NCNN Vulkan - AMD vs. NVIDIA

NCNN Vulkan benchmarks by Michael Larabel.

HTML result view exported from: https://openbenchmarking.org/result/2009285-FI-2009260PT20.

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 VIIHD Graphics 5500 Broadwell GT2AMD 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 AudioIntel Core i5-5300U @ 2.90GHz (2 Cores / 4 Threads)LENOVO 20CLS02KGE (N10ET53W 1.32 BIOS)Intel Broadwell-U-OPI8GB500GB Seagate ST500LM021-1KJ15Intel HD 5500 3GB (900MHz)Intel Broadwell-U AudioIntel I218-LM + Intel 7265Ubuntu 18.045.4.0-48-generic (x86_64)MATE 1.20.1modesetting 1.20.84.6 Mesa 20.0.0-devel padoka PPAOpenCL 2.11.1.129GCC 7.5.01366x768OpenBenchmarking.orgCompiler Details- GTX 1060: --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 -v- GTX 1070: --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 -v- GTX 1080: --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 -v- GTX 1650: --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 -v- GTX 1650 SUPER: --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 -v- GTX 1660: --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 -v- GTX 1660 SUPER: --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 -v- GTX 1660 Ti: --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 -v- RTX 2060: --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 -v- RTX 2060 SUPER: --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 -v- RTX 2070: --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 -v- RTX 2070 SUPER: --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 -v- RTX 2080: --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 -v- RTX 2080 SUPER: --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 -v- RTX 2080 Ti: --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 -v- RX Vega 56: --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 -v- RX 5600 XT: --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 -v- RX 5700: --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 -v- RX 5700 XT: --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 -v- Radeon VII: --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 -v- HD Graphics 5500 Broadwell GT2: --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++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --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 --with-tune=generic --without-cuda-driver -vProcessor Details- GTX 1060: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1070: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1080: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1650: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1650 SUPER: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1660: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1660 SUPER: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- GTX 1660 Ti: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2060: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2060 SUPER: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2070: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2070 SUPER: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2080: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2080 SUPER: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RTX 2080 Ti: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RX Vega 56: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RX 5600 XT: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RX 5700: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- RX 5700 XT: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- Radeon VII: Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x8701013- HD Graphics 5500 Broadwell GT2: Scaling Governor: intel_pstate powersave - CPU Microcode: 0x2fSecurity Details- GTX 1060: 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- GTX 1070: 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- GTX 1080: 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- GTX 1650: 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- GTX 1650 SUPER: 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- GTX 1660: 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- GTX 1660 SUPER: 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- GTX 1660 Ti: 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- RTX 2060: 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- RTX 2060 SUPER: 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- RTX 2070: 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- RTX 2070 SUPER: 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- RTX 2080: 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- RTX 2080 SUPER: 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- RTX 2080 Ti: 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- RX Vega 56: 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- RX 5600 XT: 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- RX 5700: 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- RX 5700 XT: 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- Radeon VII: 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- HD Graphics 5500 Broadwell GT2: itlb_multihit: KVM: Mitigation of Split huge pages + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Mitigation of PTI + 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 generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Mitigation of Microcode + tsx_async_abort: Mitigation of Clear buffers; SMT vulnerable

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 - Noncnn: CPU - squeezenetncnn: 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-tinyGTX 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 VIIHD Graphics 5500 Broadwell GT27.775.991.972.421.602.073.650.705.4520.203.135.408.0010.52143.94920.5436.525.471.852.321.551.963.490.714.5814.982.393.845.919.15102.78715.3745.835.262.232.251.471.933.400.714.1315.042.013.784.918.84116.45217.2146.836.291.942.291.572.173.500.705.3124.153.373.748.4211.95215.51829.3725.805.421.601.881.401.633.210.644.0921.552.612.955.8310.67186.17925.6585.525.571.772.141.512.003.190.674.3316.982.373.055.759.92138.72119.8935.205.091.481.981.331.792.870.633.9415.42.382.755.029.41120.14817.5385.245.131.611.831.461.632.840.663.7815.332.262.745.049.45117.67417.1504.724.901.541.791.421.642.840.693.5611.082.002.434.268.7486.37213.4004.604.621.451.931.321.682.610.623.3610.311.722.223.848.5476.37312.1294.674.831.451.701.321.772.890.623.719.641.732.243.888.4275.43712.0074.334.651.441.751.361.542.690.663.238.471.682.063.758.3063.86310.6154.284.651.491.761.441.512.760.713.338.051.631.983.578.2260.36010.0614.304.451.481.621.391.512.710.633.237.631.511.933.538.1254.8409.4634.014.531.441.731.361.482.730.673.055.601.421.613.147.7744.9868.2604.896.312.954.652.343.0910.540.875.7411.562.204.386.547.6766.10810.2543.586.542.153.111.842.337.250.764.2415.241.735.245.028.5380.26012.0793.586.602.183.131.862.257.850.774.2714.911.715.385.248.4958.9299.3583.366.582.052.961.732.086.630.733.8713.701.574.814.468.3255.6788.9825.039.022.844.132.603.1511.070.927.2210.422.043.786.6210.0041.2887.177102.33102.8831.8635.2722.5831.8460.606.6781.58305.7171.1782.09137.02139.8417.79217.75267.4083.6521.5318.4711.0218.7029.944.4061.13251.0164.6552.31134.72112.61OpenBenchmarking.org

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT220406080100SE +/- 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 +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 14SE +/- 0.07, N = 4SE +/- 0.16, N = 37.776.525.836.835.805.525.205.244.724.604.674.334.284.304.014.893.583.583.365.03101.681. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT220406080100SE +/- 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 +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 14SE +/- 0.06, N = 4SE +/- 0.72, N = 35.995.475.266.295.425.575.095.134.904.624.834.654.654.454.536.316.546.606.589.02102.651. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2714212835SE +/- 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 +/- 0.36, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 14SE +/- 0.01, N = 4SE +/- 0.11, N = 31.971.852.231.941.601.771.481.611.541.451.451.441.491.481.442.952.152.182.052.8431.991. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2816243240SE +/- 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 +/- 0.93, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.12, N = 14SE +/- 0.12, N = 4SE +/- 0.32, N = 32.422.322.252.291.882.141.981.831.791.931.701.751.761.621.734.653.113.132.964.1334.361. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2510152025SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.00, N = 4SE +/- 0.10, N = 31.601.551.471.571.401.511.331.461.421.321.321.361.441.391.362.341.841.861.732.6022.101. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2714212835SE +/- 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 +/- 0.31, N = 3SE +/- 0.08, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 14SE +/- 0.01, N = 4SE +/- 0.18, N = 32.071.961.932.171.632.001.791.631.641.681.771.541.511.511.483.092.332.252.083.1532.081. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT21428425670SE +/- 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 +/- 0.19, N = 3SE +/- 0.12, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 14SE +/- 0.06, N = 4SE +/- 0.24, N = 33.653.493.403.503.213.192.872.842.842.612.892.692.762.712.7310.547.257.856.6311.0758.981. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2246810SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 14SE +/- 0.00, N = 4SE +/- 0.01, N = 30.700.710.710.700.640.670.630.660.690.620.620.660.710.630.670.870.760.770.730.926.511. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT220406080100SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.15, N = 4SE +/- 0.24, N = 35.454.584.135.314.094.333.943.783.563.363.713.233.333.233.055.744.244.273.877.2280.491. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT270140210280350SE +/- 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 +/- 0.13, N = 3SE +/- 0.15, N = 3SE +/- 0.04, N = 3SE +/- 0.08, N = 14SE +/- 0.11, N = 4SE +/- 1.22, N = 320.2014.9815.0424.1521.5516.9815.4015.3311.0810.319.648.478.057.635.6011.5615.2414.9113.7010.42285.531. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT21632486480SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 14SE +/- 0.00, N = 4SE +/- 0.64, N = 33.132.392.013.372.612.372.382.262.001.721.731.681.631.511.422.201.731.711.572.0471.791. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT220406080100SE +/- 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 +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 14SE +/- 0.00, N = 4SE +/- 3.20, N = 35.403.843.783.742.953.052.752.742.432.222.242.061.981.931.614.385.245.384.813.7872.861. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2306090120150SE +/- 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 +/- 0.07, N = 3SE +/- 0.04, N = 3SE +/- 0.16, N = 3SE +/- 0.00, N = 14SE +/- 0.08, N = 4SE +/- 1.92, N = 38.005.914.918.425.835.755.025.044.263.843.883.753.573.533.146.545.025.244.466.62137.171. (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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2306090120150SE +/- 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 +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 14SE +/- 0.01, N = 4SE +/- 0.15, N = 310.529.158.8411.9510.679.929.419.458.748.548.428.308.228.127.777.678.538.498.3210.00135.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 12 / Avg: 73.93 / Max: 164Min: 22 / Avg: 50.03 / Max: 95Min: 31 / Avg: 54.05 / Max: 117Min: 29 / Avg: 64.95 / Max: 172Min: 21 / Avg: 56.3 / Max: 178

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 29 / Avg: 40.31 / Max: 46Min: 45 / Avg: 49.92 / Max: 54Min: 38 / Avg: 41.97 / Max: 44Min: 35 / Avg: 45.08 / Max: 50Min: 29 / Avg: 35.12 / Max: 39

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT250100150200250SE +/- 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 +/- 0.08, N = 3SE +/- 0.13, N = 3SE +/- 0.04, N = 3SE +/- 0.14, N = 3SE +/- 0.12, N = 3SE +/- 0.17, N = 3143.95102.79116.45215.52186.18138.72120.15117.6786.3776.3775.4463.8660.3654.8444.9966.1180.2658.9355.6841.2917.79

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 12 / Avg: 150.39 / Max: 167Min: 22 / Avg: 124.95 / Max: 171Min: 31 / Avg: 136.68 / Max: 165Min: 32 / Avg: 159.84 / Max: 225Min: 21 / Avg: 208.15 / Max: 267

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 37 / Avg: 60.4 / Max: 65Min: 45 / Avg: 61.02 / Max: 66Min: 40 / Avg: 59.96 / Max: 67Min: 42 / Avg: 65.79 / Max: 74Min: 32 / Avg: 56.43 / Max: 66

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon VIIHD Graphics 5500 Broadwell GT2714212835SE +/- 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 +/- 0.021, N = 5SE +/- 0.024, N = 4SE +/- 0.035, N = 5SE +/- 0.020, N = 5SE +/- 0.018, N = 6SE +/- 0.278, N = 320.54315.37417.21429.37225.65819.89317.53817.15013.40012.12912.00710.61510.0619.4638.26010.25412.0799.3588.9827.17717.752

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 11 / Avg: 97.73 / Max: 167Min: 22 / Avg: 89.3 / Max: 156Min: 31 / Avg: 92.51 / Max: 165Min: 32 / Avg: 109.14 / Max: 212Min: 21 / Avg: 114.21 / Max: 262

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 49 / Avg: 54.75 / Max: 59Min: 51 / Avg: 57.75 / Max: 63Min: 52 / Avg: 57.79 / Max: 63Min: 57 / Avg: 62.43 / Max: 68Min: 48 / Avg: 53.03 / Max: 58

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 11 / Avg: 96.87 / Max: 167Min: 22 / Avg: 98.3 / Max: 171Min: 31 / Avg: 89.52 / Max: 165Min: 29 / Avg: 88.95 / Max: 225Min: 21 / Avg: 104.49 / Max: 267

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 Vega 56RX 5600 XTRX 5700RX 5700 XTRadeon 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: 29 / Avg: 51.18 / Max: 65Min: 44 / Avg: 57.67 / Max: 66Min: 38 / Avg: 52.05 / Max: 67Min: 35 / Avg: 52.14 / Max: 74Min: 29 / Avg: 44.95 / Max: 66

NCNN

Target: CPU - Model: squeezenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenetHD Graphics 5500 Broadwell GT21530456075SE +/- 0.19, N = 367.40MIN: 65.68 / MAX: 73.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenetHD Graphics 5500 Broadwell GT220406080100SE +/- 0.12, N = 383.65MIN: 82.16 / MAX: 91.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v2HD Graphics 5500 Broadwell GT2510152025SE +/- 0.12, N = 321.53MIN: 20.98 / MAX: 27.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v3HD Graphics 5500 Broadwell GT2510152025SE +/- 0.09, N = 318.47MIN: 17.99 / MAX: 24.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v2HD Graphics 5500 Broadwell GT23691215SE +/- 0.06, N = 311.02MIN: 10.73 / MAX: 16.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnetHD Graphics 5500 Broadwell GT2510152025SE +/- 0.02, N = 318.70MIN: 18.28 / MAX: 25.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0HD Graphics 5500 Broadwell GT2714212835SE +/- 0.04, N = 329.94MIN: 29.3 / MAX: 35.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazefaceHD Graphics 5500 Broadwell GT20.991.982.973.964.95SE +/- 0.01, N = 34.40MIN: 4.27 / MAX: 10.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenetHD Graphics 5500 Broadwell GT21428425670SE +/- 0.34, N = 361.13MIN: 59.79 / MAX: 67.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16HD Graphics 5500 Broadwell GT250100150200250SE +/- 0.23, N = 3251.01MIN: 246.67 / MAX: 290.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18HD Graphics 5500 Broadwell GT21428425670SE +/- 0.60, N = 364.65MIN: 62.63 / MAX: 73.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnetHD Graphics 5500 Broadwell GT21224364860SE +/- 0.15, N = 352.31MIN: 51.52 / MAX: 90.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet50HD Graphics 5500 Broadwell GT2306090120150SE +/- 0.14, N = 3134.72MIN: 132.34 / MAX: 204.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tinyHD Graphics 5500 Broadwell GT2306090120150SE +/- 0.77, N = 3112.61MIN: 110.21 / MAX: 143.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Phoronix Test Suite v10.8.4