icelake ncnn cassandra

Intel Core i7-1065G7 testing with a Dell 06CDVY (1.0.9 BIOS) and Intel Iris Plus ICL GT2 3GB 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 2107288-IB-ICELAKENC02
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July 28 2021
  16 Hours, 15 Minutes
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July 28 2021
  5 Hours, 27 Minutes
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July 28 2021
  10 Hours, 50 Minutes
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icelake ncnn cassandraProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads)Dell 06CDVY (1.0.9 BIOS)Intel Ice Lake-LP DRAM16GBToshiba KBG40ZPZ512G NVMe 512GBIntel Iris Plus ICL GT2 3GB (1100MHz)Realtek ALC289Intel Killer Wi-Fi 6 AX1650i 160MHzUbuntu 21.045.13.0-051300-generic (x86_64)GNOME Shell 3.38.4X Server + Wayland4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa)1.2.182GCC 10.3.0ext41920x1200OpenBenchmarking.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: intel_pstate powersave - CPU Microcode: 0xa6 - Thermald 2.4.3Java Details- OpenJDK Runtime Environment (build 11.0.11+9-Ubuntu-0ubuntu2)Security Details- itlb_multihit: KVM: Mitigation of VMX disabled + 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%104%108%111%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNApache CassandraNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNApache CassandraNCNNApache CassandraNCNNNCNNNCNNNCNNNCNNNCNNApache CassandraNCNNNCNNNCNNNCNNNCNNNCNNNCNNCPU-v2-v2 - mobilenet-v2CPU - blazefaceCPU - googlenetCPU-v3-v3 - mobilenet-v3Vulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - blazefaceCPU - regnety_400mCPU - shufflenet-v2WritesVulkan GPU - mnasnetVulkan GPU - squeezenet_ssdCPU - yolov4-tinyCPU - mnasnetVulkan GPU - yolov4-tinyCPU - efficientnet-b0CPU - resnet50CPU - vgg16Mixed 1:3CPU - alexnetReadsCPU - squeezenet_ssdCPU - resnet18Vulkan GPU - googlenetVulkan GPU - regnety_400mCPU - mobilenetVulkan GPU-v3-v3 - mobilenet-v3Mixed 1:1Vulkan GPU - shufflenet-v2Vulkan GPU - mobilenetVulkan GPU - alexnetVulkan GPU - efficientnet-b0Vulkan GPU - resnet50Vulkan GPU - vgg16Vulkan GPU - resnet18

icelake ncnn cassandrancnn: 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 1:1cassandra: Mixed 1:312328.196.205.925.646.2010.032.3322.5672.8521.3719.1243.4839.5335.8613.2021.4512.4815.4513.7312.8716.704.4816.9479.4415.6716.2732.6239.8221.4816.002359327648218722076628.786.336.105.736.2310.182.2521.6971.5321.1918.5441.8841.5835.2312.7921.3712.2815.3413.8413.1116.664.3717.2479.6015.7016.3032.6940.6021.4816.102365627257220492121028.267.156.365.966.4810.452.4323.4074.1321.7519.0042.8240.8536.2413.5221.5213.1515.5713.9213.5616.654.6416.8179.5615.6716.3232.6738.8520.4116.3924281287452219421438OpenBenchmarking.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 +/- 0.50, N = 15SE +/- 0.22, N = 3SE +/- 0.48, N = 1228.1928.7828.26MIN: 22.05 / MAX: 45.97MIN: 27 / MAX: 40.58MIN: 22.31 / MAX: 44.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mobilenet123612182430Min: 23.26 / Avg: 28.19 / Max: 29.75Min: 28.55 / Avg: 28.78 / Max: 29.21Min: 23.53 / Avg: 28.26 / Max: 29.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.12, N = 15SE +/- 0.38, N = 3SE +/- 0.27, N = 126.206.337.15MIN: 5.34 / MAX: 20.3MIN: 5.37 / MAX: 19.7MIN: 5.05 / MAX: 21.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 5.65 / Avg: 6.2 / Max: 6.72Min: 5.58 / Avg: 6.33 / Max: 6.73Min: 5.17 / Avg: 7.15 / Max: 7.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v3123246810SE +/- 0.21, N = 14SE +/- 0.60, N = 3SE +/- 0.22, N = 125.926.106.36MIN: 4.75 / MAX: 19.39MIN: 4.75 / MAX: 20.76MIN: 4.46 / MAX: 19.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v31233691215Min: 4.98 / Avg: 5.92 / Max: 6.71Min: 4.91 / Avg: 6.1 / Max: 6.7Min: 4.64 / Avg: 6.36 / Max: 6.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v21231.3412.6824.0235.3646.705SE +/- 0.22, N = 15SE +/- 0.63, N = 3SE +/- 0.20, N = 125.645.735.96MIN: 4.29 / MAX: 19.1MIN: 4.3 / MAX: 20.93MIN: 4.14 / MAX: 21.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v2123246810Min: 4.49 / Avg: 5.64 / Max: 6.37Min: 4.47 / Avg: 5.73 / Max: 6.37Min: 4.29 / Avg: 5.96 / Max: 6.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet123246810SE +/- 0.23, N = 15SE +/- 0.63, N = 3SE +/- 0.23, N = 126.206.236.48MIN: 4.83 / MAX: 23.26MIN: 4.82 / MAX: 19.18MIN: 4.49 / MAX: 23.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet1233691215Min: 5.01 / Avg: 6.2 / Max: 6.93Min: 4.97 / Avg: 6.23 / Max: 6.88Min: 4.61 / Avg: 6.48 / Max: 7.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215SE +/- 0.34, N = 15SE +/- 1.02, N = 3SE +/- 0.38, N = 1210.0310.1810.45MIN: 7.81 / MAX: 24.03MIN: 7.84 / MAX: 23.27MIN: 7.33 / MAX: 27.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b01233691215Min: 8.27 / Avg: 10.03 / Max: 11.21Min: 8.14 / Avg: 10.18 / Max: 11.21Min: 7.55 / Avg: 10.45 / Max: 11.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface1230.54681.09361.64042.18722.734SE +/- 0.06, N = 15SE +/- 0.23, N = 3SE +/- 0.07, N = 122.332.252.43MIN: 1.77 / MAX: 14.3MIN: 1.72 / MAX: 14.34MIN: 1.64 / MAX: 14.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface123246810Min: 1.87 / Avg: 2.33 / Max: 2.5Min: 1.79 / Avg: 2.25 / Max: 2.5Min: 1.72 / Avg: 2.43 / Max: 2.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123612182430SE +/- 0.65, N = 15SE +/- 2.48, N = 3SE +/- 0.75, N = 1222.5621.6923.40MIN: 16.83 / MAX: 46.01MIN: 16.25 / MAX: 36.41MIN: 15.64 / MAX: 40.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet123510152025Min: 17.13 / Avg: 22.56 / Max: 24.24Min: 16.73 / Avg: 21.69 / Max: 24.18Min: 16.05 / Avg: 23.4 / Max: 25.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg161231632486480SE +/- 1.21, N = 15SE +/- 4.10, N = 3SE +/- 0.96, N = 1272.8571.5374.13MIN: 60.72 / MAX: 179.67MIN: 59.49 / MAX: 87.88MIN: 58.27 / MAX: 91.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg161231428425670Min: 61.92 / Avg: 72.85 / Max: 75.81Min: 63.34 / Avg: 71.53 / Max: 75.63Min: 64.32 / Avg: 74.13 / Max: 76.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123510152025SE +/- 0.62, N = 15SE +/- 2.29, N = 3SE +/- 0.73, N = 1221.3721.1921.75MIN: 16.45 / MAX: 39.78MIN: 16.22 / MAX: 35.58MIN: 15.46 / MAX: 39.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet18123510152025Min: 16.72 / Avg: 21.37 / Max: 23.39Min: 16.61 / Avg: 21.19 / Max: 23.48Min: 15.82 / Avg: 21.75 / Max: 23.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet123510152025SE +/- 0.41, N = 15SE +/- 1.61, N = 3SE +/- 0.49, N = 1219.1218.5419.00MIN: 15.18 / MAX: 33.13MIN: 14.92 / MAX: 31.05MIN: 14.8 / MAX: 32.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet123510152025Min: 15.57 / Avg: 19.12 / Max: 20.51Min: 15.32 / Avg: 18.54 / Max: 20.16Min: 15.23 / Avg: 19 / Max: 20.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet501231020304050SE +/- 0.76, N = 15SE +/- 2.83, N = 3SE +/- 0.99, N = 1243.4841.8842.82MIN: 31.82 / MAX: 62.09MIN: 34.21 / MAX: 60.92MIN: 34.18 / MAX: 64.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet50123918273645Min: 35.55 / Avg: 43.48 / Max: 44.68Min: 36.23 / Avg: 41.88 / Max: 44.76Min: 36.16 / Avg: 42.82 / Max: 45.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny123918273645SE +/- 0.79, N = 15SE +/- 0.21, N = 3SE +/- 0.68, N = 1239.5341.5840.85MIN: 31.81 / MAX: 63.67MIN: 39.14 / MAX: 55.45MIN: 32.55 / MAX: 62.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny123918273645Min: 33.27 / Avg: 39.53 / Max: 41.89Min: 41.16 / Avg: 41.58 / Max: 41.8Min: 33.49 / Avg: 40.85 / Max: 42.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd123816243240SE +/- 0.59, N = 15SE +/- 1.88, N = 3SE +/- 0.63, N = 1235.8635.2336.24MIN: 28.46 / MAX: 153.47MIN: 28.88 / MAX: 52.05MIN: 29 / MAX: 53.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd123816243240Min: 30.23 / Avg: 35.86 / Max: 37.4Min: 31.48 / Avg: 35.23 / Max: 37.35Min: 30.01 / Avg: 36.24 / Max: 37.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m1233691215SE +/- 0.26, N = 15SE +/- 0.99, N = 3SE +/- 0.33, N = 1213.2012.7913.52MIN: 10.44 / MAX: 51MIN: 10.39 / MAX: 25.33MIN: 9.5 / MAX: 30.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m12348121620Min: 11.2 / Avg: 13.2 / Max: 13.84Min: 10.82 / Avg: 12.79 / Max: 13.81Min: 9.94 / Avg: 13.52 / Max: 13.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet123510152025SE +/- 0.27, N = 12SE +/- 0.20, N = 3SE +/- 0.24, N = 521.4521.3721.52MIN: 18.93 / MAX: 33.09MIN: 18.97 / MAX: 26.87MIN: 18.79 / MAX: 29.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet123510152025Min: 20.01 / Avg: 21.45 / Max: 22.75Min: 21.12 / Avg: 21.37 / Max: 21.76Min: 21.02 / Avg: 21.52 / Max: 22.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21233691215SE +/- 0.22, N = 12SE +/- 0.31, N = 3SE +/- 0.29, N = 512.4812.2813.15MIN: 7 / MAX: 15.85MIN: 10.89 / MAX: 13.33MIN: 10.79 / MAX: 15.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212348121620Min: 11.83 / Avg: 12.48 / Max: 14.15Min: 11.75 / Avg: 12.28 / Max: 12.82Min: 12.51 / Avg: 13.15 / Max: 14.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620SE +/- 0.05, N = 12SE +/- 0.04, N = 3SE +/- 0.05, N = 515.4515.3415.57MIN: 13.93 / MAX: 17.14MIN: 14.66 / MAX: 16.6MIN: 14.65 / MAX: 181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620Min: 15.24 / Avg: 15.45 / Max: 15.91Min: 15.29 / Avg: 15.34 / Max: 15.41Min: 15.4 / Avg: 15.57 / Max: 15.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v212348121620SE +/- 0.25, N = 12SE +/- 0.80, N = 3SE +/- 0.16, N = 513.7313.8413.92MIN: 11.32 / MAX: 15.75MIN: 11.69 / MAX: 15.76MIN: 10.67 / MAX: 15.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v212348121620Min: 12.12 / Avg: 13.73 / Max: 14.82Min: 12.24 / Avg: 13.84 / Max: 14.72Min: 13.38 / Avg: 13.92 / Max: 14.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet1233691215SE +/- 0.16, N = 12SE +/- 0.34, N = 3SE +/- 0.36, N = 512.8713.1113.56MIN: 10.9 / MAX: 16.03MIN: 11.84 / MAX: 15.92MIN: 10.76 / MAX: 16.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet12348121620Min: 11.4 / Avg: 12.87 / Max: 13.53Min: 12.43 / Avg: 13.11 / Max: 13.53Min: 12.33 / Avg: 13.56 / Max: 14.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b012348121620SE +/- 0.05, N = 12SE +/- 0.04, N = 3SE +/- 0.03, N = 516.7016.6616.65MIN: 15.68 / MAX: 21.16MIN: 16.21 / MAX: 20.41MIN: 15.91 / MAX: 20.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b012348121620Min: 16.52 / Avg: 16.7 / Max: 17.16Min: 16.6 / Avg: 16.66 / Max: 16.73Min: 16.58 / Avg: 16.65 / Max: 16.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface1231.0442.0883.1324.1765.22SE +/- 0.09, N = 12SE +/- 0.07, N = 3SE +/- 0.09, N = 54.484.374.64MIN: 3.14 / MAX: 9.77MIN: 3.36 / MAX: 5.48MIN: 3.16 / MAX: 10.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface123246810Min: 3.82 / Avg: 4.48 / Max: 4.88Min: 4.25 / Avg: 4.37 / Max: 4.5Min: 4.34 / Avg: 4.64 / Max: 4.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet12348121620SE +/- 0.04, N = 12SE +/- 0.41, N = 3SE +/- 0.02, N = 516.9417.2416.81MIN: 16.22 / MAX: 20.55MIN: 16.27 / MAX: 20.43MIN: 15.9 / MAX: 20.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet12348121620Min: 16.83 / Avg: 16.94 / Max: 17.38Min: 16.82 / Avg: 17.24 / Max: 18.06Min: 16.75 / Avg: 16.81 / Max: 16.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg1612320406080100SE +/- 0.03, N = 12SE +/- 0.12, N = 3SE +/- 0.07, N = 579.4479.6079.56MIN: 76.46 / MAX: 85.97MIN: 76.97 / MAX: 81.14MIN: 77.23 / MAX: 80.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161231530456075Min: 79.35 / Avg: 79.44 / Max: 79.68Min: 79.47 / Avg: 79.6 / Max: 79.84Min: 79.39 / Avg: 79.56 / Max: 79.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet1812348121620SE +/- 0.01, N = 12SE +/- 0.03, N = 3SE +/- 0.04, N = 515.6715.7015.67MIN: 14.92 / MAX: 17.78MIN: 15.22 / MAX: 17.27MIN: 15.14 / MAX: 16.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet1812348121620Min: 15.61 / Avg: 15.67 / Max: 15.8Min: 15.66 / Avg: 15.7 / Max: 15.75Min: 15.56 / Avg: 15.67 / Max: 15.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12348121620SE +/- 0.01, N = 12SE +/- 0.04, N = 3SE +/- 0.01, N = 516.2716.3016.32MIN: 15.5 / MAX: 17.41MIN: 15.15 / MAX: 16.85MIN: 15.65 / MAX: 16.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12348121620Min: 16.2 / Avg: 16.27 / Max: 16.35Min: 16.26 / Avg: 16.3 / Max: 16.39Min: 16.29 / Avg: 16.32 / Max: 16.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123816243240SE +/- 0.01, N = 12SE +/- 0.05, N = 3SE +/- 0.04, N = 532.6232.6932.67MIN: 32.08 / MAX: 33.63MIN: 32.07 / MAX: 33.82MIN: 31.75 / MAX: 33.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123714212835Min: 32.55 / Avg: 32.62 / Max: 32.69Min: 32.62 / Avg: 32.69 / Max: 32.79Min: 32.62 / Avg: 32.67 / Max: 32.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123918273645SE +/- 0.31, N = 12SE +/- 0.39, N = 3SE +/- 0.86, N = 539.8240.6038.85MIN: 28.95 / MAX: 62.59MIN: 29.55 / MAX: 68.37MIN: 28.81 / MAX: 55.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny123816243240Min: 38.23 / Avg: 39.82 / Max: 41.79Min: 39.98 / Avg: 40.6 / Max: 41.33Min: 36.08 / Avg: 38.85 / Max: 40.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025SE +/- 0.01, N = 12SE +/- 0.01, N = 3SE +/- 0.02, N = 521.4821.4820.41MIN: 20.91 / MAX: 29.64MIN: 20.92 / MAX: 26.24MIN: 19.98 / MAX: 28.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123510152025Min: 21.41 / Avg: 21.48 / Max: 21.56Min: 21.46 / Avg: 21.48 / Max: 21.49Min: 20.34 / Avg: 20.41 / Max: 20.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m12348121620SE +/- 0.13, N = 11SE +/- 0.29, N = 3SE +/- 0.01, N = 516.0016.1016.39MIN: 13.92 / MAX: 18.26MIN: 14.75 / MAX: 18.22MIN: 15.92 / MAX: 17.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m12348121620Min: 15.27 / Avg: 16 / Max: 16.43Min: 15.52 / Avg: 16.1 / Max: 16.42Min: 16.35 / Avg: 16.39 / Max: 16.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

Apache Cassandra

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads1235K10K15K20K25KSE +/- 638.89, N = 12SE +/- 726.45, N = 12SE +/- 635.86, N = 12235932365624281
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads1234K8K12K16K20KMin: 20610 / Avg: 23593 / Max: 27237Min: 19949 / Avg: 23655.58 / Max: 27546Min: 20638 / Avg: 24280.67 / Max: 27112

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes1236K12K18K24K30KSE +/- 227.31, N = 9SE +/- 191.38, N = 12SE +/- 371.39, N = 3276482725728745
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes1235K10K15K20K25KMin: 26874 / Avg: 27647.56 / Max: 29116Min: 26381 / Avg: 27256.83 / Max: 29008Min: 28121 / Avg: 28745.33 / Max: 29406

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:11235K10K15K20K25KSE +/- 230.65, N = 12SE +/- 263.07, N = 12SE +/- 265.83, N = 12218722204922194
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:11234K8K12K16K20KMin: 20539 / Avg: 21872.08 / Max: 23083Min: 20804 / Avg: 22049.25 / Max: 23271Min: 20408 / Avg: 22194 / Max: 23642

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:31235K10K15K20K25KSE +/- 385.43, N = 12SE +/- 359.53, N = 12SE +/- 391.39, N = 12207662121021438
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:31234K8K12K16K20KMin: 18473 / Avg: 20765.75 / Max: 23200Min: 18987 / Avg: 21209.83 / Max: 23140Min: 19506 / Avg: 21437.5 / Max: 23336