machine-learning-macbook-air-catalina Intel Core i5-4250U testing with a Apple MacBook Air and Intel HD 5000 2GB on macOS 10.15.7 via the Phoronix Test Suite. machine-learning-macbook-air-catalina: Processor: Intel Core i5-4250U @ 1.30GHz (2 Cores / 4 Threads), Motherboard: Apple MacBook Air, Chipset: Apple SSD, Memory: 2 x GB DDR3-1600MHz, Disk: 121 33GB APPLE SSD TS0128F, Graphics: Intel HD 5000 2GB, Monitor: Color LCD OS: macOS 10.15.7, Kernel: 19.6.0 (x86_64), Compiler: Clang 12.0.0 + GCC 12.0.0, File-System: APFS, Screen Resolution: 1366x768 oneDNN 2.7 Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 45.46 |================================ oneDNN 2.7 Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 49.25 |================================ oneDNN 2.7 Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 31.89 |================================ oneDNN 2.7 Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 20.25 |================================ oneDNN 2.7 Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.7 Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.7 Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 56.15 |================================ oneDNN 2.7 Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 94.51 |================================ oneDNN 2.7 Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 85.20 |================================ oneDNN 2.7 Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 72.79 |================================ oneDNN 2.7 Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 48.54 |================================ oneDNN 2.7 Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 68.14 |================================ oneDNN 2.7 Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 48294.9 |============================== oneDNN 2.7 Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 23725.4 |============================== oneDNN 2.7 Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 48107.5 |============================== oneDNN 2.7 Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.7 Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.7 Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.7 Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 23837.1 |============================== oneDNN 2.7 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 23.43 |================================ oneDNN 2.7 Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 49197.6 |============================== oneDNN 2.7 Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 24266.6 |============================== oneDNN 2.7 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better machine-learning-macbook-air-catalina . 20.33 |================================ oneDNN 2.7 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Numpy Benchmark Score > Higher Is Better machine-learning-macbook-air-catalina . 169.08 |=============================== DeepSpeech 0.6 Acceleration: CPU Seconds < Lower Is Better Mobile Neural Network 2.1 Model: nasnet ms < Lower Is Better machine-learning-macbook-air-catalina . 26.38 |================================ Mobile Neural Network 2.1 Model: mobilenetV3 ms < Lower Is Better machine-learning-macbook-air-catalina . 3.755 |================================ Mobile Neural Network 2.1 Model: squeezenetv1.1 ms < Lower Is Better machine-learning-macbook-air-catalina . 9.070 |================================ Mobile Neural Network 2.1 Model: resnet-v2-50 ms < Lower Is Better machine-learning-macbook-air-catalina . 81.32 |================================ Mobile Neural Network 2.1 Model: SqueezeNetV1.0 ms < Lower Is Better machine-learning-macbook-air-catalina . 16.65 |================================ Mobile Neural Network 2.1 Model: MobileNetV2_224 ms < Lower Is Better machine-learning-macbook-air-catalina . 9.115 |================================ Mobile Neural Network 2.1 Model: mobilenet-v1-1.0 ms < Lower Is Better machine-learning-macbook-air-catalina . 12.05 |================================ Mobile Neural Network 2.1 Model: inception-v3 ms < Lower Is Better machine-learning-macbook-air-catalina . 109.12 |=============================== NCNN 20220729 Target: CPU - Model: mobilenet ms < Lower Is Better machine-learning-macbook-air-catalina . 110.94 |=============================== NCNN 20220729 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better machine-learning-macbook-air-catalina . 30.28 |================================ NCNN 20220729 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better machine-learning-macbook-air-catalina . 24.24 |================================ NCNN 20220729 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better machine-learning-macbook-air-catalina . 17.68 |================================ NCNN 20220729 Target: CPU - Model: mnasnet ms < Lower Is Better machine-learning-macbook-air-catalina . 28.88 |================================ NCNN 20220729 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better machine-learning-macbook-air-catalina . 47.47 |================================ NCNN 20220729 Target: CPU - Model: blazeface ms < Lower Is Better machine-learning-macbook-air-catalina . 3.88 |================================= NCNN 20220729 Target: CPU - Model: googlenet ms < Lower Is Better machine-learning-macbook-air-catalina . 85.54 |================================ NCNN 20220729 Target: CPU - Model: vgg16 ms < Lower Is Better machine-learning-macbook-air-catalina . 350.41 |=============================== NCNN 20220729 Target: CPU - Model: resnet18 ms < Lower Is Better machine-learning-macbook-air-catalina . 67.60 |================================ NCNN 20220729 Target: CPU - Model: alexnet ms < Lower Is Better machine-learning-macbook-air-catalina . 51.56 |================================ NCNN 20220729 Target: CPU - Model: resnet50 ms < Lower Is Better machine-learning-macbook-air-catalina . 204.77 |=============================== NCNN 20220729 Target: CPU - Model: yolov4-tiny ms < Lower Is Better machine-learning-macbook-air-catalina . 132.01 |=============================== NCNN 20220729 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better machine-learning-macbook-air-catalina . 78.52 |================================ NCNN 20220729 Target: CPU - Model: regnety_400m ms < Lower Is Better machine-learning-macbook-air-catalina . 35.43 |================================ NCNN 20220729 Target: CPU - Model: vision_transformer ms < Lower Is Better machine-learning-macbook-air-catalina . 3280.84 |============================== NCNN 20220729 Target: CPU - Model: FastestDet ms < Lower Is Better machine-learning-macbook-air-catalina . 14.71 |================================ NCNN 20220729 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better machine-learning-macbook-air-catalina . 110.19 |=============================== NCNN 20220729 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better machine-learning-macbook-air-catalina . 30.17 |================================ NCNN 20220729 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better machine-learning-macbook-air-catalina . 24.25 |================================ NCNN 20220729 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better machine-learning-macbook-air-catalina . 17.51 |================================ NCNN 20220729 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better machine-learning-macbook-air-catalina . 28.84 |================================ NCNN 20220729 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better machine-learning-macbook-air-catalina . 47.84 |================================ NCNN 20220729 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better machine-learning-macbook-air-catalina . 3.89 |================================= NCNN 20220729 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better machine-learning-macbook-air-catalina . 85.08 |================================ NCNN 20220729 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better machine-learning-macbook-air-catalina . 351.16 |=============================== NCNN 20220729 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better machine-learning-macbook-air-catalina . 67.68 |================================ NCNN 20220729 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better machine-learning-macbook-air-catalina . 51.84 |================================ NCNN 20220729 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better machine-learning-macbook-air-catalina . 205.77 |=============================== NCNN 20220729 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better machine-learning-macbook-air-catalina . 133.69 |=============================== NCNN 20220729 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better machine-learning-macbook-air-catalina . 78.15 |================================ NCNN 20220729 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better machine-learning-macbook-air-catalina . 35.42 |================================ NCNN 20220729 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better machine-learning-macbook-air-catalina . 3282.30 |============================== NCNN 20220729 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better machine-learning-macbook-air-catalina . 14.74 |================================ PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU Examples Per Second > Higher Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU Examples Per Second > Higher Is Better Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better machine-learning-macbook-air-catalina . 97.13 |================================ Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better machine-learning-macbook-air-catalina . 1095.65 |============================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better AI Benchmark Alpha 0.1.2 Device Inference Score Score > Higher Is Better machine-learning-macbook-air-catalina . 213 |================================== AI Benchmark Alpha 0.1.2 Device Training Score Score > Higher Is Better machine-learning-macbook-air-catalina . 205 |================================== AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better machine-learning-macbook-air-catalina . 418 |==================================