Compare Backends AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Ubuntu 20.04 via the Phoronix Test Suite. AMDGPU LLVM: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SKHynix_HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 20.04, Kernel: 5.8.10-050810-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.2.0 kisak-mesa PPA (LLVM 10.0.1), Vulkan: 1.2.131, Compiler: GCC 9.3.0 + Clang 10.0.1-1~kisak~fTarget:, File-System: ext4, Screen Resolution: 1920x1080 ACO: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 256GB SKHynix_HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Device 1637, Network: Realtek RTL8822CE 802.11ac PCIe OS: Ubuntu 20.04, Kernel: 5.8.10-050810-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: modesetting 1.20.8, OpenGL: 4.6 Mesa 20.2.0 kisak-mesa PPA (LLVM 10.0.1), Vulkan: 1.2.131, Compiler: GCC 9.3.0 + Clang 10.0.1-1~kisak~fTarget:, File-System: ext4, Screen Resolution: 1920x1080 RealSR-NCNN 20200818 Scale: 4x - TAA: No Seconds < Lower Is Better AMDGPU LLVM . 413.05 |========================================================= ACO ......... 85.45 |============ NCNN 20200916 Target: Vulkan GPU - Model: squeezenet ms < Lower Is Better AMDGPU LLVM . 60.01 |========================================================== ACO ......... 24.06 |======================= NCNN 20200916 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better AMDGPU LLVM . 41.20 |========================================================== ACO ......... 18.16 |========================== NCNN 20200916 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better AMDGPU LLVM . 13.93 |========================================================== ACO ......... 5.20 |====================== NCNN 20200916 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better AMDGPU LLVM . 14.88 |========================================================== ACO ......... 6.20 |======================== NCNN 20200916 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better AMDGPU LLVM . 8.72 |=========================================================== ACO ......... 4.05 |=========================== NCNN 20200916 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better AMDGPU LLVM . 14.84 |========================================================== ACO ......... 5.15 |==================== NCNN 20200916 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better AMDGPU LLVM . 26.41 |========================================================== ACO ......... 13.21 |============================= NCNN 20200916 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better AMDGPU LLVM . 3.06 |=========================================================== ACO ......... 1.88 |==================================== NCNN 20200916 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better AMDGPU LLVM . 45.16 |========================================================== ACO ......... 11.89 |=============== NCNN 20200916 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better AMDGPU LLVM . 359.80 |========================================================= ACO ......... 60.75 |========== NCNN 20200916 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better AMDGPU LLVM . 43.99 |========================================================== ACO ......... 9.29 |============ NCNN 20200916 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better AMDGPU LLVM . 41.14 |========================================================== ACO ......... 14.02 |==================== NCNN 20200916 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better AMDGPU LLVM . 93.96 |========================================================== ACO ......... 19.21 |============ NCNN 20200916 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better AMDGPU LLVM . 88.69 |========================================================== ACO ......... 32.07 |=====================