nn 4500u AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Ubuntu 21.04 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.04, Kernel: 5.11.0-17-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.0.1 (LLVM 11.0.1), Vulkan: 1.2.145, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 2: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.04, Kernel: 5.11.0-17-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.0.1 (LLVM 11.0.1), Vulkan: 1.2.145, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 3: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 21.04, Kernel: 5.11.0-17-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.0.1 (LLVM 11.0.1), Vulkan: 1.2.145, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 Mobile Neural Network 1.2 Model: mobilenetV3 ms < Lower Is Better 1 . 2.203 |==================================================================== 2 . 2.212 |==================================================================== 3 . 2.208 |==================================================================== Mobile Neural Network 1.2 Model: squeezenetv1.1 ms < Lower Is Better 1 . 4.000 |================================================================ 2 . 4.066 |================================================================= 3 . 4.236 |==================================================================== Mobile Neural Network 1.2 Model: resnet-v2-50 ms < Lower Is Better 1 . 33.00 |==================================================================== 2 . 32.83 |=================================================================== 3 . 33.10 |==================================================================== Mobile Neural Network 1.2 Model: SqueezeNetV1.0 ms < Lower Is Better 1 . 6.569 |================================================================= 2 . 6.718 |=================================================================== 3 . 6.832 |==================================================================== Mobile Neural Network 1.2 Model: MobileNetV2_224 ms < Lower Is Better 1 . 4.051 |=================================================================== 2 . 4.085 |==================================================================== 3 . 4.102 |==================================================================== Mobile Neural Network 1.2 Model: mobilenet-v1-1.0 ms < Lower Is Better 1 . 4.522 |=============================================================== 2 . 4.735 |================================================================== 3 . 4.877 |==================================================================== Mobile Neural Network 1.2 Model: inception-v3 ms < Lower Is Better 1 . 33.65 |================================================================= 2 . 34.20 |================================================================== 3 . 35.17 |==================================================================== NCNN 20210525 Target: CPU - Model: mobilenet ms < Lower Is Better 1 . 31.49 |============================================================= 2 . 35.38 |==================================================================== 3 . 31.50 |============================================================= NCNN 20210525 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better 1 . 9.49 |====================================================== 2 . 11.86 |==================================================================== 3 . 10.75 |============================================================== NCNN 20210525 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better 1 . 10.80 |================================================================ 2 . 11.52 |==================================================================== 3 . 11.24 |================================================================== NCNN 20210525 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better 1 . 10.32 |================================================================== 2 . 10.62 |==================================================================== 3 . 10.66 |==================================================================== NCNN 20210525 Target: CPU - Model: mnasnet ms < Lower Is Better 1 . 10.03 |============================================================= 2 . 11.22 |==================================================================== 3 . 10.72 |================================================================= NCNN 20210525 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better 1 . 18.29 |================================================================== 2 . 18.88 |==================================================================== 3 . 18.27 |================================================================== NCNN 20210525 Target: CPU - Model: blazeface ms < Lower Is Better 1 . 3.15 |=========================================================== 2 . 3.66 |===================================================================== 3 . 3.32 |=============================================================== NCNN 20210525 Target: CPU - Model: googlenet ms < Lower Is Better 1 . 41.77 |=================================================================== 2 . 42.59 |==================================================================== 3 . 42.03 |=================================================================== NCNN 20210525 Target: CPU - Model: vgg16 ms < Lower Is Better 1 . 107.54 |=================================================================== 2 . 108.02 |=================================================================== 3 . 107.58 |=================================================================== NCNN 20210525 Target: CPU - Model: resnet18 ms < Lower Is Better 1 . 37.10 |================================================================== 2 . 37.95 |==================================================================== 3 . 35.07 |=============================================================== NCNN 20210525 Target: CPU - Model: alexnet ms < Lower Is Better 1 . 19.25 |================================================================== 2 . 19.91 |==================================================================== 3 . 19.13 |================================================================= NCNN 20210525 Target: CPU - Model: resnet50 ms < Lower Is Better 1 . 60.36 |================================================================= 2 . 63.59 |==================================================================== 3 . 60.45 |================================================================= NCNN 20210525 Target: CPU - Model: yolov4-tiny ms < Lower Is Better 1 . 46.24 |=============================================================== 2 . 49.99 |==================================================================== 3 . 46.21 |=============================================================== NCNN 20210525 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better 1 . 42.27 |============================================================ 2 . 47.70 |==================================================================== 3 . 42.57 |============================================================= NCNN 20210525 Target: CPU - Model: regnety_400m ms < Lower Is Better 1 . 23.18 |==================================================================== 2 . 23.14 |==================================================================== 3 . 23.25 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better 1 . 33.25 |==================================================================== 2 . 30.23 |============================================================== 3 . 28.21 |========================================================== NCNN 20210525 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better 1 . 12.39 |==================================================================== 2 . 9.53 |==================================================== 3 . 9.18 |================================================== NCNN 20210525 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better 1 . 11.55 |==================================================================== 2 . 8.63 |=================================================== 3 . 8.39 |================================================= NCNN 20210525 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better 1 . 10.67 |==================================================================== 2 . 7.43 |=============================================== 3 . 7.60 |================================================ NCNN 20210525 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better 1 . 11.27 |==================================================================== 2 . 8.28 |================================================== 3 . 7.90 |================================================ NCNN 20210525 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better 1 . 18.86 |==================================================================== 2 . 13.91 |================================================== 3 . 13.68 |================================================= NCNN 20210525 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better 1 . 3.61 |===================================================================== 2 . 2.46 |=============================================== 3 . 2.57 |================================================= NCNN 20210525 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better 1 . 42.19 |==================================================================== 2 . 32.20 |==================================================== 3 . 32.43 |==================================================== NCNN 20210525 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better 1 . 107.88 |=================================================================== 2 . 107.91 |=================================================================== 3 . 107.50 |=================================================================== NCNN 20210525 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better 1 . 37.89 |==================================================================== 2 . 30.82 |======================================================= 3 . 29.26 |===================================================== NCNN 20210525 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better 1 . 20.95 |==================================================================== 2 . 19.03 |============================================================== 3 . 18.35 |============================================================ NCNN 20210525 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better 1 . 100.19 |=================================================================== 2 . 52.46 |=================================== 3 . 50.95 |================================== NCNN 20210525 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better 1 . 48.64 |==================================================================== 2 . 44.43 |============================================================== 3 . 44.35 |============================================================== NCNN 20210525 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better 1 . 93.82 |==================================================================== 2 . 41.42 |============================== 3 . 39.58 |============================= NCNN 20210525 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better 1 . 23.15 |==================================================================== 2 . 16.01 |=============================================== 3 . 17.00 |================================================== TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better 1 . 4560.00 |================================================================== 2 . 4509.04 |================================================================= 3 . 4559.54 |================================================================== TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better 1 . 288.91 |=================================================================== 2 . 287.74 |=================================================================== 3 . 289.40 |=================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v2 ms < Lower Is Better 1 . 72.10 |==================================================================== 2 . 72.12 |==================================================================== 3 . 72.33 |==================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better 1 . 255.28 |=================================================================== 2 . 255.17 |=================================================================== 3 . 254.93 |===================================================================