NCNN Vulkan - AMD vs. NVIDIA

NCNN Vulkan benchmarks by Michael Larabel.

HTML result view exported from: https://openbenchmarking.org/result/2009260-PTS-NCNNVULK08&rdt.

NCNN Vulkan - AMD vs. NVIDIAProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionDisplay DriverRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads)ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS)AMD Starship/Matisse16GB2000GB Corsair Force MP600 + 2000GBSapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz)AMD Navi 10 HDMI AudioDELL P2415QRealtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200Ubuntu 20.045.9.0-050900rc6daily20200925-generic (x86_64) 20200924GNOME Shell 3.36.4X Server 1.20.84.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1)OpenCL 2.0 AMD-APP (3182.0)1.2.145GCC 9.3.0 + CUDA 11.0ext43840x2160AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (1750/875MHz)AMD Radeon RX 56/64 8GB (1590/800MHz)AMD Vega 10 HDMI AudioAMD Radeon VII 16GB (1801/1000MHz)AMD Vega 20 HDMI AudioAMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (2100/875MHz)AMD Navi 10 HDMI AudioASUS NVIDIA GeForce GTX 1650 4GB (1485/4001MHz)NVIDIA Device 10fa5.4.0-48-generic (x86_64)NVIDIA 450.664.6.0OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.2281.2.133NVIDIA GeForce GTX 1080 8GB (1607/5005MHz)NVIDIA GP104 HD AudioNVIDIA GeForce GTX 1060 6GB (1506/4006MHz)NVIDIA GP106 HD AudioNVIDIA GeForce RTX 2060 6GB (1365/7000MHz)NVIDIA TU106 HD AudioNVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz)NVIDIA GeForce RTX 2070 SUPER 8GB (375/405MHz)NVIDIA TU104 HD AudioeVGA NVIDIA GeForce GTX 1660 Ti 6GB (1500/6000MHz)NVIDIA TU116 HD AudioeVGA NVIDIA GeForce GTX 1660 SUPER 6GB (1530/7000MHz)ASUS NVIDIA GeForce GTX 1650 SUPER 4GB (375/810MHz)NVIDIA GeForce GTX 1070 8GB (1506/4006MHz)NVIDIA GP104 HD AudioNVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA TU102 HD AudioZotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA TU104 HD AudioASUS NVIDIA GeForce RTX 2070 8GB (420/405MHz)NVIDIA TU106 HD AudioNVIDIA GeForce RTX 2080 SUPER 8GB (405/405MHz)NVIDIA TU104 HD AudioASUS NVIDIA GeForce GTX 1660 6GB (1530/4001MHz)NVIDIA TU116 HD AudioOpenBenchmarking.orgCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --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++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none,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-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 -vProcessor Details- Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013Security 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 STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

NCNN Vulkan - AMD vs. NVIDIAncnn: Vulkan GPU - squeezenetncnn: 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-tinyrealsr-ncnn: 4x - Yesrealsr-ncnn: 4x - NoRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16603.586.542.153.111.842.337.250.764.2415.241.735.245.028.5380.26012.0793.586.602.183.131.862.257.850.774.2714.911.715.385.248.4958.9299.3584.896.312.954.652.343.0910.540.875.7411.562.204.386.547.6766.10810.2545.039.022.844.132.603.1511.070.927.2210.422.043.786.6210.0041.2887.1773.366.582.052.961.732.086.630.733.8713.701.574.814.468.3255.6788.9826.836.291.942.291.572.173.500.705.3124.153.373.748.4211.95215.51829.3725.835.262.232.251.471.933.400.714.1315.042.013.784.918.84116.45217.2147.775.991.972.421.602.073.650.705.4520.203.135.408.0010.52143.94920.5434.724.901.541.791.421.642.840.693.5611.082.002.434.268.7486.37213.4004.604.621.451.931.321.682.610.623.3610.311.722.223.848.5476.37312.1294.334.651.441.751.361.542.690.663.238.471.682.063.758.3063.86310.6155.245.131.611.831.461.632.840.663.7815.332.262.745.049.45117.67417.1505.205.091.481.981.331.792.870.633.9415.42.382.755.029.41120.14817.5385.805.421.601.881.401.633.210.644.0921.552.612.955.8310.67186.17925.6586.525.471.852.321.551.963.490.714.5814.982.393.845.919.15102.78715.3744.014.531.441.731.361.482.730.673.055.601.421.613.147.7744.9868.2604.284.651.491.761.441.512.760.713.338.051.631.983.578.2260.36010.0614.674.831.451.701.321.772.890.623.719.641.732.243.888.4275.43712.0074.304.451.481.621.391.512.710.633.237.631.511.933.538.1254.8409.4635.525.571.772.141.512.003.190.674.3316.982.373.055.759.92138.72119.893OpenBenchmarking.org

NCNN

Target: Vulkan GPU - Model: squeezenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenetRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660246810SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 4SE +/- 0.03, N = 14SE +/- 0.09, N = 4SE +/- 0.02, N = 3SE +/- 0.11, N = 4SE +/- 0.05, N = 15SE +/- 0.05, N = 3SE +/- 0.05, N = 15SE +/- 0.17, N = 15SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.21, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.07, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 73.583.584.895.033.366.835.837.774.724.604.335.245.205.806.524.014.284.674.305.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenetRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16603691215SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 4SE +/- 0.01, N = 14SE +/- 0.02, N = 4SE +/- 0.03, N = 3SE +/- 0.08, N = 4SE +/- 0.05, N = 15SE +/- 0.10, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.12, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 15SE +/- 0.03, N = 14SE +/- 0.04, N = 15SE +/- 0.03, N = 3SE +/- 0.05, N = 15SE +/- 0.01, N = 76.546.606.319.026.586.295.265.994.904.624.655.135.095.425.474.534.654.834.455.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16600.66381.32761.99142.65523.319SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.36, N = 3SE +/- 0.01, N = 4SE +/- 0.07, N = 14SE +/- 0.00, N = 4SE +/- 0.16, N = 3SE +/- 0.02, N = 4SE +/- 0.04, N = 15SE +/- 0.04, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 15SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 15SE +/- 0.04, N = 15SE +/- 0.06, N = 15SE +/- 0.02, N = 3SE +/- 0.05, N = 15SE +/- 0.06, N = 72.152.182.952.842.051.942.231.971.541.451.441.611.481.601.851.441.491.451.481.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601.04632.09263.13894.18525.2315SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.93, N = 3SE +/- 0.12, N = 4SE +/- 0.12, N = 14SE +/- 0.12, N = 4SE +/- 0.11, N = 3SE +/- 0.09, N = 4SE +/- 0.04, N = 15SE +/- 0.11, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.15, N = 3SE +/- 0.12, N = 3SE +/- 0.05, N = 15SE +/- 0.05, N = 15SE +/- 0.06, N = 15SE +/- 0.02, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 73.113.134.654.132.962.292.252.421.791.931.751.831.981.882.321.731.761.701.622.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v2RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16600.5851.171.7552.342.925SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 4SE +/- 0.00, N = 14SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 4SE +/- 0.04, N = 15SE +/- 0.03, N = 3SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 15SE +/- 0.04, N = 15SE +/- 0.08, N = 15SE +/- 0.02, N = 3SE +/- 0.05, N = 15SE +/- 0.05, N = 71.841.862.342.601.731.571.471.601.421.321.361.461.331.401.551.361.441.321.391.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnetRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16600.70881.41762.12642.83523.544SE +/- 0.08, N = 3SE +/- 0.00, N = 3SE +/- 0.31, N = 3SE +/- 0.01, N = 4SE +/- 0.02, N = 14SE +/- 0.10, N = 4SE +/- 0.12, N = 3SE +/- 0.03, N = 4SE +/- 0.05, N = 15SE +/- 0.17, N = 2SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.13, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 14SE +/- 0.03, N = 15SE +/- 0.14, N = 3SE +/- 0.05, N = 15SE +/- 0.07, N = 72.332.253.093.152.082.171.932.071.641.681.541.631.791.631.961.481.511.771.512.001. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16603691215SE +/- 0.12, N = 3SE +/- 0.05, N = 3SE +/- 0.19, N = 3SE +/- 0.06, N = 4SE +/- 0.05, N = 14SE +/- 0.08, N = 4SE +/- 0.10, N = 3SE +/- 0.10, N = 4SE +/- 0.04, N = 15SE +/- 0.01, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.12, N = 3SE +/- 0.25, N = 3SE +/- 0.04, N = 15SE +/- 0.08, N = 15SE +/- 0.04, N = 15SE +/- 0.11, N = 3SE +/- 0.05, N = 15SE +/- 0.05, N = 77.257.8510.5411.076.633.503.403.652.842.612.692.842.873.213.492.732.762.892.713.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazefaceRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16600.2070.4140.6210.8281.035SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 4SE +/- 0.00, N = 14SE +/- 0.01, N = 4SE +/- 0.05, N = 3SE +/- 0.01, N = 4SE +/- 0.04, N = 15SE +/- 0.00, N = 3SE +/- 0.03, N = 15SE +/- 0.03, N = 15SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.01, N = 3SE +/- 0.02, N = 15SE +/- 0.00, N = 70.760.770.870.920.730.700.710.700.690.620.660.660.630.640.710.670.710.620.630.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenetRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660246810SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.15, N = 4SE +/- 0.00, N = 14SE +/- 0.01, N = 4SE +/- 0.06, N = 3SE +/- 0.01, N = 4SE +/- 0.04, N = 15SE +/- 0.09, N = 3SE +/- 0.06, N = 15SE +/- 0.04, N = 15SE +/- 0.17, N = 3SE +/- 0.16, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.07, N = 15SE +/- 0.22, N = 3SE +/- 0.05, N = 15SE +/- 0.06, N = 74.244.275.747.223.875.314.135.453.563.363.233.783.944.094.583.053.333.713.234.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660612182430SE +/- 0.15, N = 3SE +/- 0.04, N = 3SE +/- 0.13, N = 3SE +/- 0.11, N = 4SE +/- 0.08, N = 14SE +/- 0.03, N = 4SE +/- 0.14, N = 3SE +/- 0.19, N = 4SE +/- 0.06, N = 15SE +/- 0.56, N = 3SE +/- 0.03, N = 15SE +/- 0.09, N = 15SE +/- 0.17, N = 3SE +/- 0.27, N = 3SE +/- 0.08, N = 15SE +/- 0.03, N = 15SE +/- 0.06, N = 15SE +/- 0.22, N = 3SE +/- 0.06, N = 15SE +/- 0.12, N = 715.2414.9111.5610.4213.7024.1515.0420.2011.0810.318.4715.3315.4021.5514.985.608.059.647.6316.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16600.75831.51662.27493.03323.7915SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 4SE +/- 0.00, N = 14SE +/- 0.06, N = 4SE +/- 0.01, N = 3SE +/- 0.06, N = 4SE +/- 0.04, N = 15SE +/- 0.04, N = 3SE +/- 0.04, N = 15SE +/- 0.03, N = 15SE +/- 0.12, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 14SE +/- 0.04, N = 14SE +/- 0.03, N = 3SE +/- 0.02, N = 15SE +/- 0.01, N = 71.731.712.202.041.573.372.013.132.001.721.682.262.382.612.391.421.631.731.512.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnetRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601.2152.433.6454.866.075SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 4SE +/- 0.01, N = 14SE +/- 0.03, N = 4SE +/- 0.04, N = 3SE +/- 0.02, N = 4SE +/- 0.04, N = 15SE +/- 0.12, N = 3SE +/- 0.02, N = 15SE +/- 0.04, N = 15SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 14SE +/- 0.02, N = 15SE +/- 0.01, N = 14SE +/- 0.10, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 75.245.384.383.784.813.743.785.402.432.222.062.742.752.953.841.611.982.241.933.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50RX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660246810SE +/- 0.04, N = 3SE +/- 0.16, N = 3SE +/- 0.07, N = 3SE +/- 0.08, N = 4SE +/- 0.00, N = 14SE +/- 0.18, N = 4SE +/- 0.10, N = 3SE +/- 0.09, N = 4SE +/- 0.04, N = 15SE +/- 0.08, N = 3SE +/- 0.04, N = 15SE +/- 0.03, N = 14SE +/- 0.13, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.09, N = 3SE +/- 0.04, N = 15SE +/- 0.02, N = 75.025.246.546.624.468.424.918.004.263.843.755.045.025.835.913.143.573.883.535.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tinyRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16603691215SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 4SE +/- 0.01, N = 14SE +/- 0.11, N = 4SE +/- 0.11, N = 3SE +/- 0.08, N = 4SE +/- 0.05, N = 15SE +/- 0.10, N = 3SE +/- 0.06, N = 15SE +/- 0.04, N = 15SE +/- 0.12, N = 3SE +/- 0.08, N = 3SE +/- 0.04, N = 15SE +/- 0.07, N = 15SE +/- 0.06, N = 15SE +/- 0.07, N = 3SE +/- 0.08, N = 14SE +/- 0.12, N = 78.538.497.6710.008.3211.958.8410.528.748.548.309.459.4110.679.157.778.228.428.129.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNCNN 20200916GPU Power Consumption MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16604080120160200Min: 22 / Avg: 50.03 / Max: 95Min: 31 / Avg: 54.05 / Max: 117Min: 12 / Avg: 73.93 / Max: 164Min: 21 / Avg: 56.3 / Max: 178Min: 29 / Avg: 64.95 / Max: 172Min: 5.43 / Avg: 36.97 / Max: 58.71Min: 6.66 / Avg: 67.08 / Max: 127.61Min: 5.95 / Avg: 52.99 / Max: 89.44Min: 9.5 / Avg: 66.76 / Max: 125.56Min: 10.49 / Avg: 67.01 / Max: 138.49Min: 14.5 / Avg: 76.37 / Max: 153.13Min: 7.41 / Avg: 52.59 / Max: 95.92Min: 10.79 / Avg: 58.28 / Max: 103.39Min: 6.69 / Avg: 41.85 / Max: 70.35Min: 6.75 / Avg: 72.5 / Max: 121.46Min: 8.14 / Avg: 92.05 / Max: 219.12Min: 13.31 / Avg: 80.01 / Max: 161.84Min: 7.53 / Avg: 63.22 / Max: 132.69Min: 8.89 / Avg: 75.86 / Max: 159.23Min: 6.75 / Avg: 41.49 / Max: 72.99

NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterNCNN 20200916GPU Temperature MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601224364860Min: 45 / Avg: 49.92 / Max: 54Min: 38 / Avg: 41.97 / Max: 44Min: 29 / Avg: 40.31 / Max: 46Min: 29 / Avg: 35.12 / Max: 39Min: 35 / Avg: 45.08 / Max: 50Min: 31 / Avg: 41.54 / Max: 49Min: 29 / Avg: 38.57 / Max: 48Min: 27 / Avg: 38.51 / Max: 46Min: 28 / Avg: 41.98 / Max: 50Min: 29 / Avg: 36.86 / Max: 43Min: 26 / Avg: 38.38 / Max: 45Min: 29 / Avg: 44.32 / Max: 52Min: 33 / Avg: 47.22 / Max: 58Min: 30 / Avg: 35.87 / Max: 41Min: 29 / Avg: 51.63 / Max: 61Min: 32 / Avg: 43.67 / Max: 50Min: 29 / Avg: 49.32 / Max: 61Min: 29 / Avg: 36.15 / Max: 43Min: 28 / Avg: 40.39 / Max: 47Min: 29 / Avg: 41.23 / Max: 50

RealSR-NCNN

Scale: 4x - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 166050100150200250SE +/- 0.13, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 3SE +/- 0.12, N = 3SE +/- 0.14, N = 3SE +/- 0.29, N = 3SE +/- 0.08, N = 3SE +/- 0.33, N = 3SE +/- 0.26, N = 3SE +/- 0.43, N = 3SE +/- 0.31, N = 3SE +/- 0.19, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.36, N = 3SE +/- 0.23, N = 3SE +/- 0.38, N = 3SE +/- 0.56, N = 3SE +/- 0.19, N = 3SE +/- 0.27, N = 380.2658.9366.1141.2955.68215.52116.45143.9586.3776.3763.86117.67120.15186.18102.7944.9960.3675.4454.84138.72

RealSR-NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterRealSR-NCNN 20200818GPU Power Consumption MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 166050100150200250Min: 22 / Avg: 124.95 / Max: 171Min: 31 / Avg: 136.68 / Max: 165Min: 12 / Avg: 150.39 / Max: 167Min: 21 / Avg: 208.15 / Max: 267Min: 32 / Avg: 159.84 / Max: 225Min: 5.59 / Avg: 64.99 / Max: 68.86Min: 7.24 / Avg: 152.95 / Max: 188.22Min: 6.15 / Avg: 112.02 / Max: 131.08Min: 9.49 / Avg: 148.27 / Max: 164.41Min: 10.5 / Avg: 162.04 / Max: 179.76Min: 14.42 / Avg: 196.82 / Max: 220.78Min: 7.82 / Avg: 122.28 / Max: 133.19Min: 11.09 / Avg: 119.27 / Max: 129.22Min: 6.74 / Avg: 88 / Max: 96.43Min: 8.06 / Avg: 139.07 / Max: 162.74Min: 8.53 / Avg: 226.48 / Max: 274.43Min: 14.09 / Avg: 197.01 / Max: 220.77Min: 7.96 / Avg: 160.99 / Max: 181.01Min: 9.25 / Avg: 219.85 / Max: 255.3Min: 6.81 / Avg: 99.98 / Max: 109.23

RealSR-NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterRealSR-NCNN 20200818GPU Temperature MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601632486480Min: 45 / Avg: 61.02 / Max: 66Min: 40 / Avg: 59.96 / Max: 67Min: 37 / Avg: 60.4 / Max: 65Min: 32 / Avg: 56.43 / Max: 66Min: 42 / Avg: 65.79 / Max: 74Min: 34 / Avg: 62.36 / Max: 66Min: 37 / Avg: 70.82 / Max: 79Min: 32 / Avg: 63.49 / Max: 69Min: 34 / Avg: 63.16 / Max: 70Min: 31 / Avg: 61.48 / Max: 71Min: 32 / Avg: 58.46 / Max: 68Min: 35 / Avg: 63.96 / Max: 69Min: 41 / Avg: 66.66 / Max: 70Min: 34 / Avg: 60.94 / Max: 66Min: 41 / Avg: 70.65 / Max: 78Min: 38 / Avg: 60.3 / Max: 71Min: 43 / Avg: 73.55 / Max: 82Min: 33 / Avg: 63.99 / Max: 74Min: 34 / Avg: 61.48 / Max: 72Min: 37 / Avg: 71.23 / Max: 79

RealSR-NCNN

Scale: 4x - TAA: No

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 1660714212835SE +/- 0.024, N = 4SE +/- 0.035, N = 5SE +/- 0.021, N = 5SE +/- 0.018, N = 6SE +/- 0.020, N = 5SE +/- 0.039, N = 3SE +/- 0.068, N = 3SE +/- 0.020, N = 3SE +/- 0.021, N = 4SE +/- 0.039, N = 4SE +/- 0.034, N = 5SE +/- 0.030, N = 3SE +/- 0.010, N = 3SE +/- 0.050, N = 3SE +/- 0.035, N = 4SE +/- 0.020, N = 6SE +/- 0.038, N = 5SE +/- 0.039, N = 4SE +/- 0.041, N = 5SE +/- 0.045, N = 312.0799.35810.2547.1778.98229.37217.21420.54313.40012.12910.61517.15017.53825.65815.3748.26010.06112.0079.46319.893

RealSR-NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterRealSR-NCNN 20200818GPU Power Consumption MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 166050100150200250Min: 22 / Avg: 89.3 / Max: 156Min: 31 / Avg: 92.51 / Max: 165Min: 11 / Avg: 97.73 / Max: 167Min: 21 / Avg: 114.21 / Max: 262Min: 32 / Avg: 109.14 / Max: 212Min: 6.5 / Avg: 55.46 / Max: 68.27Min: 9.76 / Avg: 120.6 / Max: 186.3Min: 7.31 / Avg: 91.17 / Max: 124.12Min: 9.95 / Avg: 106.24 / Max: 163.21Min: 10.8 / Avg: 116.43 / Max: 178.77Min: 15.5 / Avg: 128.75 / Max: 219.45Min: 8.15 / Avg: 90.4 / Max: 132.9Min: 12.58 / Avg: 94.43 / Max: 127.87Min: 7 / Avg: 72.64 / Max: 95.3Min: 10.43 / Avg: 107.9 / Max: 153.11Min: 10.28 / Avg: 138.39 / Max: 267.04Min: 18.23 / Avg: 129.31 / Max: 221.85Min: 10.76 / Avg: 115.01 / Max: 178.57Min: 10.06 / Avg: 141.36 / Max: 255.21Min: 7.2 / Avg: 77.74 / Max: 106.6

RealSR-NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterRealSR-NCNN 20200818GPU Temperature MonitorRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601428425670Min: 51 / Avg: 57.75 / Max: 63Min: 52 / Avg: 57.79 / Max: 63Min: 49 / Avg: 54.75 / Max: 59Min: 48 / Avg: 53.03 / Max: 58Min: 57 / Avg: 62.43 / Max: 68Min: 50 / Avg: 59.36 / Max: 62Min: 65 / Avg: 69.26 / Max: 72Min: 54 / Avg: 60.61 / Max: 64Min: 52 / Avg: 60.15 / Max: 65Min: 53 / Avg: 60.46 / Max: 65Min: 53 / Avg: 58.67 / Max: 63Min: 48 / Avg: 58.39 / Max: 64Min: 46 / Avg: 59.14 / Max: 65Min: 55 / Avg: 60.68 / Max: 63Min: 65 / Avg: 68.84 / Max: 71Min: 57 / Avg: 61.2 / Max: 66Min: 64 / Avg: 68.73 / Max: 73Min: 57 / Avg: 62.21 / Max: 66Min: 56 / Avg: 61.59 / Max: 66Min: 59 / Avg: 67.45 / Max: 72

GPU Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsGPU Power Consumption MonitorPhoronix Test Suite System MonitoringRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 166050100150200250Min: 22 / Avg: 98.3 / Max: 171Min: 31 / Avg: 89.52 / Max: 165Min: 11 / Avg: 96.87 / Max: 167Min: 21 / Avg: 104.49 / Max: 267Min: 29 / Avg: 88.95 / Max: 225Min: 5.43 / Avg: 53.96 / Max: 68.86Min: 6.57 / Avg: 115.01 / Max: 188.22Min: 5.95 / Avg: 86 / Max: 131.08Min: 9.49 / Avg: 91.04 / Max: 164.41Min: 10.34 / Avg: 108.02 / Max: 179.76Min: 14.42 / Avg: 107.67 / Max: 220.78Min: 7.41 / Avg: 78.56 / Max: 133.19Min: 10.75 / Avg: 90.37 / Max: 129.22Min: 6.51 / Avg: 71.29 / Max: 96.43Min: 6.75 / Avg: 92.52 / Max: 162.74Min: 7.79 / Avg: 115.51 / Max: 274.43Min: 13.31 / Avg: 108.43 / Max: 221.85Min: 7.53 / Avg: 105.98 / Max: 181.01Min: 8.89 / Avg: 110.83 / Max: 255.3Min: 6.69 / Avg: 72.09 / Max: 109.23

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRX 5600 XTRX 5700RX Vega 56Radeon VIIRX 5700 XTGTX 1650GTX 1080GTX 1060RTX 2060RTX 2060 SUPERRTX 2070 SUPERGTX 1660 TiGTX 1660 SUPERGTX 1650 SUPERGTX 1070RTX 2080 TiRTX 2080RTX 2070RTX 2080 SUPERGTX 16601632486480Min: 44 / Avg: 57.67 / Max: 66Min: 38 / Avg: 52.05 / Max: 67Min: 29 / Avg: 51.18 / Max: 65Min: 29 / Avg: 44.95 / Max: 66Min: 35 / Avg: 52.14 / Max: 74Min: 31 / Avg: 56.9 / Max: 66Min: 29 / Avg: 62.17 / Max: 79Min: 27 / Avg: 55.8 / Max: 69Min: 28 / Avg: 50.87 / Max: 70Min: 29 / Avg: 52.23 / Max: 71Min: 26 / Avg: 46.54 / Max: 68Min: 29 / Avg: 52.99 / Max: 69Min: 33 / Avg: 59.37 / Max: 70Min: 30 / Avg: 55.56 / Max: 66Min: 29 / Avg: 60.05 / Max: 78Min: 32 / Avg: 49.95 / Max: 71Min: 29 / Avg: 58.81 / Max: 82Min: 29 / Avg: 54.07 / Max: 74Min: 28 / Avg: 48.45 / Max: 72Min: 29 / Avg: 60.56 / Max: 79

Phoronix Test Suite v10.8.4