.23, N = 323.0223.3523.51MIN: 22.74 / MAX: 27.68MIN: 22.88 / MAX: 82.5MIN: 22.86 / MAX: 28.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123510152025Min: 23.09 / Avg: 23.51 / Max: 23.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612320406080100SE +/- 0.32, N = 3107.02107.18107.37MIN: 105.55 / MAX: 139.02MIN: 105.94 / MAX: 140.9MIN: 105.16 / MAX: 144.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612320406080100Min: 106.73 / Avg: 107.37 / Max: 107.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123612182430SE +/- 0.25, N = 323.6823.5924.14MIN: 23.44 / MAX: 28.99MIN: 23.32 / MAX: 28.1MIN: 23.21 / MAX: 64.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123612182430Min: 23.7 / Avg: 24.14 / Max: 24.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet12348121620SE +/- 0.23, N = 317.0317.0117.48MIN: 16.61 / MAX: 26.66MIN: 16.74 / MAX: 20.99MIN: 16.75 / MAX: 41.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet12348121620Min: 17.01 / Avg: 17.48 / Max: 17.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet501231020304050SE +/- 0.51, N = 341.8142.5343.35MIN: 41.3 / MAX: 76.09MIN: 42.02 / MAX: 47.44MIN: 41.78 / MAX: 53.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet50123918273645Min: 42.34 / Avg: 43.35 / Max: 43.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny1231020304050SE +/- 0.18, N = 339.9241.8041.90MIN: 39.58 / MAX: 44.99MIN: 41.2 / MAX: 51.86MIN: 41.15 / MAX: 51.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny123918273645Min: 41.61 / Avg: 41.9 / Max: 42.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd1231326395265SE +/- 10.36, N = 336.2836.6757.28MIN: 35.92 / MAX: 41.47MIN: 35.8 / MAX: 68.69MIN: 36.05 / MAX: 295.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd1231122334455Min: 36.57 / Avg: 57.28 / Max: 68.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m1233691215SE +/- 0.12, N = 39.559.559.78MIN: 9.38 / MAX: 20.04MIN: 9.43 / MAX: 14.1MIN: 9.42 / MAX: 19.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m1233691215Min: 9.58 / Avg: 9.78 / Max: 9.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet12348121620SE +/- 0.30, N = 1515.4614.9015.40MIN: 13.97 / MAX: 27.92MIN: 13.98 / MAX: 31.02MIN: 13.53 / MAX: 34.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet12348121620Min: 14.25 / Avg: 15.4 / Max: 17.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21231.26682.53363.80045.06726.334SE +/- 0.02, N = 155.565.615.63MIN: 5.01 / MAX: 7.86MIN: 5.16 / MAX: 6.49MIN: 4.98 / MAX: 20.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2123246810Min: 5.47 / Avg: 5.63 / Max: 5.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.01, N = 156.736.626.63MIN: 6.07 / MAX: 7.67MIN: 6.06 / MAX: 7.45MIN: 5.9 / MAX: 17.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v31233691215Min: 6.58 / Avg: 6.63 / Max: 6.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v21230.97651.9532.92953.9064.8825SE +/- 0.02, N = 154.234.244.34MIN: 3.68 / MAX: 5.32MIN: 3.66 / MAX: 5.38MIN: 3.58 / MAX: 19.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v2123246810Min: 4.23 / Avg: 4.34 / Max: 4.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet1231.29832.59663.89495.19326.4915SE +/- 0.02, N = 155.775.735.77MIN: 5.19 / MAX: 6.76MIN: 5.29 / MAX: 6.38MIN: 5.04 / MAX: 22.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet123246810Min: 5.66 / Avg: 5.77 / Max: 5.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b01233691215SE +/- 0.05, N = 1513.4513.3413.54MIN: 13.02 / MAX: 14.46MIN: 12.95 / MAX: 14.11MIN: 12.78 / MAX: 32.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b012348121620Min: 13.27 / Avg: 13.54 / Max: 13.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface1230.4410.8821.3231.7642.205SE +/- 0.01, N = 151.891.961.93MIN: 1.64 / MAX: 2.2MIN: 1.7 / MAX: 2.27MIN: 1.59 / MAX: 10.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface123246810Min: 1.84 / Avg: 1.93 / Max: 21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet1233691215SE +/- 0.07, N = 1512.1812.1712.22MIN: 11.56 / MAX: 32.88MIN: 11.66 / MAX: 13.09MIN: 11.32 / MAX: 32.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet12348121620Min: 12 / Avg: 12.22 / Max: 12.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161231428425670SE +/- 0.62, N = 1562.1860.2860.99MIN: 59.46 / MAX: 99.55MIN: 59.21 / MAX: 81.12MIN: 59.11 / MAX: 100.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161231224364860Min: 59.74 / Avg: 60.99 / Max: 66.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet181233691215SE +/- 0.08, N = 159.399.449.51MIN: 8.85 / MAX: 10.52MIN: 8.9 / MAX: 10.42MIN: 8.77 / MAX: 29.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet181233691215Min: 9.23 / Avg: 9.51 / Max: 10.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12348121620SE +/- 0.04, N = 1513.9913.9714.06MIN: 13.6 / MAX: 14.6MIN: 13.52 / MAX: 14.72MIN: 13.39 / MAX: 31.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12348121620Min: 13.96 / Avg: 14.06 / Max: 14.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123510152025SE +/- 0.26, N = 1520.8420.7221.22MIN: 20.09 / MAX: 21.74MIN: 19.96 / MAX: 21.49MIN: 19.96 / MAX: 44.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123510152025Min: 20.69 / Avg: 21.22 / Max: 23.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123816243240SE +/- 0.88, N = 1533.3525.5229.70MIN: 25.22 / MAX: 52.36MIN: 24 / MAX: 44.66MIN: 23.87 / MAX: 69.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123714212835Min: 25.49 / Avg: 29.7 / Max: 36.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025SE +/- 0.31, N = 1520.1121.4021.40MIN: 19.51 / MAX: 34.24MIN: 20.87 / MAX: 27.83MIN: 19.2 / MAX: 51.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025Min: 20.11 / Avg: 21.4 / Max: 24.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m123246810SE +/- 0.03, N = 157.707.577.72MIN: 6.97 / MAX: 8.56MIN: 6.93 / MAX: 8.38MIN: 6.81 / MAX: 24.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m1233691215Min: 7.57 / Avg: 7.72 / Max: 7.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

Apache Cassandra

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads135K10K15K20K25KSE +/- 792.84, N = 92130717877
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads134K8K12K16K20KMin: 15214 / Avg: 17876.78 / Max: 22161

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes1236K12K18K24K30KSE +/- 214.60, N = 3238142650625513
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes1235K10K15K20K25KMin: 25180 / Avg: 25513 / Max: 25914

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:31234K8K12K16K20KSE +/- 368.44, N = 12203452004917329
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:31234K8K12K16K20KMin: 15724 / Avg: 17328.83 / Max: 19674