hp dev one mnn ncnn AMD Ryzen 7 PRO 5850U testing with a HP 8A78 (F.04 BIOS) and AMD Cezanne 512MB on Ubuntu 22.04 via the Phoronix Test Suite. A: Processor: AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads), Motherboard: HP 8A78 (F.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 1024GB SK hynix PC711 HFS001TDE9X073N, Graphics: AMD Cezanne 512MB (2000/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 22.04, Kernel: 5.19.0-051900rc7-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.47), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads), Motherboard: HP 8A78 (F.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 1024GB SK hynix PC711 HFS001TDE9X073N, Graphics: AMD Cezanne 512MB (2000/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 22.04, Kernel: 5.19.0-051900rc7-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.47), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads), Motherboard: HP 8A78 (F.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 1024GB SK hynix PC711 HFS001TDE9X073N, Graphics: AMD Cezanne 512MB (2000/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 22.04, Kernel: 5.19.0-051900rc7-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.47), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 Mobile Neural Network 2.0 Model: mobilenetV3 ms < Lower Is Better A . 1.540 |=================================================================== B . 1.555 |==================================================================== C . 1.546 |==================================================================== Mobile Neural Network 2.0 Model: squeezenetv1.1 ms < Lower Is Better A . 3.110 |=================================================================== B . 3.140 |==================================================================== C . 3.113 |=================================================================== Mobile Neural Network 2.0 Model: resnet-v2-50 ms < Lower Is Better A . 26.19 |==================================================================== B . 26.24 |==================================================================== C . 26.31 |==================================================================== Mobile Neural Network 2.0 Model: SqueezeNetV1.0 ms < Lower Is Better A . 6.071 |==================================================================== B . 6.115 |==================================================================== C . 6.095 |==================================================================== Mobile Neural Network 2.0 Model: MobileNetV2_224 ms < Lower Is Better A . 3.030 |=================================================================== B . 3.057 |==================================================================== C . 3.009 |=================================================================== Mobile Neural Network 2.0 Model: mobilenet-v1-1.0 ms < Lower Is Better A . 2.916 |==================================================================== B . 2.931 |==================================================================== C . 2.918 |==================================================================== Mobile Neural Network 2.0 Model: inception-v3 ms < Lower Is Better A . 35.85 |==================================================================== B . 36.01 |==================================================================== C . 36.06 |==================================================================== NCNN 20220729 Target: CPU - Model: mobilenet ms < Lower Is Better A . 15.76 |==================================================================== B . 15.83 |==================================================================== C . 15.30 |================================================================== NCNN 20220729 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better A . 4.11 |================================================================== B . 4.16 |=================================================================== C . 4.29 |===================================================================== NCNN 20220729 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better A . 3.32 |=================================================================== B . 3.30 |=================================================================== C . 3.41 |===================================================================== NCNN 20220729 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better A . 2.65 |=================================================================== B . 2.73 |===================================================================== C . 2.64 |=================================================================== NCNN 20220729 Target: CPU - Model: mnasnet ms < Lower Is Better A . 3.25 |================================================================ B . 3.30 |================================================================= C . 3.49 |===================================================================== NCNN 20220729 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better A . 6.52 |==================================================================== B . 6.56 |==================================================================== C . 6.63 |===================================================================== NCNN 20220729 Target: CPU - Model: blazeface ms < Lower Is Better A . 0.91 |================================================================= B . 0.91 |================================================================= C . 0.96 |===================================================================== NCNN 20220729 Target: CPU - Model: googlenet ms < Lower Is Better A . 12.77 |=================================================================== B . 12.69 |=================================================================== C . 12.94 |==================================================================== NCNN 20220729 Target: CPU - Model: vgg16 ms < Lower Is Better A . 61.29 |==================================================================== B . 61.56 |==================================================================== C . 61.42 |==================================================================== NCNN 20220729 Target: CPU - Model: resnet18 ms < Lower Is Better A . 11.63 |==================================================================== B . 11.36 |================================================================== C . 11.64 |==================================================================== NCNN 20220729 Target: CPU - Model: alexnet ms < Lower Is Better A . 9.80 |===================================================================== B . 9.78 |==================================================================== C . 9.87 |===================================================================== NCNN 20220729 Target: CPU - Model: resnet50 ms < Lower Is Better A . 22.25 |=================================================================== B . 22.23 |=================================================================== C . 22.49 |==================================================================== NCNN 20220729 Target: CPU - Model: yolov4-tiny ms < Lower Is Better A . 25.73 |==================================================================== B . 25.50 |=================================================================== C . 25.41 |=================================================================== NCNN 20220729 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better A . 18.50 |==================================================================== B . 18.40 |==================================================================== C . 18.37 |==================================================================== NCNN 20220729 Target: CPU - Model: regnety_400m ms < Lower Is Better A . 8.29 |===================================================================== B . 8.32 |===================================================================== C . 8.31 |===================================================================== NCNN 20220729 Target: CPU - Model: vision_transformer ms < Lower Is Better A . 230.00 |=================================================================== B . 231.45 |=================================================================== C . 231.24 |=================================================================== NCNN 20220729 Target: CPU - Model: FastestDet ms < Lower Is Better A . 3.26 |===================================================================== B . 3.21 |==================================================================== C . 3.27 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better A . 11.09 |==================================================================== B . 10.88 |=================================================================== C . 10.99 |=================================================================== NCNN 20220729 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better A . 3.56 |===================================================================== B . 3.44 |=================================================================== C . 3.53 |==================================================================== NCNN 20220729 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better A . 3.80 |===================================================================== B . 3.77 |==================================================================== C . 3.78 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better A . 2.63 |==================================================================== B . 2.65 |===================================================================== C . 2.62 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better A . 3.45 |=================================================================== B . 3.48 |==================================================================== C . 3.54 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better A . 10.30 |=================================================================== B . 10.23 |=================================================================== C . 10.39 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better A . 1.82 |=================================================================== B . 1.88 |===================================================================== C . 1.87 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better A . 8.20 |=============================================================== B . 8.58 |================================================================== C . 8.94 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better A . 27.07 |==================================================================== B . 27.11 |==================================================================== C . 27.23 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better A . 5.95 |===================================================================== B . 5.62 |================================================================= C . 5.92 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better A . 6.72 |=================================================================== B . 6.82 |==================================================================== C . 6.88 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better A . 13.00 |================================================================== B . 12.74 |================================================================= C . 13.31 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better A . 18.84 |=================================================================== B . 19.16 |==================================================================== C . 18.93 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better A . 15.72 |==================================================================== B . 15.68 |==================================================================== C . 15.73 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better A . 5.05 |===================================================================== B . 4.87 |=================================================================== C . 5.03 |===================================================================== NCNN 20220729 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better A . 588.87 |=================================================================== B . 589.03 |=================================================================== C . 592.19 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better A . 4.01 |=================================================================== B . 4.14 |===================================================================== C . 3.95 |==================================================================