NCNN Vulkan - AMD vs. NVIDIA NCNN Vulkan benchmarks by Michael Larabel. GTX 1060: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce GTX 1060 6GB (1506/4006MHz), Audio: NVIDIA GP106 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1070: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce GTX 1070 8GB (1506/4006MHz), Audio: NVIDIA GP104 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1080: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce GTX 1080 8GB (1607/5005MHz), Audio: NVIDIA GP104 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1650: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: ASUS NVIDIA GeForce GTX 1650 4GB (1485/4001MHz), Audio: NVIDIA Device 10fa, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1650 SUPER: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: ASUS NVIDIA GeForce GTX 1650 SUPER 4GB (375/810MHz), Audio: NVIDIA TU116 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1660: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: ASUS NVIDIA GeForce GTX 1660 6GB (1530/4001MHz), Audio: NVIDIA TU116 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1660 SUPER: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: eVGA NVIDIA GeForce GTX 1660 SUPER 6GB (1530/7000MHz), Audio: NVIDIA TU116 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1660 Ti: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: eVGA NVIDIA GeForce GTX 1660 Ti 6GB (1500/6000MHz), Audio: NVIDIA TU116 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2060: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce RTX 2060 6GB (1365/7000MHz), Audio: NVIDIA TU106 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2060 SUPER: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz), Audio: NVIDIA TU106 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2070: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: ASUS NVIDIA GeForce RTX 2070 8GB (420/405MHz), Audio: NVIDIA TU106 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2070 SUPER: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce RTX 2070 SUPER 8GB (375/405MHz), Audio: NVIDIA TU104 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz), Audio: NVIDIA TU104 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080 SUPER: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce RTX 2080 SUPER 8GB (405/405MHz), Audio: NVIDIA TU104 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080 Ti: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz), Audio: NVIDIA TU102 HD Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 450.66, OpenGL: 4.6.0, OpenCL: OpenCL 2.0 AMD-APP (3182.0) + OpenCL 1.2 CUDA 11.0.228, Vulkan: 1.2.133, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RX Vega 56: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: AMD Radeon RX 56/64 8GB (1590/800MHz), Audio: AMD Vega 10 HDMI Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc6daily20200925-generic (x86_64) 20200924, Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, OpenGL: 4.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1), OpenCL: OpenCL 2.0 AMD-APP (3182.0), Vulkan: 1.2.145, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RX 5600 XT: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz), Audio: AMD Navi 10 HDMI Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc6daily20200925-generic (x86_64) 20200924, Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, OpenGL: 4.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1), OpenCL: OpenCL 2.0 AMD-APP (3182.0), Vulkan: 1.2.145, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RX 5700: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (1750/875MHz), Audio: AMD Navi 10 HDMI Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc6daily20200925-generic (x86_64) 20200924, Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, OpenGL: 4.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1), OpenCL: OpenCL 2.0 AMD-APP (3182.0), Vulkan: 1.2.145, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 RX 5700 XT: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 8GB (2100/875MHz), Audio: AMD Navi 10 HDMI Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc6daily20200925-generic (x86_64) 20200924, Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, OpenGL: 4.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1), OpenCL: OpenCL 2.0 AMD-APP (3182.0), Vulkan: 1.2.145, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 Radeon VII: Processor: AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600 + 2000GB, Graphics: AMD Radeon VII 16GB (1801/1000MHz), Audio: AMD Vega 20 HDMI Audio, Monitor: DELL P2415Q, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc6daily20200925-generic (x86_64) 20200924, Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, OpenGL: 4.6 Mesa 20.3.0-devel (git-3173367 2020-09-25 focal-oibaf-ppa) (LLVM 10.0.1), OpenCL: OpenCL 2.0 AMD-APP (3182.0), Vulkan: 1.2.145, Compiler: GCC 9.3.0 + CUDA 11.0, File-System: ext4, Screen Resolution: 3840x2160 HD Graphics 5500 Broadwell GT2: Processor: Intel Core i5-5300U @ 2.90GHz (2 Cores / 4 Threads), Motherboard: LENOVO 20CLS02KGE (N10ET53W 1.32 BIOS), Chipset: Intel Broadwell-U-OPI, Memory: 8GB, Disk: 500GB Seagate ST500LM021-1KJ15, Graphics: Intel HD 5500 3GB (900MHz), Audio: Intel Broadwell-U Audio, Network: Intel I218-LM + Intel 7265 OS: Ubuntu 18.04, Kernel: 5.4.0-48-generic (x86_64), Desktop: MATE 1.20.1, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.0.0-devel padoka PPA, OpenCL: OpenCL 2.1, Vulkan: 1.1.129, Compiler: GCC 7.5.0, File-System: ext4, Screen Resolution: 1366x768 NCNN 20200916 Target: CPU - Model: yolov4-tiny ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 112.61 |====================================== NCNN 20200916 Target: CPU - Model: resnet50 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 134.72 |====================================== NCNN 20200916 Target: CPU - Model: alexnet ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 52.31 |======================================= NCNN 20200916 Target: CPU - Model: resnet18 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 64.65 |======================================= NCNN 20200916 Target: CPU - Model: vgg16 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 251.01 |====================================== NCNN 20200916 Target: CPU - Model: googlenet ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 61.13 |======================================= NCNN 20200916 Target: CPU - Model: blazeface ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 4.40 |======================================== NCNN 20200916 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 29.94 |======================================= NCNN 20200916 Target: CPU - Model: mnasnet ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 18.70 |======================================= NCNN 20200916 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 11.02 |======================================= NCNN 20200916 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 18.47 |======================================= NCNN 20200916 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 21.53 |======================================= NCNN 20200916 Target: CPU - Model: mobilenet ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 83.65 |======================================= NCNN 20200916 Target: CPU - Model: squeezenet ms < Lower Is Better HD Graphics 5500 Broadwell GT2 . 67.40 |======================================= RealSR-NCNN 20200818 Scale: 4x - TAA: Yes Seconds < Lower Is Better GTX 1060 ....................... 143.95 |========================= GTX 1070 ....................... 102.79 |================== GTX 1080 ....................... 116.45 |===================== GTX 1650 ....................... 215.52 |====================================== GTX 1650 SUPER ................. 186.18 |================================= GTX 1660 ....................... 138.72 |======================== GTX 1660 SUPER ................. 120.15 |===================== GTX 1660 Ti .................... 117.67 |===================== RTX 2060 ....................... 86.37 |=============== RTX 2060 SUPER ................. 76.37 |============= RTX 2070 ....................... 75.44 |============= RTX 2070 SUPER ................. 63.86 |=========== RTX 2080 ....................... 60.36 |=========== RTX 2080 SUPER ................. 54.84 |========== RTX 2080 Ti .................... 44.99 |======== RX Vega 56 ..................... 66.11 |============ RX 5600 XT ..................... 80.26 |============== RX 5700 ........................ 58.93 |========== RX 5700 XT ..................... 55.68 |========== Radeon VII ..................... 41.29 |======= HD Graphics 5500 Broadwell GT2 . 17.79 |=== NCNN 20200916 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better GTX 1060 ....................... 10.52 |=== GTX 1070 ....................... 9.15 |== GTX 1080 ....................... 8.84 |== GTX 1650 ....................... 11.95 |=== GTX 1650 SUPER ................. 10.67 |=== GTX 1660 ....................... 9.92 |=== GTX 1660 SUPER ................. 9.41 |=== GTX 1660 Ti .................... 9.45 |=== RTX 2060 ....................... 8.74 |== RTX 2060 SUPER ................. 8.54 |== RTX 2070 ....................... 8.42 |== RTX 2070 SUPER ................. 8.30 |== RTX 2080 ....................... 8.22 |== RTX 2080 SUPER ................. 8.12 |== RTX 2080 Ti .................... 7.77 |== RX Vega 56 ..................... 7.67 |== RX 5600 XT ..................... 8.53 |== RX 5700 ........................ 8.49 |== RX 5700 XT ..................... 8.32 |== Radeon VII ..................... 10.00 |=== HD Graphics 5500 Broadwell GT2 . 135.81 |===================================== HD Graphics 5500 Broadwell GT2 . 139.84 |====================================== NCNN 20200916 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better GTX 1060 ....................... 8.00 |== GTX 1070 ....................... 5.91 |== GTX 1080 ....................... 4.91 |= GTX 1650 ....................... 8.42 |== GTX 1650 SUPER ................. 5.83 |== GTX 1660 ....................... 5.75 |== GTX 1660 SUPER ................. 5.02 |= GTX 1660 Ti .................... 5.04 |= RTX 2060 ....................... 4.26 |= RTX 2060 SUPER ................. 3.84 |= RTX 2070 ....................... 3.88 |= RTX 2070 SUPER ................. 3.75 |= RTX 2080 ....................... 3.57 |= RTX 2080 SUPER ................. 3.53 |= RTX 2080 Ti .................... 3.14 |= RX Vega 56 ..................... 6.54 |== RX 5600 XT ..................... 5.02 |= RX 5700 ........................ 5.24 |= RX 5700 XT ..................... 4.46 |= Radeon VII ..................... 6.62 |== HD Graphics 5500 Broadwell GT2 . 137.17 |====================================== HD Graphics 5500 Broadwell GT2 . 137.02 |====================================== NCNN 20200916 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better GTX 1060 ....................... 5.40 |=== GTX 1070 ....................... 3.84 |== GTX 1080 ....................... 3.78 |== GTX 1650 ....................... 3.74 |== GTX 1650 SUPER ................. 2.95 |= GTX 1660 ....................... 3.05 |= GTX 1660 SUPER ................. 2.75 |= GTX 1660 Ti .................... 2.74 |= RTX 2060 ....................... 2.43 |= RTX 2060 SUPER ................. 2.22 |= RTX 2070 ....................... 2.24 |= RTX 2070 SUPER ................. 2.06 |= RTX 2080 ....................... 1.98 |= RTX 2080 SUPER ................. 1.93 |= RTX 2080 Ti .................... 1.61 |= RX Vega 56 ..................... 4.38 |== RX 5600 XT ..................... 5.24 |== RX 5700 ........................ 5.38 |=== RX 5700 XT ..................... 4.81 |== Radeon VII ..................... 3.78 |== HD Graphics 5500 Broadwell GT2 . 72.86 |=================================== HD Graphics 5500 Broadwell GT2 . 82.09 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better GTX 1060 ....................... 3.13 |== GTX 1070 ....................... 2.39 |= GTX 1080 ....................... 2.01 |= GTX 1650 ....................... 3.37 |== GTX 1650 SUPER ................. 2.61 |= GTX 1660 ....................... 2.37 |= GTX 1660 SUPER ................. 2.38 |= GTX 1660 Ti .................... 2.26 |= RTX 2060 ....................... 2.00 |= RTX 2060 SUPER ................. 1.72 |= RTX 2070 ....................... 1.73 |= RTX 2070 SUPER ................. 1.68 |= RTX 2080 ....................... 1.63 |= RTX 2080 SUPER ................. 1.51 |= RTX 2080 Ti .................... 1.42 |= RX Vega 56 ..................... 2.20 |= RX 5600 XT ..................... 1.73 |= RX 5700 ........................ 1.71 |= RX 5700 XT ..................... 1.57 |= Radeon VII ..................... 2.04 |= HD Graphics 5500 Broadwell GT2 . 71.79 |======================================= HD Graphics 5500 Broadwell GT2 . 71.17 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better GTX 1060 ....................... 20.20 |=== GTX 1070 ....................... 14.98 |== GTX 1080 ....................... 15.04 |== GTX 1650 ....................... 24.15 |=== GTX 1650 SUPER ................. 21.55 |=== GTX 1660 ....................... 16.98 |== GTX 1660 SUPER ................. 15.40 |== GTX 1660 Ti .................... 15.33 |== RTX 2060 ....................... 11.08 |= RTX 2060 SUPER ................. 10.31 |= RTX 2070 ....................... 9.64 |= RTX 2070 SUPER ................. 8.47 |= RTX 2080 ....................... 8.05 |= RTX 2080 SUPER ................. 7.63 |= RTX 2080 Ti .................... 5.60 |= RX Vega 56 ..................... 11.56 |= RX 5600 XT ..................... 15.24 |== RX 5700 ........................ 14.91 |== RX 5700 XT ..................... 13.70 |== Radeon VII ..................... 10.42 |= HD Graphics 5500 Broadwell GT2 . 285.53 |=================================== HD Graphics 5500 Broadwell GT2 . 305.71 |====================================== NCNN 20200916 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better GTX 1060 ....................... 5.45 |=== GTX 1070 ....................... 4.58 |== GTX 1080 ....................... 4.13 |== GTX 1650 ....................... 5.31 |=== GTX 1650 SUPER ................. 4.09 |== GTX 1660 ....................... 4.33 |== GTX 1660 SUPER ................. 3.94 |== GTX 1660 Ti .................... 3.78 |== RTX 2060 ....................... 3.56 |== RTX 2060 SUPER ................. 3.36 |== RTX 2070 ....................... 3.71 |== RTX 2070 SUPER ................. 3.23 |== RTX 2080 ....................... 3.33 |== RTX 2080 SUPER ................. 3.23 |== RTX 2080 Ti .................... 3.05 |= RX Vega 56 ..................... 5.74 |=== RX 5600 XT ..................... 4.24 |== RX 5700 ........................ 4.27 |== RX 5700 XT ..................... 3.87 |== Radeon VII ..................... 7.22 |=== HD Graphics 5500 Broadwell GT2 . 80.49 |====================================== HD Graphics 5500 Broadwell GT2 . 81.58 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better GTX 1060 ....................... 0.70 |==== GTX 1070 ....................... 0.71 |==== GTX 1080 ....................... 0.71 |==== GTX 1650 ....................... 0.70 |==== GTX 1650 SUPER ................. 0.64 |==== GTX 1660 ....................... 0.67 |==== GTX 1660 SUPER ................. 0.63 |==== GTX 1660 Ti .................... 0.66 |==== RTX 2060 ....................... 0.69 |==== RTX 2060 SUPER ................. 0.62 |==== RTX 2070 ....................... 0.62 |==== RTX 2070 SUPER ................. 0.66 |==== RTX 2080 ....................... 0.71 |==== RTX 2080 SUPER ................. 0.63 |==== RTX 2080 Ti .................... 0.67 |==== RX Vega 56 ..................... 0.87 |===== RX 5600 XT ..................... 0.76 |===== RX 5700 ........................ 0.77 |===== RX 5700 XT ..................... 0.73 |==== Radeon VII ..................... 0.92 |====== HD Graphics 5500 Broadwell GT2 . 6.51 |======================================= HD Graphics 5500 Broadwell GT2 . 6.67 |======================================== NCNN 20200916 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better GTX 1060 ....................... 3.65 |== GTX 1070 ....................... 3.49 |== GTX 1080 ....................... 3.40 |== GTX 1650 ....................... 3.50 |== GTX 1650 SUPER ................. 3.21 |== GTX 1660 ....................... 3.19 |== GTX 1660 SUPER ................. 2.87 |== GTX 1660 Ti .................... 2.84 |== RTX 2060 ....................... 2.84 |== RTX 2060 SUPER ................. 2.61 |== RTX 2070 ....................... 2.89 |== RTX 2070 SUPER ................. 2.69 |== RTX 2080 ....................... 2.76 |== RTX 2080 SUPER ................. 2.71 |== RTX 2080 Ti .................... 2.73 |== RX Vega 56 ..................... 10.54 |======= RX 5600 XT ..................... 7.25 |===== RX 5700 ........................ 7.85 |===== RX 5700 XT ..................... 6.63 |==== Radeon VII ..................... 11.07 |======= HD Graphics 5500 Broadwell GT2 . 58.98 |====================================== HD Graphics 5500 Broadwell GT2 . 60.60 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better GTX 1060 ....................... 2.07 |=== GTX 1070 ....................... 1.96 |== GTX 1080 ....................... 1.93 |== GTX 1650 ....................... 2.17 |=== GTX 1650 SUPER ................. 1.63 |== GTX 1660 ....................... 2.00 |== GTX 1660 SUPER ................. 1.79 |== GTX 1660 Ti .................... 1.63 |== RTX 2060 ....................... 1.64 |== RTX 2060 SUPER ................. 1.68 |== RTX 2070 ....................... 1.77 |== RTX 2070 SUPER ................. 1.54 |== RTX 2080 ....................... 1.51 |== RTX 2080 SUPER ................. 1.51 |== RTX 2080 Ti .................... 1.48 |== RX Vega 56 ..................... 3.09 |==== RX 5600 XT ..................... 2.33 |=== RX 5700 ........................ 2.25 |=== RX 5700 XT ..................... 2.08 |=== Radeon VII ..................... 3.15 |==== HD Graphics 5500 Broadwell GT2 . 32.08 |======================================= HD Graphics 5500 Broadwell GT2 . 31.84 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better GTX 1060 ....................... 1.60 |=== GTX 1070 ....................... 1.55 |=== GTX 1080 ....................... 1.47 |=== GTX 1650 ....................... 1.57 |=== GTX 1650 SUPER ................. 1.40 |== GTX 1660 ....................... 1.51 |=== GTX 1660 SUPER ................. 1.33 |== GTX 1660 Ti .................... 1.46 |=== RTX 2060 ....................... 1.42 |== RTX 2060 SUPER ................. 1.32 |== RTX 2070 ....................... 1.32 |== RTX 2070 SUPER ................. 1.36 |== RTX 2080 ....................... 1.44 |== RTX 2080 SUPER ................. 1.39 |== RTX 2080 Ti .................... 1.36 |== RX Vega 56 ..................... 2.34 |==== RX 5600 XT ..................... 1.84 |=== RX 5700 ........................ 1.86 |=== RX 5700 XT ..................... 1.73 |=== Radeon VII ..................... 2.60 |==== HD Graphics 5500 Broadwell GT2 . 22.10 |====================================== HD Graphics 5500 Broadwell GT2 . 22.58 |======================================= NCNN 20200916 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better GTX 1060 ....................... 2.42 |=== GTX 1070 ....................... 2.32 |=== GTX 1080 ....................... 2.25 |== GTX 1650 ....................... 2.29 |=== GTX 1650 SUPER ................. 1.88 |== GTX 1660 ....................... 2.14 |== GTX 1660 SUPER ................. 1.98 |== GTX 1660 Ti .................... 1.83 |== RTX 2060 ....................... 1.79 |== RTX 2060 SUPER ................. 1.93 |== RTX 2070 ....................... 1.70 |== RTX 2070 SUPER ................. 1.75 |== RTX 2080 ....................... 1.76 |== RTX 2080 SUPER ................. 1.62 |== RTX 2080 Ti .................... 1.73 |== RX Vega 56 ..................... 4.65 |===== RX 5600 XT ..................... 3.11 |=== RX 5700 ........................ 3.13 |=== RX 5700 XT ..................... 2.96 |=== Radeon VII ..................... 4.13 |===== HD Graphics 5500 Broadwell GT2 . 34.36 |====================================== HD Graphics 5500 Broadwell GT2 . 35.27 |======================================= NCNN 20200916 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better GTX 1060 ....................... 1.97 |== GTX 1070 ....................... 1.85 |== GTX 1080 ....................... 2.23 |=== GTX 1650 ....................... 1.94 |== GTX 1650 SUPER ................. 1.60 |== GTX 1660 ....................... 1.77 |== GTX 1660 SUPER ................. 1.48 |== GTX 1660 Ti .................... 1.61 |== RTX 2060 ....................... 1.54 |== RTX 2060 SUPER ................. 1.45 |== RTX 2070 ....................... 1.45 |== RTX 2070 SUPER ................. 1.44 |== RTX 2080 ....................... 1.49 |== RTX 2080 SUPER ................. 1.48 |== RTX 2080 Ti .................... 1.44 |== RX Vega 56 ..................... 2.95 |==== RX 5600 XT ..................... 2.15 |=== RX 5700 ........................ 2.18 |=== RX 5700 XT ..................... 2.05 |== Radeon VII ..................... 2.84 |=== HD Graphics 5500 Broadwell GT2 . 31.99 |======================================= HD Graphics 5500 Broadwell GT2 . 31.86 |======================================= NCNN 20200916 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better GTX 1060 ....................... 5.99 |== GTX 1070 ....................... 5.47 |== GTX 1080 ....................... 5.26 |== GTX 1650 ....................... 6.29 |== GTX 1650 SUPER ................. 5.42 |== GTX 1660 ....................... 5.57 |== GTX 1660 SUPER ................. 5.09 |== GTX 1660 Ti .................... 5.13 |== RTX 2060 ....................... 4.90 |== RTX 2060 SUPER ................. 4.62 |== RTX 2070 ....................... 4.83 |== RTX 2070 SUPER ................. 4.65 |== RTX 2080 ....................... 4.65 |== RTX 2080 SUPER ................. 4.45 |== RTX 2080 Ti .................... 4.53 |== RX Vega 56 ..................... 6.31 |== RX 5600 XT ..................... 6.54 |== RX 5700 ........................ 6.60 |== RX 5700 XT ..................... 6.58 |== Radeon VII ..................... 9.02 |=== HD Graphics 5500 Broadwell GT2 . 102.65 |====================================== HD Graphics 5500 Broadwell GT2 . 102.88 |====================================== NCNN 20200916 Target: Vulkan GPU - Model: squeezenet ms < Lower Is Better GTX 1060 ....................... 7.77 |=== GTX 1070 ....................... 6.52 |== GTX 1080 ....................... 5.83 |== GTX 1650 ....................... 6.83 |=== GTX 1650 SUPER ................. 5.80 |== GTX 1660 ....................... 5.52 |== GTX 1660 SUPER ................. 5.20 |== GTX 1660 Ti .................... 5.24 |== RTX 2060 ....................... 4.72 |== RTX 2060 SUPER ................. 4.60 |== RTX 2070 ....................... 4.67 |== RTX 2070 SUPER ................. 4.33 |== RTX 2080 ....................... 4.28 |== RTX 2080 SUPER ................. 4.30 |== RTX 2080 Ti .................... 4.01 |= RX Vega 56 ..................... 4.89 |== RX 5600 XT ..................... 3.58 |= RX 5700 ........................ 3.58 |= RX 5700 XT ..................... 3.36 |= Radeon VII ..................... 5.03 |== HD Graphics 5500 Broadwell GT2 . 101.68 |====================================== HD Graphics 5500 Broadwell GT2 . 102.33 |====================================== RealSR-NCNN 20200818 Scale: 4x - TAA: No Seconds < Lower Is Better GTX 1060 ....................... 20.543 |=========================== GTX 1070 ....................... 15.374 |==================== GTX 1080 ....................... 17.214 |====================== GTX 1650 ....................... 29.372 |====================================== GTX 1650 SUPER ................. 25.658 |================================= GTX 1660 ....................... 19.893 |========================== GTX 1660 SUPER ................. 17.538 |======================= GTX 1660 Ti .................... 17.150 |====================== RTX 2060 ....................... 13.400 |================= RTX 2060 SUPER ................. 12.129 |================ RTX 2070 ....................... 12.007 |================ RTX 2070 SUPER ................. 10.615 |============== RTX 2080 ....................... 10.061 |============= RTX 2080 SUPER ................. 9.463 |============ RTX 2080 Ti .................... 8.260 |=========== RX Vega 56 ..................... 10.254 |============= RX 5600 XT ..................... 12.079 |================ RX 5700 ........................ 9.358 |============ RX 5700 XT ..................... 8.982 |============ Radeon VII ..................... 7.177 |========= HD Graphics 5500 Broadwell GT2 . 17.752 |======================= GPU Temperature Monitor Phoronix Test Suite System Monitoring Celsius GTX 1060 ....... MIN: 27.0 AVG: 55.8 MAX: 69.0 GTX 1070 ....... MIN: 29.0 AVG: 60.1 MAX: 78.0 GTX 1080 ....... MIN: 29.0 AVG: 62.2 MAX: 79.0 GTX 1650 ....... MIN: 31.0 AVG: 56.9 MAX: 66.0 GTX 1650 SUPER . MIN: 30.0 AVG: 55.6 MAX: 66.0 GTX 1660 ....... MIN: 29.0 AVG: 60.6 MAX: 79.0 GTX 1660 SUPER . MIN: 33.0 AVG: 59.4 MAX: 70.0 GTX 1660 Ti .... MIN: 29.0 AVG: 53.0 MAX: 69.0 RTX 2060 ....... MIN: 28.0 AVG: 50.9 MAX: 70.0 RTX 2060 SUPER . MIN: 29.0 AVG: 52.2 MAX: 71.0 RTX 2070 ....... MIN: 29.0 AVG: 54.1 MAX: 74.0 RTX 2070 SUPER . MIN: 26.0 AVG: 46.5 MAX: 68.0 RTX 2080 ....... MIN: 29.0 AVG: 58.8 MAX: 82.0 RTX 2080 SUPER . MIN: 28.0 AVG: 48.5 MAX: 72.0 RTX 2080 Ti .... MIN: 32.0 AVG: 49.9 MAX: 71.0 RX Vega 56 ..... MIN: 29.0 AVG: 51.2 MAX: 65.0 RX 5600 XT ..... MIN: 44.0 AVG: 57.7 MAX: 66.0 RX 5700 ........ MIN: 38.0 AVG: 52.0 MAX: 67.0 RX 5700 XT ..... MIN: 35.0 AVG: 52.1 MAX: 74.0 Radeon VII ..... MIN: 29.0 AVG: 44.9 MAX: 66.0 GPU Power Consumption Monitor Phoronix Test Suite System Monitoring Watts GTX 1060 ....... MIN: 6 AVG: 86 MAX: 131 GTX 1070 ....... MIN: 7 AVG: 93 MAX: 163 GTX 1080 ....... MIN: 7 AVG: 115 MAX: 188 GTX 1650 ....... MIN: 5 AVG: 54 MAX: 69 GTX 1650 SUPER . MIN: 7 AVG: 71 MAX: 96 GTX 1660 ....... MIN: 7 AVG: 72 MAX: 109 GTX 1660 SUPER . MIN: 11 AVG: 90 MAX: 129 GTX 1660 Ti .... MIN: 7 AVG: 79 MAX: 133 RTX 2060 ....... MIN: 9 AVG: 91 MAX: 164 RTX 2060 SUPER . MIN: 10 AVG: 108 MAX: 180 RTX 2070 ....... MIN: 8 AVG: 106 MAX: 181 RTX 2070 SUPER . MIN: 14 AVG: 108 MAX: 221 RTX 2080 ....... MIN: 13 AVG: 108 MAX: 222 RTX 2080 SUPER . MIN: 9 AVG: 111 MAX: 255 RTX 2080 Ti .... MIN: 8 AVG: 116 MAX: 274 RX Vega 56 ..... MIN: 11 AVG: 97 MAX: 167 RX 5600 XT ..... MIN: 22 AVG: 98 MAX: 171 RX 5700 ........ MIN: 31 AVG: 90 MAX: 165 RX 5700 XT ..... MIN: 29 AVG: 89 MAX: 225 Radeon VII ..... MIN: 21 AVG: 104 MAX: 267 RealSR-NCNN 20200818 GPU Temperature Monitor Celsius < Lower Is Better GTX 1060 ....... MIN: 54.0 AVG: 60.6 MAX: 64.0 GTX 1070 ....... MIN: 65.0 AVG: 68.8 MAX: 71.0 GTX 1080 ....... MIN: 65.0 AVG: 69.3 MAX: 72.0 GTX 1650 ....... MIN: 50.0 AVG: 59.4 MAX: 62.0 GTX 1650 SUPER . MIN: 55.0 AVG: 60.7 MAX: 63.0 GTX 1660 ....... MIN: 59.0 AVG: 67.5 MAX: 72.0 GTX 1660 SUPER . MIN: 46.0 AVG: 59.1 MAX: 65.0 GTX 1660 Ti .... MIN: 48.0 AVG: 58.4 MAX: 64.0 RTX 2060 ....... MIN: 52.0 AVG: 60.1 MAX: 65.0 RTX 2060 SUPER . MIN: 53.0 AVG: 60.5 MAX: 65.0 RTX 2070 ....... MIN: 57.0 AVG: 62.2 MAX: 66.0 RTX 2070 SUPER . MIN: 53.0 AVG: 58.7 MAX: 63.0 RTX 2080 ....... MIN: 64.0 AVG: 68.7 MAX: 73.0 RTX 2080 SUPER . MIN: 56.0 AVG: 61.6 MAX: 66.0 RTX 2080 Ti .... MIN: 57.0 AVG: 61.2 MAX: 66.0 RX Vega 56 ..... MIN: 49.0 AVG: 54.7 MAX: 59.0 RX 5600 XT ..... MIN: 51.0 AVG: 57.8 MAX: 63.0 RX 5700 ........ MIN: 52.0 AVG: 57.8 MAX: 63.0 RX 5700 XT ..... MIN: 57.0 AVG: 62.4 MAX: 68.0 Radeon VII ..... MIN: 48.0 AVG: 53.0 MAX: 58.0 RealSR-NCNN 20200818 GPU Power Consumption Monitor Watts < Lower Is Better GTX 1060 ....... MIN: 7 AVG: 91 MAX: 124 GTX 1070 ....... MIN: 10 AVG: 108 MAX: 153 GTX 1080 ....... MIN: 10 AVG: 121 MAX: 186 GTX 1650 ....... MIN: 7 AVG: 55 MAX: 68 GTX 1650 SUPER . MIN: 7 AVG: 73 MAX: 95 GTX 1660 ....... MIN: 7 AVG: 78 MAX: 107 GTX 1660 SUPER . MIN: 13 AVG: 94 MAX: 128 GTX 1660 Ti .... MIN: 8 AVG: 90 MAX: 133 RTX 2060 ....... MIN: 10 AVG: 106 MAX: 163 RTX 2060 SUPER . MIN: 11 AVG: 116 MAX: 179 RTX 2070 ....... MIN: 11 AVG: 115 MAX: 179 RTX 2070 SUPER . MIN: 16 AVG: 129 MAX: 219 RTX 2080 ....... MIN: 18 AVG: 129 MAX: 222 RTX 2080 SUPER . MIN: 10 AVG: 141 MAX: 255 RTX 2080 Ti .... MIN: 10 AVG: 138 MAX: 267 RX Vega 56 ..... MIN: 11 AVG: 98 MAX: 167 RX 5600 XT ..... MIN: 22 AVG: 89 MAX: 156 RX 5700 ........ MIN: 31 AVG: 93 MAX: 165 RX 5700 XT ..... MIN: 32 AVG: 109 MAX: 212 Radeon VII ..... MIN: 21 AVG: 114 MAX: 262 RealSR-NCNN 20200818 GPU Temperature Monitor Celsius < Lower Is Better GTX 1060 ....... MIN: 32 AVG: 63 MAX: 69 GTX 1070 ....... MIN: 41 AVG: 71 MAX: 78 GTX 1080 ....... MIN: 37 AVG: 71 MAX: 79 GTX 1650 ....... MIN: 34 AVG: 62 MAX: 66 GTX 1650 SUPER . MIN: 34 AVG: 61 MAX: 66 GTX 1660 ....... MIN: 37 AVG: 71 MAX: 79 GTX 1660 SUPER . MIN: 41 AVG: 67 MAX: 70 GTX 1660 Ti .... MIN: 35 AVG: 64 MAX: 69 RTX 2060 ....... MIN: 34 AVG: 63 MAX: 70 RTX 2060 SUPER . MIN: 31 AVG: 61 MAX: 71 RTX 2070 ....... MIN: 33 AVG: 64 MAX: 74 RTX 2070 SUPER . MIN: 32 AVG: 58 MAX: 68 RTX 2080 ....... MIN: 43 AVG: 74 MAX: 82 RTX 2080 SUPER . MIN: 34 AVG: 61 MAX: 72 RTX 2080 Ti .... MIN: 38 AVG: 60 MAX: 71 RX Vega 56 ..... MIN: 37 AVG: 60 MAX: 65 RX 5600 XT ..... MIN: 45 AVG: 61 MAX: 66 RX 5700 ........ MIN: 40 AVG: 60 MAX: 67 RX 5700 XT ..... MIN: 42 AVG: 66 MAX: 74 Radeon VII ..... MIN: 32 AVG: 56 MAX: 66 RealSR-NCNN 20200818 GPU Power Consumption Monitor Watts < Lower Is Better GTX 1060 ....... MIN: 6 AVG: 112 MAX: 131 GTX 1070 ....... MIN: 8 AVG: 139 MAX: 163 GTX 1080 ....... MIN: 7 AVG: 153 MAX: 188 GTX 1650 ....... MIN: 6 AVG: 65 MAX: 69 GTX 1650 SUPER . MIN: 7 AVG: 88 MAX: 96 GTX 1660 ....... MIN: 7 AVG: 100 MAX: 109 GTX 1660 SUPER . MIN: 11 AVG: 119 MAX: 129 GTX 1660 Ti .... MIN: 8 AVG: 122 MAX: 133 RTX 2060 ....... MIN: 9 AVG: 148 MAX: 164 RTX 2060 SUPER . MIN: 11 AVG: 162 MAX: 180 RTX 2070 ....... MIN: 8 AVG: 161 MAX: 181 RTX 2070 SUPER . MIN: 14 AVG: 197 MAX: 221 RTX 2080 ....... MIN: 14 AVG: 197 MAX: 221 RTX 2080 SUPER . MIN: 9 AVG: 220 MAX: 255 RTX 2080 Ti .... MIN: 9 AVG: 226 MAX: 274 RX Vega 56 ..... MIN: 12 AVG: 150 MAX: 167 RX 5600 XT ..... MIN: 22 AVG: 125 MAX: 171 RX 5700 ........ MIN: 31 AVG: 137 MAX: 165 RX 5700 XT ..... MIN: 32 AVG: 160 MAX: 225 Radeon VII ..... MIN: 21 AVG: 208 MAX: 267 NCNN 20200916 GPU Temperature Monitor Celsius < Lower Is Better GTX 1060 ....... MIN: 27.0 AVG: 38.5 MAX: 46.0 GTX 1070 ....... MIN: 29.0 AVG: 51.6 MAX: 61.0 GTX 1080 ....... MIN: 29.0 AVG: 38.6 MAX: 48.0 GTX 1650 ....... MIN: 31.0 AVG: 41.5 MAX: 49.0 GTX 1650 SUPER . MIN: 30.0 AVG: 35.9 MAX: 41.0 GTX 1660 ....... MIN: 29.0 AVG: 41.2 MAX: 50.0 GTX 1660 SUPER . MIN: 33.0 AVG: 47.2 MAX: 58.0 GTX 1660 Ti .... MIN: 29.0 AVG: 44.3 MAX: 52.0 RTX 2060 ....... MIN: 28.0 AVG: 42.0 MAX: 50.0 RTX 2060 SUPER . MIN: 29.0 AVG: 36.9 MAX: 43.0 RTX 2070 ....... MIN: 29.0 AVG: 36.2 MAX: 43.0 RTX 2070 SUPER . MIN: 26.0 AVG: 38.4 MAX: 45.0 RTX 2080 ....... MIN: 29.0 AVG: 49.3 MAX: 61.0 RTX 2080 SUPER . MIN: 28.0 AVG: 40.4 MAX: 47.0 RTX 2080 Ti .... MIN: 32.0 AVG: 43.7 MAX: 50.0 RX Vega 56 ..... MIN: 29.0 AVG: 40.3 MAX: 46.0 RX 5600 XT ..... MIN: 45.0 AVG: 49.9 MAX: 54.0 RX 5700 ........ MIN: 38.0 AVG: 42.0 MAX: 44.0 RX 5700 XT ..... MIN: 35.0 AVG: 45.1 MAX: 50.0 Radeon VII ..... MIN: 29.0 AVG: 35.1 MAX: 39.0 NCNN 20200916 GPU Power Consumption Monitor Watts < Lower Is Better GTX 1060 ....... MIN: 6 AVG: 53 MAX: 89 GTX 1070 ....... MIN: 7 AVG: 72 MAX: 121 GTX 1080 ....... MIN: 7 AVG: 67 MAX: 128 GTX 1650 ....... MIN: 5 AVG: 37 MAX: 59 GTX 1650 SUPER . MIN: 7 AVG: 42 MAX: 70 GTX 1660 ....... MIN: 7 AVG: 41 MAX: 73 GTX 1660 SUPER . MIN: 11 AVG: 58 MAX: 103 GTX 1660 Ti .... MIN: 7 AVG: 53 MAX: 96 RTX 2060 ....... MIN: 10 AVG: 67 MAX: 126 RTX 2060 SUPER . MIN: 10 AVG: 67 MAX: 138 RTX 2070 ....... MIN: 8 AVG: 63 MAX: 133 RTX 2070 SUPER . MIN: 15 AVG: 76 MAX: 153 RTX 2080 ....... MIN: 13 AVG: 80 MAX: 162 RTX 2080 SUPER . MIN: 9 AVG: 76 MAX: 159 RTX 2080 Ti .... MIN: 8 AVG: 92 MAX: 219 RX Vega 56 ..... MIN: 12 AVG: 74 MAX: 164 RX 5600 XT ..... MIN: 22 AVG: 50 MAX: 95 RX 5700 ........ MIN: 31 AVG: 54 MAX: 117 RX 5700 XT ..... MIN: 29 AVG: 65 MAX: 172 Radeon VII ..... MIN: 21 AVG: 56 MAX: 178