tgl nn Intel Core i7-1185G7 testing with a Dell 0DXP1F (3.7.0 BIOS) and Intel Xe TGL GT2 15GB on Ubuntu 22.04 via the Phoronix Test Suite. A: Processor: Intel Core i7-1185G7 @ 4.80GHz (4 Cores / 8 Threads), Motherboard: Dell 0DXP1F (3.7.0 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Micron 2300 NVMe 512GB, Graphics: Intel Xe TGL GT2 15GB (1350MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.1, Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1200 B: Processor: Intel Core i7-1185G7 @ 4.80GHz (4 Cores / 8 Threads), Motherboard: Dell 0DXP1F (3.7.0 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Micron 2300 NVMe 512GB, Graphics: Intel Xe TGL GT2 15GB (1350MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.1, Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1200 C: Processor: Intel Core i7-1185G7 @ 4.80GHz (4 Cores / 8 Threads), Motherboard: Dell 0DXP1F (3.7.0 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Micron 2300 NVMe 512GB, Graphics: Intel Xe TGL GT2 15GB (1350MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.1, Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1200 Mobile Neural Network 2.0 Model: mobilenetV3 ms < Lower Is Better A . 1.763 |================================================================= B . 1.855 |==================================================================== C . 1.690 |============================================================== Mobile Neural Network 2.0 Model: squeezenetv1.1 ms < Lower Is Better A . 2.652 |================================================================= B . 2.752 |=================================================================== C . 2.773 |==================================================================== Mobile Neural Network 2.0 Model: resnet-v2-50 ms < Lower Is Better A . 17.75 |================================================================== B . 18.20 |==================================================================== C . 18.10 |==================================================================== Mobile Neural Network 2.0 Model: SqueezeNetV1.0 ms < Lower Is Better A . 4.698 |=================================================================== B . 4.719 |=================================================================== C . 4.765 |==================================================================== Mobile Neural Network 2.0 Model: MobileNetV2_224 ms < Lower Is Better A . 3.005 |================================================================== B . 3.088 |==================================================================== C . 3.054 |=================================================================== Mobile Neural Network 2.0 Model: mobilenet-v1-1.0 ms < Lower Is Better A . 3.885 |============================================================== B . 4.283 |==================================================================== C . 3.780 |============================================================ Mobile Neural Network 2.0 Model: inception-v3 ms < Lower Is Better A . 38.52 |=================================================================== B . 38.44 |=================================================================== C . 38.91 |==================================================================== NCNN 20220729 Target: CPU - Model: mobilenet ms < Lower Is Better A . 20.06 |==================================================================== B . 19.46 |================================================================== C . 19.49 |================================================================== NCNN 20220729 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better A . 5.74 |===================================================================== B . 5.71 |==================================================================== C . 5.78 |===================================================================== NCNN 20220729 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better A . 4.48 |==================================================================== B . 4.54 |===================================================================== C . 4.46 |==================================================================== NCNN 20220729 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better A . 4.64 |===================================================================== B . 4.66 |===================================================================== C . 4.63 |===================================================================== NCNN 20220729 Target: CPU - Model: mnasnet ms < Lower Is Better A . 4.86 |==================================================================== B . 4.85 |==================================================================== C . 4.92 |===================================================================== NCNN 20220729 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better A . 7.90 |===================================================================== B . 7.86 |===================================================================== C . 6.40 |======================================================== NCNN 20220729 Target: CPU - Model: blazeface ms < Lower Is Better A . 1.30 |==================================================================== B . 1.31 |===================================================================== C . 0.98 |==================================================== NCNN 20220729 Target: CPU - Model: googlenet ms < Lower Is Better A . 14.91 |==================================================================== B . 14.24 |================================================================= C . 11.81 |====================================================== NCNN 20220729 Target: CPU - Model: vgg16 ms < Lower Is Better A . 51.19 |==================================================================== B . 48.35 |================================================================ C . 46.34 |============================================================== NCNN 20220729 Target: CPU - Model: resnet18 ms < Lower Is Better A . 11.61 |==================================================================== B . 11.10 |================================================================= C . 9.70 |========================================================= NCNN 20220729 Target: CPU - Model: alexnet ms < Lower Is Better A . 7.95 |===================================================================== B . 7.79 |==================================================================== C . 6.88 |============================================================ NCNN 20220729 Target: CPU - Model: resnet50 ms < Lower Is Better A . 24.65 |==================================================================== B . 24.32 |=================================================================== C . 24.28 |=================================================================== NCNN 20220729 Target: CPU - Model: yolov4-tiny ms < Lower Is Better A . 28.90 |==================================================================== B . 28.22 |================================================================== C . 28.16 |================================================================== NCNN 20220729 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better A . 21.10 |==================================================================== B . 20.36 |================================================================== C . 20.24 |================================================================= NCNN 20220729 Target: CPU - Model: regnety_400m ms < Lower Is Better A . 13.08 |==================================================================== B . 13.07 |==================================================================== C . 9.98 |==================================================== NCNN 20220729 Target: CPU - Model: vision_transformer ms < Lower Is Better A . 385.49 |================================================================ B . 406.53 |=================================================================== C . 379.70 |=============================================================== NCNN 20220729 Target: CPU - Model: FastestDet ms < Lower Is Better A . 5.48 |===================================================================== B . 5.47 |===================================================================== C . 5.32 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better A . 20.22 |================================================================= B . 19.69 |================================================================ B . 21.01 |==================================================================== C . 20.30 |================================================================== NCNN 20220729 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better A . 12.14 |==================================================================== B . 9.68 |====================================================== B . 9.63 |====================================================== C . 8.94 |================================================== NCNN 20220729 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better A . 15.61 |=================================================================== B . 15.84 |==================================================================== B . 14.54 |============================================================== C . 15.54 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better A . 15.36 |==================================================================== B . 15.10 |=================================================================== B . 14.93 |================================================================== C . 13.39 |=========================================================== NCNN 20220729 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better A . 12.57 |==================================================================== B . 9.70 |==================================================== B . 11.95 |================================================================= C . 11.47 |============================================================== NCNN 20220729 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better A . 16.60 |==================================================================== B . 16.57 |==================================================================== B . 16.56 |==================================================================== C . 15.94 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better A . 4.65 |===================================================================== B . 2.41 |==================================== B . 3.20 |=============================================== C . 3.82 |========================================================= NCNN 20220729 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better A . 17.60 |==================================================================== B . 16.14 |============================================================== B . 16.11 |============================================================== C . 16.76 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better A . 30.06 |=================================================================== B . 30.09 |=================================================================== B . 30.36 |==================================================================== C . 30.02 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better A . 11.86 |==================================================================== B . 11.54 |================================================================== B . 11.18 |================================================================ C . 11.42 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better A . 10.96 |==================================================================== B . 10.46 |================================================================= B . 10.32 |================================================================ C . 10.95 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better A . 17.55 |==================================================================== B . 17.62 |==================================================================== C . 17.66 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better A . 43.36 |==================================================================== B . 41.13 |================================================================= B . 41.56 |================================================================= C . 43.17 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better A . 14.94 |==================================================================== B . 14.95 |==================================================================== B . 12.63 |========================================================= C . 14.51 |================================================================== NCNN 20220729 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better A . 15.38 |=================================================================== B . 15.64 |==================================================================== B . 15.69 |==================================================================== C . 15.50 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better A . 715.19 |=================================================================== B . 708.37 |================================================================== B . 708.42 |================================================================== C . 707.02 |================================================================== NCNN 20220729 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better A . 16.06 |=================================================================== B . 16.26 |==================================================================== C . 15.91 |===================================================================