Coder Radio XPS 13 ML Ubuntu Benchmark Intel Core i7-10510U testing with a LENOVO 20U9CTO1WW (N2WET24W 1.14 BIOS) and Intel UHD 3GB on Fedora 33 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 ThinkPad X1 Fedora Comet Lake: Processor: Intel Core i7-10510U @ 4.90GHz (4 Cores / 8 Threads), Motherboard: LENOVO 20U9CTO1WW (N2WET24W 1.14 BIOS), Chipset: Intel Comet Lake PCH-LP, Memory: 2 x 8 GB LPDDR3-2133MT/s Samsung, Disk: 256GB Western Digital PC SN730 SDBQNTY-256G-1001, Graphics: Intel UHD 3GB (1150MHz), Audio: Realtek ALC285, Network: Intel + Intel Comet Lake PCH-LP CNVi WiFi OS: Fedora 33, Kernel: 5.9.16-200.fc33.x86_64 (x86_64), Desktop: KDE Plasma 5.20.4, Display Server: X Server 1.20.10, Display Driver: modesetting 1.20.10, OpenGL: 4.6 Mesa 20.2.6, Compiler: GCC 10.2.1 20201125 + Clang 11.0.0, File-System: btrfs, Screen Resolution: 2560x1440 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 |===== ThinkPad X1 Fedora Comet Lake .. 21.88000 |==================================== 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 |============= ThinkPad X1 Fedora Comet Lake .. 17.95000 |==================================== 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 |============== ThinkPad X1 Fedora Comet Lake .. 21.14000 |==================================== 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 |============== ThinkPad X1 Fedora Comet Lake .. 8.18000 |===================================== 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 |=============== ThinkPad X1 Fedora Comet Lake .. 5.88000 |===================================== 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 |==================== ThinkPad X1 Fedora Comet Lake .. 22.02 |======================================= PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.47 |======================================== ThinkPad X1 Fedora Comet Lake .. 3.74 |======================= Mobile Neural Network 2020-09-17 Model: resnet-v2-50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 54.69 |======================== ThinkPad X1 Fedora Comet Lake .. 88.35 |======================================= NCNN 20201218 Target: CPU - Model: vgg16 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 68.50 |======================== ThinkPad X1 Fedora Comet Lake .. 108.71 |====================================== NCNN 20201218 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 69.16 |======================== ThinkPad X1 Fedora Comet Lake .. 107.70 |====================================== 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 |========================= ThinkPad X1 Fedora Comet Lake .. 3.95000 |===================================== NCNN 20201218 Target: CPU - Model: alexnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 19.06 |============================ ThinkPad X1 Fedora Comet Lake .. 26.55 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 35.11 |============================== ThinkPad X1 Fedora Comet Lake .. 46.41 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 44.68 |============================== ThinkPad X1 Fedora Comet Lake .. 58.16 |======================================= PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 3.27 |======================================== ThinkPad X1 Fedora Comet Lake .. 2.57 |=============================== TensorFlow Lite 2020-08-23 Model: Inception ResNet V2 Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8329360 |============================= ThinkPad X1 Fedora Comet Lake .. 10177933 |==================================== TensorFlow Lite 2020-08-23 Model: Inception V4 Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 9220230 |============================== ThinkPad X1 Fedora Comet Lake .. 11134467 |==================================== 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 |================================= ThinkPad X1 Fedora Comet Lake .. 15.85 |======================================= Numpy Benchmark Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 293.18 |===================================== ThinkPad X1 Fedora Comet Lake .. 299.99 |====================================== NCNN 20201218 Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3 ms < Lower Is Better ThinkPad X1 Fedora Comet Lake . 46.41 |======================================== Scikit-Learn 0.22.1 Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 17.90 |======================================= Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 13.50 |======================================= Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 34.66 |======================================= Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 138.24 |====================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 123.23 |====================================== AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 1186 |======================================== 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 Inference Score Score > Higher Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 556 |========================================= Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 81.06 |======================================= 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: Windowed Gaussian Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 27.70 |======================================= 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: EXPoSE Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 1139.24 |===================================== RNNoise 2020-06-28 Seconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 31.95 |======================================= 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 |======================================= 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: 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: 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: 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: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 25.83 |======================================= NCNN 20201218 Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3 ms < Lower Is Better ThinkPad X1 Fedora Comet Lake . 45.37 |======================================== OpenCV 4.4 Test: DNN - Deep Neural Network ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 5351 |=========================== ThinkPad X1 Fedora Comet Lake .. 7968 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 21.01 |======================================= ThinkPad X1 Fedora Comet Lake .. 20.14 |===================================== NCNN 20201218 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 39.53 |================================== ThinkPad X1 Fedora Comet Lake .. 44.71 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 51.13 |============================== ThinkPad X1 Fedora Comet Lake .. 65.59 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 19.23 |============================= ThinkPad X1 Fedora Comet Lake .. 25.75 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 22.25 |=============================== ThinkPad X1 Fedora Comet Lake .. 28.33 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 24.58 |================================= ThinkPad X1 Fedora Comet Lake .. 28.85 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.80 |=================================== ThinkPad X1 Fedora Comet Lake .. 3.24 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.83 |================================== ThinkPad X1 Fedora Comet Lake .. 13.74 |======================================= NCNN 20201218 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.13 |===================================== ThinkPad X1 Fedora Comet Lake .. 8.77 |======================================== NCNN 20201218 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 10.30 |=============================== ThinkPad X1 Fedora Comet Lake .. 12.80 |======================================= NCNN 20201218 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.70 |================================ ThinkPad X1 Fedora Comet Lake .. 8.28 |======================================== NCNN 20201218 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 7.71 |================================ ThinkPad X1 Fedora Comet Lake .. 9.64 |======================================== NCNN 20201218 Target: CPU - Model: regnety_400m ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 21.11 |===================================== ThinkPad X1 Fedora Comet Lake .. 22.34 |======================================= NCNN 20201218 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 39.61 |================================== ThinkPad X1 Fedora Comet Lake .. 45.61 |======================================= NCNN 20201218 Target: CPU - Model: yolov4-tiny ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 44.65 |============================== ThinkPad X1 Fedora Comet Lake .. 57.10 |======================================= NCNN 20201218 Target: CPU - Model: resnet50 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 51.01 |============================== ThinkPad X1 Fedora Comet Lake .. 67.20 |======================================= NCNN 20201218 Target: CPU - Model: resnet18 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 22.07 |============================ ThinkPad X1 Fedora Comet Lake .. 30.23 |======================================= NCNN 20201218 Target: CPU - Model: googlenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 25.01 |=============================== ThinkPad X1 Fedora Comet Lake .. 31.39 |======================================= NCNN 20201218 Target: CPU - Model: blazeface ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 2.85 |============================== ThinkPad X1 Fedora Comet Lake .. 3.80 |======================================== NCNN 20201218 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 12.53 |================================ ThinkPad X1 Fedora Comet Lake .. 15.22 |======================================= NCNN 20201218 Target: CPU - Model: mnasnet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.10 |================================= ThinkPad X1 Fedora Comet Lake .. 9.76 |======================================== NCNN 20201218 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 9.99 |=========================== ThinkPad X1 Fedora Comet Lake .. 14.58 |======================================= NCNN 20201218 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.71 |============================= ThinkPad X1 Fedora Comet Lake .. 9.10 |======================================== NCNN 20201218 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 7.78 |============================ ThinkPad X1 Fedora Comet Lake .. 10.67 |======================================= NCNN 20201218 Target: CPU - Model: mobilenet ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 35.03 |============================== ThinkPad X1 Fedora Comet Lake .. 45.37 |======================================= Mobile Neural Network 2020-09-17 Model: inception-v3 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 68.52 |=========================== ThinkPad X1 Fedora Comet Lake .. 97.71 |======================================= Mobile Neural Network 2020-09-17 Model: mobilenet-v1-1.0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 8.320 |======================== ThinkPad X1 Fedora Comet Lake .. 13.150 |====================================== Mobile Neural Network 2020-09-17 Model: MobileNetV2_224 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 6.238 |========================= ThinkPad X1 Fedora Comet Lake .. 9.620 |======================================= Mobile Neural Network 2020-09-17 Model: SqueezeNetV1.0 ms < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 11.26 |======================== ThinkPad X1 Fedora Comet Lake .. 18.04 |======================================= TensorFlow Lite 2020-08-23 Model: Mobilenet Quant Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 419506 |============================== ThinkPad X1 Fedora Comet Lake .. 535897 |====================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Float Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 424309 |=============================== ThinkPad X1 Fedora Comet Lake .. 525312 |====================================== TensorFlow Lite 2020-08-23 Model: NASNet Mobile Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 455525 |============================= ThinkPad X1 Fedora Comet Lake .. 597569 |====================================== TensorFlow Lite 2020-08-23 Model: SqueezeNet Microseconds < Lower Is Better XPS 13 Tiger Lake Ubuntu 20.04 . 627487 |=============================== ThinkPad X1 Fedora Comet Lake .. 769601 |====================================== 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 |====== ThinkPad X1 Fedora Comet Lake .. 11.82000 |==================================== 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 |===================== ThinkPad X1 Fedora Comet Lake .. 7969.03 |===================================== 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 |==================== ThinkPad X1 Fedora Comet Lake .. 15837.41 |==================================== 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 |====================== ThinkPad X1 Fedora Comet Lake .. 6.73000 |===================================== 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 |===================== ThinkPad X1 Fedora Comet Lake .. 8004.41 |===================================== 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 |==================== ThinkPad X1 Fedora Comet Lake .. 15828.66 |==================================== 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 |========================== ThinkPad X1 Fedora Comet Lake .. 8215.08 |===================================== 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 |==================== ThinkPad X1 Fedora Comet Lake .. 15729.96 |==================================== 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 |============================ ThinkPad X1 Fedora Comet Lake .. 20.71 |======================================= 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 |========================= ThinkPad X1 Fedora Comet Lake .. 15.77 |=======================================