nn AMD Ryzen 9 5900X 12-Core testing with a ASUS ROG CROSSHAIR VIII HERO (3501 BIOS) and AMD Radeon RX 6800/6800 XT / 6900 16GB on Ubuntu 21.04 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3501 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Sabrent Rocket 4.0 Plus + 2000GB, Graphics: AMD Radeon RX 6800/6800 XT / 6900 16GB (2475/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.04, Kernel: 5.13.0-051300rc6daily20210617-generic (x86_64) 20210616, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-849ab4e 2021-06-17 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.180, Compiler: GCC 10.3.0 + CUDA 11.3, File-System: ext4, Screen Resolution: 3840x2160 1a: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3501 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Sabrent Rocket 4.0 Plus + 2000GB, Graphics: AMD Radeon RX 6800/6800 XT / 6900 16GB (2475/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.04, Kernel: 5.13.0-051300rc6daily20210617-generic (x86_64) 20210616, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-849ab4e 2021-06-17 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.180, Compiler: GCC 10.3.0 + CUDA 11.3, File-System: ext4, Screen Resolution: 3840x2160 2: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3501 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Sabrent Rocket 4.0 Plus + 2000GB, Graphics: AMD Radeon RX 6800/6800 XT / 6900 16GB (2475/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.04, Kernel: 5.13.0-051300rc6daily20210617-generic (x86_64) 20210616, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-849ab4e 2021-06-17 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.180, Compiler: GCC 10.3.0 + CUDA 11.3, File-System: ext4, Screen Resolution: 3840x2160 3: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3501 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Sabrent Rocket 4.0 Plus + 2000GB, Graphics: AMD Radeon RX 6800/6800 XT / 6900 16GB (2475/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.04, Kernel: 5.13.0-051300rc6daily20210617-generic (x86_64) 20210616, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-849ab4e 2021-06-17 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.180, Compiler: GCC 10.3.0 + CUDA 11.3, File-System: ext4, Screen Resolution: 3840x2160 Mobile Neural Network 1.2 Model: mobilenetV3 ms < Lower Is Better 1 . 2.129 |==================================================================== 2 . 2.116 |==================================================================== 3 . 2.059 |================================================================== Mobile Neural Network 1.2 Model: squeezenetv1.1 ms < Lower Is Better 1 . 3.743 |==================================================================== 2 . 3.736 |==================================================================== 3 . 3.619 |================================================================== Mobile Neural Network 1.2 Model: resnet-v2-50 ms < Lower Is Better 1 . 27.94 |==================================================================== 2 . 27.40 |=================================================================== 3 . 27.01 |================================================================== Mobile Neural Network 1.2 Model: SqueezeNetV1.0 ms < Lower Is Better 1 . 5.057 |=================================================================== 2 . 5.121 |==================================================================== 3 . 5.023 |=================================================================== Mobile Neural Network 1.2 Model: MobileNetV2_224 ms < Lower Is Better 1 . 3.277 |==================================================================== 2 . 3.246 |=================================================================== 3 . 3.211 |=================================================================== Mobile Neural Network 1.2 Model: mobilenet-v1-1.0 ms < Lower Is Better 1 . 4.384 |==================================================================== 2 . 4.352 |==================================================================== 3 . 4.325 |=================================================================== Mobile Neural Network 1.2 Model: inception-v3 ms < Lower Is Better 1 . 26.10 |==================================================================== 2 . 26.17 |==================================================================== 3 . 25.62 |=================================================================== TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better 1 . 2510.76 |================================================================== 2 . 2504.44 |================================================================== 3 . 2505.20 |================================================================== TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better 1 . 226.93 |=================================================================== 2 . 226.52 |=================================================================== 3 . 224.05 |================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v2 ms < Lower Is Better 1 . 50.93 |==================================================================== 2 . 51.11 |==================================================================== 3 . 50.72 |=================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better 1 . 212.48 |=================================================================== 2 . 212.74 |=================================================================== 3 . 211.09 |================================================================== NCNN 20210525 Target: CPU - Model: mobilenet ms < Lower Is Better 1a . 12.14 |=================================================================== 2 .. 12.12 |=================================================================== 3 .. 12.05 |=================================================================== NCNN 20210525 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better 1a . 4.10 |=================================================================== 2 .. 4.16 |==================================================================== 3 .. 4.13 |==================================================================== NCNN 20210525 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better 1a . 3.91 |================================================================== 2 .. 4.00 |==================================================================== 3 .. 3.96 |=================================================================== NCNN 20210525 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better 1a . 4.00 |================================================================== 2 .. 4.10 |==================================================================== 3 .. 4.05 |=================================================================== NCNN 20210525 Target: CPU - Model: mnasnet ms < Lower Is Better 1a . 3.67 |================================================================= 2 .. 3.82 |==================================================================== 3 .. 3.79 |=================================================================== NCNN 20210525 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better 1a . 5.10 |================================================================== 2 .. 5.28 |==================================================================== 3 .. 5.13 |================================================================== NCNN 20210525 Target: CPU - Model: blazeface ms < Lower Is Better 1a . 1.71 |================================================================= 2 .. 1.79 |==================================================================== 3 .. 1.70 |================================================================= NCNN 20210525 Target: CPU - Model: googlenet ms < Lower Is Better 1a . 12.38 |================================================================== 2 .. 12.45 |=================================================================== 3 .. 12.51 |=================================================================== NCNN 20210525 Target: CPU - Model: vgg16 ms < Lower Is Better 1a . 55.07 |================================================================== 2 .. 55.26 |================================================================== 3 .. 55.98 |=================================================================== NCNN 20210525 Target: CPU - Model: resnet18 ms < Lower Is Better 1a . 13.74 |=================================================================== 2 .. 13.52 |================================================================== 3 .. 13.61 |================================================================== NCNN 20210525 Target: CPU - Model: alexnet ms < Lower Is Better 1a . 11.07 |================================================================== 2 .. 11.20 |=================================================================== 3 .. 11.13 |=================================================================== NCNN 20210525 Target: CPU - Model: resnet50 ms < Lower Is Better 1a . 22.80 |=================================================================== 2 .. 22.55 |================================================================== 3 .. 22.69 |=================================================================== NCNN 20210525 Target: CPU - Model: yolov4-tiny ms < Lower Is Better 1a . 21.48 |================================================================= 2 .. 22.00 |=================================================================== 3 .. 21.91 |=================================================================== NCNN 20210525 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better 1a . 14.80 |=================================================================== 2 .. 14.78 |=================================================================== 3 .. 14.75 |=================================================================== NCNN 20210525 Target: CPU - Model: regnety_400m ms < Lower Is Better 1a . 9.42 |=================================================================== 2 .. 9.50 |==================================================================== 3 .. 9.34 |===================================================================