tigerlake ncnn cassandra

Intel Core i7-1165G7 testing with a Dell 0GG9PT (3.0.3 BIOS) and Intel Xe TGL 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 2107284-IB-TIGERLAKE93
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July 28 2021
  1 Hour, 1 Minute
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July 28 2021
  58 Minutes
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July 28 2021
  3 Hours, 19 Minutes
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July 28 2021
  2 Hours, 36 Minutes
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tigerlake ncnn cassandraProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution1234Intel Core i7-1165G7 @ 4.70GHz (4 Cores / 8 Threads)Dell 0GG9PT (3.0.3 BIOS)Intel Tiger Lake-LP16GBKioxia KBG40ZNS256G NVMe 256GBIntel Xe TGL GT2 3GB (1300MHz)Realtek ALC289Intel Wi-Fi 6 AX201Ubuntu 21.045.13.0-051300-generic (x86_64)GNOME Shell 3.38.4X Server + Wayland4.6 Mesa 21.2.0-devel (git-dd98918 2021-07-12 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: 0x88 - Thermald 2.4.3Java 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

1234Result OverviewPhoronix Test Suite100%112%124%137%149%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNCPU - blazefaceVulkan GPU - shufflenet-v2CPU - mnasnetCPU - regnety_400mCPU - shufflenet-v2CPU - efficientnet-b0CPU - googlenetCPU-v3-v3 - mobilenet-v3CPU - resnet18CPU - squeezenet_ssdCPU - alexnetCPU-v2-v2 - mobilenet-v2CPU - yolov4-tinyCPU - mobilenetCPU - resnet50Vulkan GPU - squeezenet_ssdCPU - vgg16Vulkan GPU - googlenetVulkan GPU - resnet18Vulkan GPU - mobilenetVulkan GPU - efficientnet-b0Vulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - mnasnetVulkan GPU - yolov4-tinyVulkan GPU - alexnetVulkan GPU - regnety_400mVulkan GPU - resnet50Vulkan GPU - blazefaceVulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - vgg16

tigerlake 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 1:3123420.765.164.214.424.386.871.5814.6654.814.1913.0230.1829.4125.859.5819.5811.6215.7714.1211.9316.423.0116.4336.7212.8411.2415.2745.991215.513631247906339083340720.735.14.164.424.396.931.5814.6954.9314.2313.0529.8329.2625.559.5421.1811.4915.5311.4711.9316.342.9917.4536.7812.7311.1315.2142.6314.8914.723860448732329323265025.836.415.365.785.759.642.3520.3765.7318.7616.7637.1036.6033.2813.6420.4311.6615.3312.1411.7616.702.9916.0036.7912.2111.4515.5742.7813.2815.73317254041125.616.485.626.326.339.702.3220.4365.7918.7716.7836.8836.2333.1713.6521.7111.4414.379.6110.9115.203.0715.3936.8611.5811.9115.7043.9814.1515.00OpenBenchmarking.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: mobilenet1234612182430SE +/- 0.25, N = 3SE +/- 0.06, N = 320.7620.7325.8325.61MIN: 20.21 / MAX: 31.73MIN: 20.16 / MAX: 31.55MIN: 24.93 / MAX: 39.44MIN: 24.96 / MAX: 39.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mobilenet1234612182430Min: 25.48 / Avg: 25.83 / Max: 26.31Min: 25.53 / Avg: 25.61 / Max: 25.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v21234246810SE +/- 0.62, N = 3SE +/- 0.61, N = 35.165.106.416.48MIN: 5.07 / MAX: 13.41MIN: 5 / MAX: 8.58MIN: 5.06 / MAX: 19.58MIN: 5.07 / MAX: 17.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v2-v2 - Model: mobilenet-v212343691215Min: 5.17 / Avg: 6.41 / Max: 7.06Min: 5.26 / Avg: 6.48 / Max: 7.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v312341.26452.5293.79355.0586.3225SE +/- 0.56, N = 3SE +/- 0.33, N = 34.214.165.365.62MIN: 4.1 / MAX: 11.21MIN: 4.09 / MAX: 8.27MIN: 4.11 / MAX: 17.33MIN: 4.13 / MAX: 16.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU-v3-v3 - Model: mobilenet-v31234246810Min: 4.23 / Avg: 5.36 / Max: 5.94Min: 4.97 / Avg: 5.62 / Max: 5.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v21234246810SE +/- 0.64, N = 3SE +/- 0.02, N = 34.424.425.786.32MIN: 4.32 / MAX: 7.16MIN: 4.3 / MAX: 7.83MIN: 4.33 / MAX: 17.73MIN: 5.92 / MAX: 17.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: shufflenet-v212343691215Min: 4.5 / Avg: 5.78 / Max: 6.48Min: 6.3 / Avg: 6.32 / Max: 6.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet1234246810SE +/- 0.66, N = 3SE +/- 0.04, N = 24.384.395.756.33MIN: 4.24 / MAX: 15.06MIN: 4.29 / MAX: 12.65MIN: 4.27 / MAX: 18.15MIN: 5.9 / MAX: 16.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: mnasnet12343691215Min: 4.44 / Avg: 5.75 / Max: 6.46Min: 6.29 / Avg: 6.33 / Max: 6.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b012343691215SE +/- 0.03, N = 3SE +/- 0.04, N = 36.876.939.649.70MIN: 6.78 / MAX: 10.6MIN: 6.81 / MAX: 17.97MIN: 9.24 / MAX: 21.07MIN: 9.37 / MAX: 21.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: efficientnet-b012343691215Min: 9.6 / Avg: 9.64 / Max: 9.69Min: 9.66 / Avg: 9.7 / Max: 9.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface12340.52881.05761.58642.11522.644SE +/- 0.01, N = 3SE +/- 0.02, N = 31.581.582.352.32MIN: 1.55 / MAX: 1.81MIN: 1.55 / MAX: 1.82MIN: 2.27 / MAX: 11.55MIN: 2.24 / MAX: 8.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: blazeface1234246810Min: 2.34 / Avg: 2.35 / Max: 2.37Min: 2.29 / Avg: 2.32 / Max: 2.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet1234510152025SE +/- 0.04, N = 3SE +/- 0.04, N = 314.6614.6920.3720.43MIN: 14.52 / MAX: 26.1MIN: 14.46 / MAX: 25.44MIN: 19.94 / MAX: 32.31MIN: 19.79 / MAX: 37.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: googlenet1234510152025Min: 20.3 / Avg: 20.37 / Max: 20.43Min: 20.35 / Avg: 20.43 / Max: 20.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612341530456075SE +/- 0.31, N = 3SE +/- 0.02, N = 354.8054.9365.7365.79MIN: 53.87 / MAX: 66.81MIN: 54.22 / MAX: 65.37MIN: 63.4 / MAX: 82.52MIN: 63.74 / MAX: 172.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: vgg1612341326395265Min: 65.15 / Avg: 65.73 / Max: 66.19Min: 65.75 / Avg: 65.79 / Max: 65.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet181234510152025SE +/- 0.02, N = 3SE +/- 0.03, N = 314.1914.2318.7618.77MIN: 13.87 / MAX: 25.18MIN: 13.85 / MAX: 25.47MIN: 18.3 / MAX: 30.77MIN: 18.35 / MAX: 31.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet181234510152025Min: 18.72 / Avg: 18.76 / Max: 18.8Min: 18.71 / Avg: 18.77 / Max: 18.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet123448121620SE +/- 0.05, N = 3SE +/- 0.03, N = 313.0213.0516.7616.78MIN: 12.74 / MAX: 16.73MIN: 12.71 / MAX: 22.09MIN: 16.36 / MAX: 28.34MIN: 16.43 / MAX: 27.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: alexnet123448121620Min: 16.68 / Avg: 16.76 / Max: 16.86Min: 16.73 / Avg: 16.78 / Max: 16.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet501234918273645SE +/- 0.23, N = 3SE +/- 0.03, N = 330.1829.8337.1036.88MIN: 28.19 / MAX: 42.88MIN: 27.81 / MAX: 41.79MIN: 36.02 / MAX: 90.9MIN: 36.04 / MAX: 52.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: resnet501234816243240Min: 36.82 / Avg: 37.1 / Max: 37.55Min: 36.82 / Avg: 36.88 / Max: 36.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny1234816243240SE +/- 0.27, N = 3SE +/- 0.08, N = 329.4129.2636.6036.23MIN: 28.58 / MAX: 41.83MIN: 28.32 / MAX: 40.02MIN: 35.29 / MAX: 48.79MIN: 35.39 / MAX: 49.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: yolov4-tiny1234816243240Min: 36.07 / Avg: 36.6 / Max: 36.9Min: 36.13 / Avg: 36.23 / Max: 36.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd1234816243240SE +/- 0.15, N = 3SE +/- 0.07, N = 325.8525.5533.2833.17MIN: 25.11 / MAX: 35.16MIN: 24.94 / MAX: 37.73MIN: 32.43 / MAX: 44.71MIN: 32.55 / MAX: 51.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: squeezenet_ssd1234714212835Min: 33.02 / Avg: 33.28 / Max: 33.55Min: 33.04 / Avg: 33.17 / Max: 33.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m123448121620SE +/- 0.00, N = 3SE +/- 0.01, N = 39.589.5413.6413.65MIN: 9.41 / MAX: 21.37MIN: 9.39 / MAX: 22.14MIN: 13.29 / MAX: 25.27MIN: 13.33 / MAX: 25.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: CPU - Model: regnety_400m123448121620Min: 13.63 / Avg: 13.64 / Max: 13.64Min: 13.63 / Avg: 13.65 / Max: 13.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet1234510152025SE +/- 0.12, N = 3SE +/- 0.23, N = 319.5821.1820.4321.71MIN: 17.39 / MAX: 27.41MIN: 17.49 / MAX: 31.49MIN: 16.5 / MAX: 30.15MIN: 17.43 / MAX: 37.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mobilenet1234510152025Min: 20.23 / Avg: 20.43 / Max: 20.64Min: 21.42 / Avg: 21.71 / Max: 22.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212343691215SE +/- 0.06, N = 3SE +/- 0.07, N = 311.6211.4911.6611.44MIN: 10.36 / MAX: 13.31MIN: 10.23 / MAX: 15.56MIN: 10.25 / MAX: 13.43MIN: 10.04 / MAX: 12.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212343691215Min: 11.55 / Avg: 11.66 / Max: 11.76Min: 11.33 / Avg: 11.44 / Max: 11.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123448121620SE +/- 0.30, N = 3SE +/- 0.43, N = 315.7715.5315.3314.37MIN: 14.57 / MAX: 16.84MIN: 14.5 / MAX: 16.15MIN: 14.22 / MAX: 16.99MIN: 12.6 / MAX: 16.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3123448121620Min: 14.73 / Avg: 15.33 / Max: 15.72Min: 13.52 / Avg: 14.37 / Max: 14.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v2123448121620SE +/- 1.25, N = 3SE +/- 0.62, N = 314.1211.4712.149.61MIN: 13.69 / MAX: 16.12MIN: 7.66 / MAX: 19.94MIN: 8.42 / MAX: 18.12MIN: 7.62 / MAX: 14.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: shufflenet-v2123448121620Min: 10.38 / Avg: 12.14 / Max: 14.56Min: 8.91 / Avg: 9.61 / Max: 10.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet12343691215SE +/- 0.09, N = 3SE +/- 0.06, N = 311.9311.9311.7610.91MIN: 11.57 / MAX: 12.12MIN: 11.63 / MAX: 12.39MIN: 10.37 / MAX: 13.13MIN: 10.29 / MAX: 12.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: mnasnet12343691215Min: 11.59 / Avg: 11.76 / Max: 11.9Min: 10.83 / Avg: 10.91 / Max: 11.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b0123448121620SE +/- 0.28, N = 3SE +/- 0.25, N = 316.4216.3416.7015.20MIN: 16.16 / MAX: 18.42MIN: 15.22 / MAX: 18.97MIN: 15.67 / MAX: 19.67MIN: 13.79 / MAX: 19.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: efficientnet-b0123448121620Min: 16.39 / Avg: 16.7 / Max: 17.27Min: 14.92 / Avg: 15.2 / Max: 15.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface12340.69081.38162.07242.76323.454SE +/- 0.23, N = 3SE +/- 0.18, N = 33.012.992.993.07MIN: 2.39 / MAX: 4.02MIN: 2.37 / MAX: 4.31MIN: 2.38 / MAX: 7.68MIN: 2.37 / MAX: 4.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: blazeface1234246810Min: 2.68 / Avg: 2.99 / Max: 3.43Min: 2.72 / Avg: 3.07 / Max: 3.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet123448121620SE +/- 0.22, N = 3SE +/- 0.14, N = 316.4317.4516.0015.39MIN: 16.08 / MAX: 17.64MIN: 17.24 / MAX: 18.17MIN: 15.05 / MAX: 18.21MIN: 14.17 / MAX: 18.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: googlenet123448121620Min: 15.59 / Avg: 16 / Max: 16.32Min: 15.21 / Avg: 15.39 / Max: 15.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161234816243240SE +/- 0.05, N = 3SE +/- 0.01, N = 336.7236.7836.7936.86MIN: 36 / MAX: 37.31MIN: 36.33 / MAX: 37.58MIN: 35.93 / MAX: 37.31MIN: 36.04 / MAX: 37.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: vgg161234816243240Min: 36.7 / Avg: 36.79 / Max: 36.85Min: 36.85 / Avg: 36.86 / Max: 36.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet1812343691215SE +/- 0.31, N = 3SE +/- 0.22, N = 312.8412.7312.2111.58MIN: 12.38 / MAX: 13.09MIN: 11.03 / MAX: 15.29MIN: 11.12 / MAX: 13.08MIN: 10.83 / MAX: 12.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet18123448121620Min: 11.89 / Avg: 12.21 / Max: 12.83Min: 11.16 / Avg: 11.58 / Max: 11.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12343691215SE +/- 0.09, N = 3SE +/- 0.38, N = 311.2411.1311.4511.91MIN: 10.22 / MAX: 15.13MIN: 10.17 / MAX: 14.29MIN: 10.23 / MAX: 15.09MIN: 10.69 / MAX: 14.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: alexnet12343691215Min: 11.29 / Avg: 11.45 / Max: 11.6Min: 11.18 / Avg: 11.91 / Max: 12.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123448121620SE +/- 0.12, N = 2SE +/- 0.05, N = 315.2715.2115.5715.70MIN: 14.66 / MAX: 15.6MIN: 14.33 / MAX: 15.56MIN: 14.83 / MAX: 16.09MIN: 14.71 / MAX: 16.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: resnet50123448121620Min: 15.45 / Avg: 15.57 / Max: 15.68Min: 15.64 / Avg: 15.7 / Max: 15.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny12341020304050SE +/- 0.71, N = 3SE +/- 0.10, N = 345.9942.6342.7843.98MIN: 30 / MAX: 62.2MIN: 27.86 / MAX: 56.53MIN: 27.08 / MAX: 63.78MIN: 28.09 / MAX: 72.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: yolov4-tiny1234918273645Min: 41.95 / Avg: 42.78 / Max: 44.19Min: 43.81 / Avg: 43.98 / Max: 44.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123448121620SE +/- 0.80, N = 3SE +/- 1.01, N = 312.0014.8913.2814.15MIN: 11.4 / MAX: 12.65MIN: 13.1 / MAX: 25.87MIN: 11.64 / MAX: 15.59MIN: 11.78 / MAX: 17.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: squeezenet_ssd123448121620Min: 12.11 / Avg: 13.28 / Max: 14.82Min: 12.14 / Avg: 14.15 / Max: 15.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m123448121620SE +/- 0.34, N = 3SE +/- 0.30, N = 315.5114.7215.7315.00MIN: 14.64 / MAX: 16.49MIN: 14.07 / MAX: 14.92MIN: 14.39 / MAX: 17.03MIN: 13.17 / MAX: 16.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20210720Target: Vulkan GPU - Model: regnety_400m123448121620Min: 15.14 / Avg: 15.73 / Max: 16.31Min: 14.6 / Avg: 15 / Max: 15.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

Apache Cassandra

This is a benchmark of the Apache Cassandra NoSQL database management system making use of cassandra-stress. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads1238K16K24K32K40KSE +/- 804.65, N = 12363123860431725
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Reads1237K14K21K28K35KMin: 27325 / Avg: 31724.67 / Max: 36272

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes12310K20K30K40K50KSE +/- 108.17, N = 3479064873240411
OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Writes1238K16K24K32K40KMin: 40302 / Avg: 40410.67 / Max: 40627

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:1127K14K21K28K35K3390832932

OpenBenchmarking.orgOp/s, More Is BetterApache Cassandra 4.0Test: Mixed 1:3127K14K21K28K35K3340732650