Coder Radio XPS 13 ML Ubuntu Benchmark Intel Core i5-1135G7 testing with a Dell 0THX8P (1.1.1 BIOS) and Intel Xe 3GB on Ubuntu 20.04 via the Phoronix Test Suite. XPS 13 Tiger Lake Ubuntu 20.04: Processor: Intel Core i5-1135G7 @ 4.20GHz (4 Cores / 8 Threads), Motherboard: Dell 0THX8P (1.1.1 BIOS), Chipset: Intel Device a0ef, Memory: 16GB, Disk: Micron 2300 NVMe 512GB, Graphics: Intel Xe 3GB (1300MHz), Audio: Realtek ALC289, Network: Intel Device a0f0 OS: Ubuntu 20.04, Kernel: 5.6.0-1036-oem (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 20.0.8, Vulkan: 1.2.131, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 1920x1200 oneDNN 2.0 Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 10.28 |======================================= oneDNN 2.0 Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.59350 |===================================== oneDNN 2.0 Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.43051 |===================================== oneDNN 2.0 Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.62981 |===================================== oneDNN 2.0 Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 25.83 |======================================= oneDNN 2.0 Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.39979 |===================================== oneDNN 2.0 Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.56 |======================================= oneDNN 2.0 Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 14.63 |======================================= oneDNN 2.0 Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 13.41 |======================================= oneDNN 2.0 Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 7.93450 |===================================== oneDNN 2.0 Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.94262 |===================================== oneDNN 2.0 Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 3.13684 |===================================== oneDNN 2.0 Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8862.65 |===================================== oneDNN 2.0 Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 5736.43 |===================================== oneDNN 2.0 Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8875.33 |===================================== oneDNN 2.0 Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 52.43 |======================================= oneDNN 2.0 Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 57.05 |======================================= oneDNN 2.0 Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 52.68 |======================================= oneDNN 2.0 Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 4528.11 |===================================== oneDNN 2.0 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 3.93298 |===================================== oneDNN 2.0 Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8859.05 |===================================== oneDNN 2.0 Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 4516.60 |===================================== oneDNN 2.0 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.12307 |===================================== oneDNN 2.0 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.81 |======================================= Numpy Benchmark Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 293.18 |====================================== RNNoise 2020-06-28 Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 31.95 |======================================= TensorFlow Lite 2020-08-23 Model: SqueezeNet Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 627487 |====================================== TensorFlow Lite 2020-08-23 Model: Inception V4 Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 9220230 |===================================== TensorFlow Lite 2020-08-23 Model: NASNet Mobile Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 455525 |====================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Float Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 424309 |====================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Quant Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 419506 |====================================== TensorFlow Lite 2020-08-23 Model: Inception ResNet V2 Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8329360 |===================================== Mobile Neural Network 2020-09-17 Model: SqueezeNetV1.0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.26 |======================================= Mobile Neural Network 2020-09-17 Model: resnet-v2-50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 54.69 |======================================= Mobile Neural Network 2020-09-17 Model: MobileNetV2_224 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.238 |======================================= Mobile Neural Network 2020-09-17 Model: mobilenet-v1-1.0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.320 |======================================= Mobile Neural Network 2020-09-17 Model: inception-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 68.52 |======================================= NCNN 20201218 Target: CPU - Model: mobilenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 35.03 |======================================= NCNN 20201218 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 7.78 |======================================== NCNN 20201218 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.71 |======================================== NCNN 20201218 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 9.99 |======================================== NCNN 20201218 Target: CPU - Model: mnasnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.10 |======================================== NCNN 20201218 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 12.53 |======================================= NCNN 20201218 Target: CPU - Model: blazeface ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.85 |======================================== NCNN 20201218 Target: CPU - Model: googlenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 25.01 |======================================= NCNN 20201218 Target: CPU - Model: vgg16 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 68.50 |======================================= NCNN 20201218 Target: CPU - Model: resnet18 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 22.07 |======================================= NCNN 20201218 Target: CPU - Model: alexnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 19.06 |======================================= NCNN 20201218 Target: CPU - Model: resnet50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 51.01 |======================================= NCNN 20201218 Target: CPU - Model: yolov4-tiny ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 44.65 |======================================= NCNN 20201218 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 39.61 |======================================= NCNN 20201218 Target: CPU - Model: regnety_400m ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 21.11 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 35.11 |======================================= NCNN 20201218 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 7.71 |======================================== NCNN 20201218 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.70 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 10.30 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.13 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.83 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.80 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 24.58 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 69.16 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 22.25 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 19.23 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 51.13 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 44.68 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 39.53 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 21.01 |======================================= PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.47 |======================================== PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 3.27 |======================================== Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 1139.24 |===================================== Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 48.61 |======================================= Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 27.70 |======================================= Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 333.64 |====================================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 81.06 |======================================= AI Benchmark Alpha 0.1.2 Device Inference Score Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 556 |========================================= AI Benchmark Alpha 0.1.2 Device Training Score Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 630 |========================================= AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 1186 |======================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 123.23 |====================================== Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 138.24 |====================================== Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 34.66 |======================================= Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 13.50 |======================================= Scikit-Learn 0.22.1 Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 17.90 |======================================= OpenCV 4.4 Test: DNN - Deep Neural Network ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 5351 |========================================