NCNN Vulkan - AMD vs. NVIDIA

NCNN Vulkan benchmarks by Michael Larabel.

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

NCNN Vulkan - AMD vs. NVIDIAProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIAMD 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 + 2000GBNVIDIA GeForce GTX 1060 6GB (1506/4006MHz)NVIDIA GP106 HD AudioDELL P2415QRealtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200Ubuntu 20.045.4.0-48-generic (x86_64)GNOME Shell 3.36.4X Server 1.20.8NVIDIA 450.664.6.0OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.2281.2.133GCC 9.3.0 + CUDA 11.0ext43840x2160NVIDIA GeForce GTX 1070 8GB (1506/4006MHz)NVIDIA GP104 HD AudioNVIDIA GeForce GTX 1080 8GB (1607/5005MHz)ASUS NVIDIA GeForce GTX 1650 4GB (1485/4001MHz)NVIDIA Device 10faASUS NVIDIA GeForce GTX 1650 SUPER 4GB (375/810MHz)NVIDIA TU116 HD AudioASUS NVIDIA GeForce GTX 1660 6GB (1530/4001MHz)eVGA NVIDIA GeForce GTX 1660 SUPER 6GB (1530/7000MHz)eVGA NVIDIA GeForce GTX 1660 Ti 6GB (1500/6000MHz)NVIDIA GeForce RTX 2060 6GB (1365/7000MHz)NVIDIA TU106 HD AudioNVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz)ASUS NVIDIA GeForce RTX 2070 8GB (420/405MHz)NVIDIA GeForce RTX 2070 SUPER 8GB (375/405MHz)NVIDIA TU104 HD AudioZotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA GeForce RTX 2080 SUPER 8GB (405/405MHz)NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA TU102 HD AudioAMD Radeon RX 56/64 8GB (1590/800MHz)AMD Vega 10 HDMI Audio5.9.0-050900rc6daily20200925-generic (x86_64) 202009244.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1)OpenCL 2.0 AMD-APP (3182.0)1.2.145Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz)AMD Navi 10 HDMI AudioAMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (1750/875MHz)AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (2100/875MHz)AMD Radeon VII 16GB (1801/1000MHz)AMD Vega 20 HDMI 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 - NoGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VII7.775.991.972.421.602.073.650.705.4520.203.135.408.0010.52143.94920.5436.525.471.852.321.551.963.490.714.5814.982.393.845.919.15102.78715.3745.835.262.232.251.471.933.400.714.1315.042.013.784.918.84116.45217.2146.836.291.942.291.572.173.500.705.3124.153.373.748.4211.95215.51829.3725.805.421.601.881.401.633.210.644.0921.552.612.955.8310.67186.17925.6585.525.571.772.141.512.003.190.674.3316.982.373.055.759.92138.72119.8935.205.091.481.981.331.792.870.633.9415.42.382.755.029.41120.14817.5385.245.131.611.831.461.632.840.663.7815.332.262.745.049.45117.67417.1504.724.901.541.791.421.642.840.693.5611.082.002.434.268.7486.37213.4004.604.621.451.931.321.682.610.623.3610.311.722.223.848.5476.37312.1294.674.831.451.701.321.772.890.623.719.641.732.243.888.4275.43712.0074.334.651.441.751.361.542.690.663.238.471.682.063.758.3063.86310.6154.284.651.491.761.441.512.760.713.338.051.631.983.578.2260.36010.0614.304.451.481.621.391.512.710.633.237.631.511.933.538.1254.8409.4634.014.531.441.731.361.482.730.673.055.601.421.613.147.7744.9868.2604.896.312.954.652.343.0910.540.875.7411.562.204.386.547.6766.10810.2543.586.542.153.111.842.337.250.764.2415.241.735.245.028.5380.26012.0793.586.602.183.131.862.257.850.774.2714.911.715.385.248.4958.9299.3583.366.582.052.961.732.086.630.733.8713.701.574.814.468.3255.6788.9825.039.022.844.132.603.1511.070.927.2210.422.043.786.6210.0041.2887.177OpenBenchmarking.org

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1632486480Min: 27 / Avg: 55.8 / Max: 69Min: 29 / Avg: 60.05 / Max: 78Min: 29 / Avg: 62.17 / Max: 79Min: 31 / Avg: 56.9 / Max: 66Min: 30 / Avg: 55.56 / Max: 66Min: 29 / Avg: 60.56 / Max: 79Min: 33 / Avg: 59.37 / Max: 70Min: 29 / Avg: 52.99 / Max: 69Min: 28 / Avg: 50.87 / Max: 70Min: 29 / Avg: 52.23 / Max: 71Min: 29 / Avg: 54.07 / Max: 74Min: 26 / Avg: 46.54 / Max: 68Min: 29 / Avg: 58.81 / Max: 82Min: 28 / Avg: 48.45 / Max: 72Min: 32 / Avg: 49.95 / Max: 71Min: 44 / Avg: 57.67 / Max: 66Min: 38 / Avg: 52.05 / Max: 67Min: 35 / Avg: 52.14 / Max: 74Min: 29 / Avg: 51.18 / Max: 65Min: 29 / Avg: 44.95 / Max: 66

GPU Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsGPU Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII50100150200250Min: 5.95 / Avg: 86 / Max: 131.08Min: 6.75 / Avg: 92.52 / Max: 162.74Min: 6.57 / Avg: 115.01 / Max: 188.22Min: 5.43 / Avg: 53.96 / Max: 68.86Min: 6.51 / Avg: 71.29 / Max: 96.43Min: 6.69 / Avg: 72.09 / Max: 109.23Min: 10.75 / Avg: 90.37 / Max: 129.22Min: 7.41 / Avg: 78.56 / Max: 133.19Min: 9.49 / Avg: 91.04 / Max: 164.41Min: 10.34 / Avg: 108.02 / Max: 179.76Min: 7.53 / Avg: 105.98 / Max: 181.01Min: 14.42 / Avg: 107.67 / Max: 220.78Min: 13.31 / Avg: 108.43 / Max: 221.85Min: 8.89 / Avg: 110.83 / Max: 255.3Min: 7.79 / Avg: 115.51 / Max: 274.43Min: 22 / Avg: 98.3 / Max: 171Min: 31 / Avg: 89.52 / Max: 165Min: 29 / Avg: 88.95 / Max: 225Min: 11 / Avg: 96.87 / Max: 167Min: 21 / Avg: 104.49 / Max: 267

NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterNCNN 20200916GPU Temperature MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1224364860Min: 27 / Avg: 38.51 / Max: 46Min: 29 / Avg: 51.63 / Max: 61Min: 29 / Avg: 38.57 / Max: 48Min: 31 / Avg: 41.54 / Max: 49Min: 30 / Avg: 35.87 / Max: 41Min: 29 / Avg: 41.23 / Max: 50Min: 33 / Avg: 47.22 / Max: 58Min: 29 / Avg: 44.32 / Max: 52Min: 28 / Avg: 41.98 / Max: 50Min: 29 / Avg: 36.86 / Max: 43Min: 29 / Avg: 36.15 / Max: 43Min: 26 / Avg: 38.38 / Max: 45Min: 29 / Avg: 49.32 / Max: 61Min: 28 / Avg: 40.39 / Max: 47Min: 32 / Avg: 43.67 / Max: 50Min: 45 / Avg: 49.92 / Max: 54Min: 38 / Avg: 41.97 / Max: 44Min: 35 / Avg: 45.08 / Max: 50Min: 29 / Avg: 40.31 / Max: 46Min: 29 / Avg: 35.12 / Max: 39

RealSR-NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterRealSR-NCNN 20200818GPU Temperature MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1632486480Min: 32 / Avg: 63.49 / Max: 69Min: 41 / Avg: 70.65 / Max: 78Min: 37 / Avg: 70.82 / Max: 79Min: 34 / Avg: 62.36 / Max: 66Min: 34 / Avg: 60.94 / Max: 66Min: 37 / Avg: 71.23 / Max: 79Min: 41 / Avg: 66.66 / Max: 70Min: 35 / Avg: 63.96 / Max: 69Min: 34 / Avg: 63.16 / Max: 70Min: 31 / Avg: 61.48 / Max: 71Min: 33 / Avg: 63.99 / Max: 74Min: 32 / Avg: 58.46 / Max: 68Min: 43 / Avg: 73.55 / Max: 82Min: 34 / Avg: 61.48 / Max: 72Min: 38 / Avg: 60.3 / Max: 71Min: 45 / Avg: 61.02 / Max: 66Min: 40 / Avg: 59.96 / Max: 67Min: 42 / Avg: 65.79 / Max: 74Min: 37 / Avg: 60.4 / Max: 65Min: 32 / Avg: 56.43 / Max: 66

RealSR-NCNN

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterRealSR-NCNN 20200818GPU Temperature MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1428425670Min: 54 / Avg: 60.61 / Max: 64Min: 65 / Avg: 68.84 / Max: 71Min: 65 / Avg: 69.26 / Max: 72Min: 50 / Avg: 59.36 / Max: 62Min: 55 / Avg: 60.68 / Max: 63Min: 59 / Avg: 67.45 / Max: 72Min: 46 / Avg: 59.14 / Max: 65Min: 48 / Avg: 58.39 / Max: 64Min: 52 / Avg: 60.15 / Max: 65Min: 53 / Avg: 60.46 / Max: 65Min: 57 / Avg: 62.21 / Max: 66Min: 53 / Avg: 58.67 / Max: 63Min: 64 / Avg: 68.73 / Max: 73Min: 56 / Avg: 61.59 / Max: 66Min: 57 / Avg: 61.2 / Max: 66Min: 51 / Avg: 57.75 / Max: 63Min: 52 / Avg: 57.79 / Max: 63Min: 57 / Avg: 62.43 / Max: 68Min: 49 / Avg: 54.75 / Max: 59Min: 48 / Avg: 53.03 / Max: 58

NCNN

Target: Vulkan GPU - Model: squeezenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenetGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII246810SE +/- 0.11, N = 4SE +/- 0.21, N = 15SE +/- 0.02, N = 3SE +/- 0.09, N = 4SE +/- 0.04, N = 3SE +/- 0.06, N = 7SE +/- 0.03, N = 3SE +/- 0.17, N = 15SE +/- 0.05, N = 15SE +/- 0.05, N = 3SE +/- 0.07, N = 3SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.03, N = 15SE +/- 0.05, N = 15SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 14SE +/- 0.00, N = 3SE +/- 0.07, N = 47.776.525.836.835.805.525.205.244.724.604.674.334.284.304.013.583.583.364.895.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenetGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII3691215SE +/- 0.08, N = 4SE +/- 0.02, N = 15SE +/- 0.03, N = 3SE +/- 0.02, N = 4SE +/- 0.04, N = 3SE +/- 0.01, N = 7SE +/- 0.12, N = 3SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.10, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.03, N = 14SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 14SE +/- 0.06, N = 3SE +/- 0.06, N = 45.995.475.266.295.425.575.095.134.904.624.834.654.654.454.536.546.606.586.319.021. (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-v2GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII0.66381.32761.99142.65523.319SE +/- 0.02, N = 4SE +/- 0.02, N = 15SE +/- 0.16, N = 3SE +/- 0.00, N = 4SE +/- 0.02, N = 3SE +/- 0.06, N = 7SE +/- 0.01, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 14SE +/- 0.36, N = 3SE +/- 0.01, N = 41.971.852.231.941.601.771.481.611.541.451.451.441.491.481.442.152.182.052.952.841. (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-v3GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1.04632.09263.13894.18525.2315SE +/- 0.09, N = 4SE +/- 0.05, N = 15SE +/- 0.11, N = 3SE +/- 0.12, N = 4SE +/- 0.12, N = 3SE +/- 0.06, N = 7SE +/- 0.15, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.11, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 15SE +/- 0.06, N = 15SE +/- 0.03, N = 15SE +/- 0.05, N = 15SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.12, N = 14SE +/- 0.93, N = 3SE +/- 0.12, N = 42.422.322.252.291.882.141.981.831.791.931.701.751.761.621.733.113.132.964.654.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v2GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII0.5851.171.7552.342.925SE +/- 0.01, N = 4SE +/- 0.02, N = 15SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 7SE +/- 0.01, N = 3SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 15SE +/- 0.08, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.01, N = 3SE +/- 0.00, N = 41.601.551.471.571.401.511.331.461.421.321.321.361.441.391.361.841.861.732.342.601. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnetGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII0.70881.41762.12642.83523.544SE +/- 0.03, N = 4SE +/- 0.03, N = 15SE +/- 0.12, N = 3SE +/- 0.10, N = 4SE +/- 0.01, N = 3SE +/- 0.07, N = 7SE +/- 0.13, N = 3SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.17, N = 2SE +/- 0.14, N = 3SE +/- 0.04, N = 15SE +/- 0.03, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 14SE +/- 0.08, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 14SE +/- 0.31, N = 3SE +/- 0.01, N = 42.071.961.932.171.632.001.791.631.641.681.771.541.511.511.482.332.252.083.093.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII3691215SE +/- 0.10, N = 4SE +/- 0.04, N = 15SE +/- 0.10, N = 3SE +/- 0.08, N = 4SE +/- 0.25, N = 3SE +/- 0.05, N = 7SE +/- 0.12, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.01, N = 3SE +/- 0.11, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.08, N = 15SE +/- 0.12, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 14SE +/- 0.19, N = 3SE +/- 0.06, N = 43.653.493.403.503.213.192.872.842.842.612.892.692.762.712.737.257.856.6310.5411.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazefaceGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII0.2070.4140.6210.8281.035SE +/- 0.01, N = 4SE +/- 0.03, N = 15SE +/- 0.05, N = 3SE +/- 0.01, N = 4SE +/- 0.01, N = 3SE +/- 0.00, N = 7SE +/- 0.00, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 15SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 15SE +/- 0.02, N = 15SE +/- 0.05, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 14SE +/- 0.01, N = 3SE +/- 0.00, N = 40.700.710.710.700.640.670.630.660.690.620.620.660.710.630.670.760.770.730.870.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenetGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII246810SE +/- 0.01, N = 4SE +/- 0.04, N = 15SE +/- 0.06, N = 3SE +/- 0.01, N = 4SE +/- 0.16, N = 3SE +/- 0.06, N = 7SE +/- 0.17, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.09, N = 3SE +/- 0.22, N = 3SE +/- 0.06, N = 15SE +/- 0.07, N = 15SE +/- 0.05, N = 15SE +/- 0.04, N = 15SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.01, N = 3SE +/- 0.15, N = 45.454.584.135.314.094.333.943.783.563.363.713.233.333.233.054.244.273.875.747.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII612182430SE +/- 0.19, N = 4SE +/- 0.08, N = 15SE +/- 0.14, N = 3SE +/- 0.03, N = 4SE +/- 0.27, N = 3SE +/- 0.12, N = 7SE +/- 0.17, N = 3SE +/- 0.09, N = 15SE +/- 0.06, N = 15SE +/- 0.56, N = 3SE +/- 0.22, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 15SE +/- 0.06, N = 15SE +/- 0.03, N = 15SE +/- 0.15, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 14SE +/- 0.13, N = 3SE +/- 0.11, N = 420.2014.9815.0424.1521.5516.9815.4015.3311.0810.319.648.478.057.635.6015.2414.9113.7011.5610.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII0.75831.51662.27493.03323.7915SE +/- 0.06, N = 4SE +/- 0.03, N = 15SE +/- 0.01, N = 3SE +/- 0.06, N = 4SE +/- 0.02, N = 3SE +/- 0.01, N = 7SE +/- 0.12, N = 3SE +/- 0.03, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 14SE +/- 0.02, N = 15SE +/- 0.06, N = 14SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.01, N = 3SE +/- 0.00, N = 43.132.392.013.372.612.372.382.262.001.721.731.681.631.511.421.731.711.572.202.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnetGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII1.2152.433.6454.866.075SE +/- 0.02, N = 4SE +/- 0.04, N = 14SE +/- 0.04, N = 3SE +/- 0.03, N = 4SE +/- 0.03, N = 3SE +/- 0.06, N = 7SE +/- 0.03, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.12, N = 3SE +/- 0.10, N = 3SE +/- 0.02, N = 15SE +/- 0.01, N = 14SE +/- 0.03, N = 15SE +/- 0.02, N = 15SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 14SE +/- 0.00, N = 3SE +/- 0.00, N = 45.403.843.783.742.953.052.752.742.432.222.242.061.981.931.615.245.384.814.383.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50GTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII246810SE +/- 0.09, N = 4SE +/- 0.04, N = 15SE +/- 0.10, N = 3SE +/- 0.18, N = 4SE +/- 0.03, N = 3SE +/- 0.02, N = 7SE +/- 0.13, N = 3SE +/- 0.03, N = 14SE +/- 0.04, N = 15SE +/- 0.08, N = 3SE +/- 0.09, N = 3SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 15SE +/- 0.04, N = 3SE +/- 0.16, N = 3SE +/- 0.00, N = 14SE +/- 0.07, N = 3SE +/- 0.08, N = 48.005.914.918.425.835.755.025.044.263.843.883.753.573.533.145.025.244.466.546.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tinyGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII3691215SE +/- 0.08, N = 4SE +/- 0.04, N = 15SE +/- 0.11, N = 3SE +/- 0.11, N = 4SE +/- 0.08, N = 3SE +/- 0.12, N = 7SE +/- 0.12, N = 3SE +/- 0.04, N = 15SE +/- 0.05, N = 15SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 15SE +/- 0.06, N = 15SE +/- 0.08, N = 14SE +/- 0.07, N = 15SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 14SE +/- 0.02, N = 3SE +/- 0.01, N = 410.529.158.8411.9510.679.929.419.458.748.548.428.308.228.127.778.538.498.327.6710.001. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

RealSR-NCNN

Scale: 4x - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII50100150200250SE +/- 0.33, N = 3SE +/- 0.36, N = 3SE +/- 0.08, N = 3SE +/- 0.29, N = 3SE +/- 0.09, N = 3SE +/- 0.27, N = 3SE +/- 0.07, N = 3SE +/- 0.19, N = 3SE +/- 0.26, N = 3SE +/- 0.43, N = 3SE +/- 0.56, N = 3SE +/- 0.31, N = 3SE +/- 0.38, N = 3SE +/- 0.19, N = 3SE +/- 0.23, N = 3SE +/- 0.13, N = 3SE +/- 0.04, N = 3SE +/- 0.14, N = 3SE +/- 0.08, N = 3SE +/- 0.12, N = 3143.95102.79116.45215.52186.18138.72120.15117.6786.3776.3775.4463.8660.3654.8444.9980.2658.9355.6866.1141.29

RealSR-NCNN

Scale: 4x - TAA: No

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII714212835SE +/- 0.020, N = 3SE +/- 0.035, N = 4SE +/- 0.068, N = 3SE +/- 0.039, N = 3SE +/- 0.050, N = 3SE +/- 0.045, N = 3SE +/- 0.010, N = 3SE +/- 0.030, N = 3SE +/- 0.021, N = 4SE +/- 0.039, N = 4SE +/- 0.039, N = 4SE +/- 0.034, N = 5SE +/- 0.038, N = 5SE +/- 0.041, N = 5SE +/- 0.020, N = 6SE +/- 0.024, N = 4SE +/- 0.035, N = 5SE +/- 0.020, N = 5SE +/- 0.021, N = 5SE +/- 0.018, N = 620.54315.37417.21429.37225.65819.89317.53817.15013.40012.12912.00710.61510.0619.4638.26012.0799.3588.98210.2547.177

NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNCNN 20200916GPU Power Consumption MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII4080120160200Min: 5.95 / Avg: 52.99 / Max: 89.44Min: 6.75 / Avg: 72.5 / Max: 121.46Min: 6.66 / Avg: 67.08 / Max: 127.61Min: 5.43 / Avg: 36.97 / Max: 58.71Min: 6.69 / Avg: 41.85 / Max: 70.35Min: 6.75 / Avg: 41.49 / Max: 72.99Min: 10.79 / Avg: 58.28 / Max: 103.39Min: 7.41 / Avg: 52.59 / Max: 95.92Min: 9.5 / Avg: 66.76 / Max: 125.56Min: 10.49 / Avg: 67.01 / Max: 138.49Min: 7.53 / Avg: 63.22 / Max: 132.69Min: 14.5 / Avg: 76.37 / Max: 153.13Min: 13.31 / Avg: 80.01 / Max: 161.84Min: 8.89 / Avg: 75.86 / Max: 159.23Min: 8.14 / Avg: 92.05 / Max: 219.12Min: 22 / Avg: 50.03 / Max: 95Min: 31 / Avg: 54.05 / Max: 117Min: 29 / Avg: 64.95 / Max: 172Min: 12 / Avg: 73.93 / Max: 164Min: 21 / Avg: 56.3 / Max: 178

RealSR-NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterRealSR-NCNN 20200818GPU Power Consumption MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII50100150200250Min: 6.15 / Avg: 112.02 / Max: 131.08Min: 8.06 / Avg: 139.07 / Max: 162.74Min: 7.24 / Avg: 152.95 / Max: 188.22Min: 5.59 / Avg: 64.99 / Max: 68.86Min: 6.74 / Avg: 88 / Max: 96.43Min: 6.81 / Avg: 99.98 / Max: 109.23Min: 11.09 / Avg: 119.27 / Max: 129.22Min: 7.82 / Avg: 122.28 / Max: 133.19Min: 9.49 / Avg: 148.27 / Max: 164.41Min: 10.5 / Avg: 162.04 / Max: 179.76Min: 7.96 / Avg: 160.99 / Max: 181.01Min: 14.42 / Avg: 196.82 / Max: 220.78Min: 14.09 / Avg: 197.01 / Max: 220.77Min: 9.25 / Avg: 219.85 / Max: 255.3Min: 8.53 / Avg: 226.48 / Max: 274.43Min: 22 / Avg: 124.95 / Max: 171Min: 31 / Avg: 136.68 / Max: 165Min: 32 / Avg: 159.84 / Max: 225Min: 12 / Avg: 150.39 / Max: 167Min: 21 / Avg: 208.15 / Max: 267

RealSR-NCNN

GPU Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterRealSR-NCNN 20200818GPU Power Consumption MonitorGTX 1060GTX 1070GTX 1080GTX 1650GTX 1650 SUPERGTX 1660GTX 1660 SUPERGTX 1660 TiRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiRX 5600 XTRX 5700RX 5700 XTRX Vega 56Radeon VII50100150200250Min: 7.31 / Avg: 91.17 / Max: 124.12Min: 10.43 / Avg: 107.9 / Max: 153.11Min: 9.76 / Avg: 120.6 / Max: 186.3Min: 6.5 / Avg: 55.46 / Max: 68.27Min: 7 / Avg: 72.64 / Max: 95.3Min: 7.2 / Avg: 77.74 / Max: 106.6Min: 12.58 / Avg: 94.43 / Max: 127.87Min: 8.15 / Avg: 90.4 / Max: 132.9Min: 9.95 / Avg: 106.24 / Max: 163.21Min: 10.8 / Avg: 116.43 / Max: 178.77Min: 10.76 / Avg: 115.01 / Max: 178.57Min: 15.5 / Avg: 128.75 / Max: 219.45Min: 18.23 / Avg: 129.31 / Max: 221.85Min: 10.06 / Avg: 141.36 / Max: 255.21Min: 10.28 / Avg: 138.39 / Max: 267.04Min: 22 / Avg: 89.3 / Max: 156Min: 31 / Avg: 92.51 / Max: 165Min: 32 / Avg: 109.14 / Max: 212Min: 11 / Avg: 97.73 / Max: 167Min: 21 / Avg: 114.21 / Max: 262

Phoronix Test Suite v10.8.5