5500u nn AMD Ryzen 5 5500U testing with a LENOVO LNVNB161216 (GLCN22WW BIOS) and AMD Lucienne 2GB on Ubuntu 21.04 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads), Motherboard: LENOVO LNVNB161216 (GLCN22WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 6GB, Disk: 256GB SAMSUNG MZALQ256HBJD-00BL2, Graphics: AMD Lucienne 2GB (1800/400MHz), Audio: AMD Device 1637, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 21.04, Kernel: 5.11.0-18-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + 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 5500U @ 2.10GHz (6 Cores / 12 Threads), Motherboard: LENOVO LNVNB161216 (GLCN22WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 6GB, Disk: 256GB SAMSUNG MZALQ256HBJD-00BL2, Graphics: AMD Lucienne 2GB (1800/400MHz), Audio: AMD Device 1637, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 21.04, Kernel: 5.11.0-18-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + 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 5500U @ 2.10GHz (6 Cores / 12 Threads), Motherboard: LENOVO LNVNB161216 (GLCN22WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 6GB, Disk: 256GB SAMSUNG MZALQ256HBJD-00BL2, Graphics: AMD Lucienne 2GB (1800/400MHz), Audio: AMD Device 1637, Network: Qualcomm Atheros QCA6174 802.11ac OS: Ubuntu 21.04, Kernel: 5.11.0-18-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + 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 . 3.280 |=================================================================== 2 . 3.306 |==================================================================== 3 . 3.216 |================================================================== Mobile Neural Network 1.2 Model: squeezenetv1.1 ms < Lower Is Better 1 . 5.693 |==================================================================== 2 . 5.627 |=================================================================== 3 . 5.630 |=================================================================== Mobile Neural Network 1.2 Model: resnet-v2-50 ms < Lower Is Better 1 . 45.06 |=================================================================== 2 . 45.63 |==================================================================== 3 . 45.61 |==================================================================== Mobile Neural Network 1.2 Model: SqueezeNetV1.0 ms < Lower Is Better 1 . 8.748 |==================================================================== 2 . 8.703 |==================================================================== 3 . 8.567 |=================================================================== Mobile Neural Network 1.2 Model: MobileNetV2_224 ms < Lower Is Better 1 . 5.366 |==================================================================== 2 . 5.315 |=================================================================== 3 . 5.248 |=================================================================== Mobile Neural Network 1.2 Model: mobilenet-v1-1.0 ms < Lower Is Better 1 . 5.961 |==================================================================== 2 . 5.956 |==================================================================== 3 . 5.976 |==================================================================== Mobile Neural Network 1.2 Model: inception-v3 ms < Lower Is Better 1 . 50.10 |==================================================================== 2 . 49.89 |==================================================================== 3 . 50.08 |==================================================================== NCNN 20210525 Target: CPU - Model: mobilenet ms < Lower Is Better 1 . 30.17 |==================================================================== 2 . 30.13 |==================================================================== 3 . 30.08 |==================================================================== NCNN 20210525 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better 1 . 8.60 |===================================================================== 2 . 8.66 |===================================================================== 3 . 8.58 |==================================================================== NCNN 20210525 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better 1 . 7.11 |===================================================================== 2 . 7.13 |===================================================================== 3 . 7.15 |===================================================================== NCNN 20210525 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better 1 . 5.53 |===================================================================== 2 . 5.57 |===================================================================== 3 . 5.55 |===================================================================== NCNN 20210525 Target: CPU - Model: mnasnet ms < Lower Is Better 1 . 6.38 |===================================================================== 2 . 6.40 |===================================================================== 3 . 6.40 |===================================================================== NCNN 20210525 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better 1 . 11.21 |=================================================================== 2 . 11.31 |==================================================================== 3 . 11.25 |==================================================================== NCNN 20210525 Target: CPU - Model: blazeface ms < Lower Is Better 1 . 2.08 |===================================================================== 2 . 2.06 |==================================================================== 3 . 2.07 |===================================================================== NCNN 20210525 Target: CPU - Model: googlenet ms < Lower Is Better 1 . 24.77 |==================================================================== 2 . 24.66 |==================================================================== 3 . 24.83 |==================================================================== NCNN 20210525 Target: CPU - Model: vgg16 ms < Lower Is Better 1 . 112.91 |=================================================================== 2 . 112.67 |=================================================================== 3 . 112.88 |=================================================================== NCNN 20210525 Target: CPU - Model: resnet18 ms < Lower Is Better 1 . 24.89 |==================================================================== 2 . 24.66 |=================================================================== 3 . 24.71 |==================================================================== NCNN 20210525 Target: CPU - Model: alexnet ms < Lower Is Better 1 . 18.79 |==================================================================== 2 . 18.45 |=================================================================== 3 . 18.72 |==================================================================== NCNN 20210525 Target: CPU - Model: resnet50 ms < Lower Is Better 1 . 46.08 |=================================================================== 2 . 46.71 |==================================================================== 3 . 46.36 |=================================================================== NCNN 20210525 Target: CPU - Model: yolov4-tiny ms < Lower Is Better 1 . 45.38 |==================================================================== 2 . 45.47 |==================================================================== 3 . 45.47 |==================================================================== NCNN 20210525 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better 1 . 33.01 |=================================================================== 2 . 33.37 |==================================================================== 3 . 33.29 |==================================================================== NCNN 20210525 Target: CPU - Model: regnety_400m ms < Lower Is Better 1 . 12.48 |==================================================================== 2 . 12.49 |==================================================================== 3 . 12.55 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better 1 . 30.16 |==================================================================== 2 . 29.89 |=================================================================== 3 . 30.23 |==================================================================== NCNN 20210525 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better 1 . 8.63 |===================================================================== 2 . 8.59 |===================================================================== 3 . 8.65 |===================================================================== NCNN 20210525 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better 1 . 7.10 |===================================================================== 2 . 7.12 |===================================================================== 3 . 7.09 |===================================================================== NCNN 20210525 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better 1 . 5.56 |===================================================================== 2 . 5.56 |===================================================================== 3 . 5.53 |===================================================================== NCNN 20210525 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better 1 . 6.38 |===================================================================== 2 . 6.41 |===================================================================== 3 . 6.39 |===================================================================== NCNN 20210525 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better 1 . 11.31 |==================================================================== 2 . 11.31 |==================================================================== 3 . 11.29 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better 1 . 2.07 |===================================================================== 2 . 2.07 |===================================================================== 3 . 2.07 |===================================================================== NCNN 20210525 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better 1 . 24.94 |==================================================================== 2 . 24.79 |==================================================================== 3 . 24.82 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better 1 . 113.17 |=================================================================== 2 . 112.93 |=================================================================== 3 . 112.72 |=================================================================== NCNN 20210525 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better 1 . 24.87 |==================================================================== 2 . 24.77 |==================================================================== 3 . 24.73 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better 1 . 18.88 |==================================================================== 2 . 18.44 |================================================================== 3 . 19.00 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better 1 . 46.16 |==================================================================== 2 . 46.15 |==================================================================== 3 . 46.29 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better 1 . 45.50 |=================================================================== 2 . 46.16 |==================================================================== 3 . 45.84 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better 1 . 33.00 |==================================================================== 2 . 32.84 |==================================================================== 3 . 32.90 |==================================================================== NCNN 20210525 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better 1 . 12.62 |==================================================================== 2 . 12.54 |==================================================================== 3 . 12.56 |==================================================================== TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better 1 . 3495.18 |================================================================== 2 . 3491.26 |================================================================== 3 . 3484.78 |================================================================== TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better 1 . 282.48 |=================================================================== 2 . 280.64 |=================================================================== 3 . 280.44 |=================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v2 ms < Lower Is Better 1 . 71.47 |==================================================================== 2 . 71.64 |==================================================================== 3 . 71.29 |==================================================================== TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better 1 . 252.49 |=================================================================== 2 . 252.78 |=================================================================== 3 . 252.98 |===================================================================