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.

HTML result view exported from: https://openbenchmarking.org/result/2210307-PROG-MACHINE12.

machine-learning-macbook-air-catalinaProcessorMotherboardChipsetMemoryDiskGraphicsMonitorOSKernelCompilerFile-SystemScreen Resolutionmachine-learning-macbook-air-catalinaIntel Core i5-4250U @ 1.30GHz (2 Cores / 4 Threads)Apple MacBook AirApple SSD2 x GB DDR3-1600MHz121 33GB APPLE SSD TS0128FIntel HD 5000 2GBColor LCDmacOS 10.15.719.6.0 (x86_64)Clang 12.0.0 + GCC 12.0.0APFS1366x768OpenBenchmarking.org- XPC_FLAGS=0x0- CPU Microcode: 38- Python 2.7.16 + Python 3.10.8

machine-learning-macbook-air-catalinaonednn: IP Shapes 1D - f32 - CPUonednn: IP Shapes 3D - f32 - CPUonednn: IP Shapes 1D - u8s8f32 - CPUonednn: IP Shapes 3D - u8s8f32 - CPUonednn: Convolution Batch Shapes Auto - f32 - CPUonednn: Deconvolution Batch shapes_1d - f32 - CPUonednn: Deconvolution Batch shapes_3d - f32 - CPUonednn: Convolution Batch Shapes Auto - u8s8f32 - CPUonednn: Deconvolution Batch shapes_1d - u8s8f32 - CPUonednn: Deconvolution Batch shapes_3d - u8s8f32 - CPUonednn: Recurrent Neural Network Training - f32 - CPUonednn: Recurrent Neural Network Inference - f32 - CPUonednn: Recurrent Neural Network Training - u8s8f32 - CPUonednn: Recurrent Neural Network Inference - u8s8f32 - CPUonednn: Matrix Multiply Batch Shapes Transformer - f32 - CPUonednn: Recurrent Neural Network Training - bf16bf16bf16 - CPUonednn: Recurrent Neural Network Inference - bf16bf16bf16 - CPUonednn: Matrix Multiply Batch Shapes Transformer - u8s8f32 - CPUnumpy: mnn: nasnetmnn: mobilenetV3mnn: squeezenetv1.1mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: CPU - vision_transformerncnn: CPU - FastestDetncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetnumenta-nab: Windowed Gaussiannumenta-nab: Earthgecko Skylineai-benchmark: Device Inference Scoreai-benchmark: Device Training Scoreai-benchmark: Device AI Scoremachine-learning-macbook-air-catalina45.461849.249831.894120.245556.148194.509385.197572.790648.544868.139148294.923725.448107.523837.123.431749197.624266.620.3318169.0826.3843.7559.07081.31816.6539.11512.050109.120110.9430.2824.2417.6828.8847.473.8885.54350.4167.6051.56204.77132.0178.5235.433280.8414.71110.1930.1724.2517.5128.8447.843.8985.08351.1667.6851.84205.77133.6978.1535.423282.3014.7497.1341095.645213205418OpenBenchmarking.org

oneDNN

Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: IP Shapes 1D - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina1020304050SE +/- 0.50, N = 345.46MIN: 44.491. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: IP Shapes 3D - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina1122334455SE +/- 0.05, N = 349.25MIN: 48.481. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina714212835SE +/- 0.41, N = 331.89MIN: 31.141. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina510152025SE +/- 0.01, N = 320.25MIN: 19.861. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina1326395265SE +/- 0.18, N = 356.15MIN: 54.521. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina20406080100SE +/- 0.22, N = 394.51MIN: 93.681. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina20406080100SE +/- 0.07, N = 385.20MIN: 84.891. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina1632486480SE +/- 0.12, N = 372.79MIN: 72.261. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina1122334455SE +/- 0.08, N = 348.54MIN: 48.21. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina1530456075SE +/- 0.03, N = 368.14MIN: 67.941. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina10K20K30K40K50KSE +/- 193.20, N = 348294.9MIN: 47892.21. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina5K10K15K20K25KSE +/- 54.41, N = 323725.4MIN: 23567.71. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina10K20K30K40K50KSE +/- 87.73, N = 348107.5MIN: 477521. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina5K10K15K20K25KSE +/- 59.64, N = 323837.1MIN: 23587.51. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPUmachine-learning-macbook-air-catalina612182430SE +/- 0.10, N = 323.43MIN: 23.171. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPUmachine-learning-macbook-air-catalina11K22K33K44K55KSE +/- 566.53, N = 349197.6MIN: 47949.91. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPUmachine-learning-macbook-air-catalina5K10K15K20K25KSE +/- 241.36, N = 324266.6MIN: 23635.41. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

oneDNN

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.7Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPUmachine-learning-macbook-air-catalina510152025SE +/- 0.02, N = 320.33MIN: 20.171. (CXX) g++ options: -O3 -march=native -msse4.1 -fPIC -isysroot

Numpy Benchmark

OpenBenchmarking.orgScore, More Is BetterNumpy Benchmarkmachine-learning-macbook-air-catalina4080120160200SE +/- 0.39, N = 3169.08

Mobile Neural Network

Model: nasnet

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: nasnetmachine-learning-macbook-air-catalina612182430SE +/- 0.20, N = 326.38MIN: 25.73 / MAX: 49.381. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: mobilenetV3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: mobilenetV3machine-learning-macbook-air-catalina0.84491.68982.53473.37964.2245SE +/- 0.003, N = 33.755MIN: 3.7 / MAX: 8.211. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: squeezenetv1.1

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: squeezenetv1.1machine-learning-macbook-air-catalina3691215SE +/- 0.068, N = 39.070MIN: 8.66 / MAX: 17.091. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: resnet-v2-50machine-learning-macbook-air-catalina20406080100SE +/- 0.74, N = 381.32MIN: 78.54 / MAX: 117.531. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: SqueezeNetV1.0machine-learning-macbook-air-catalina48121620SE +/- 0.15, N = 316.65MIN: 15.94 / MAX: 30.041. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: MobileNetV2_224machine-learning-macbook-air-catalina3691215SE +/- 0.048, N = 39.115MIN: 8.93 / MAX: 20.861. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: mobilenet-v1-1.0machine-learning-macbook-air-catalina3691215SE +/- 0.10, N = 312.05MIN: 11.79 / MAX: 24.191. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.1Model: inception-v3machine-learning-macbook-air-catalina20406080100SE +/- 0.25, N = 3109.12MIN: 106.8 / MAX: 163.221. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -isysroot

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetmachine-learning-macbook-air-catalina20406080100SE +/- 0.16, N = 3110.94MIN: 108.53 / MAX: 123.911. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2machine-learning-macbook-air-catalina714212835SE +/- 0.12, N = 330.28MIN: 29.5 / MAX: 371. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3machine-learning-macbook-air-catalina612182430SE +/- 0.06, N = 324.24MIN: 23.73 / MAX: 27.631. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2machine-learning-macbook-air-catalina48121620SE +/- 0.06, N = 317.68MIN: 17.34 / MAX: 22.391. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetmachine-learning-macbook-air-catalina714212835SE +/- 0.13, N = 328.88MIN: 28.18 / MAX: 32.671. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0machine-learning-macbook-air-catalina1122334455SE +/- 0.08, N = 347.47MIN: 46.54 / MAX: 59.071. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefacemachine-learning-macbook-air-catalina0.8731.7462.6193.4924.365SE +/- 0.01, N = 33.88MIN: 3.83 / MAX: 5.091. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetmachine-learning-macbook-air-catalina20406080100SE +/- 0.20, N = 385.54MIN: 83.14 / MAX: 110.911. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16machine-learning-macbook-air-catalina80160240320400SE +/- 0.41, N = 3350.41MIN: 339.91 / MAX: 405.351. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18machine-learning-macbook-air-catalina1530456075SE +/- 0.31, N = 367.60MIN: 65.5 / MAX: 82.41. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetmachine-learning-macbook-air-catalina1224364860SE +/- 0.27, N = 351.56MIN: 49.46 / MAX: 64.841. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50machine-learning-macbook-air-catalina4080120160200SE +/- 0.21, N = 3204.77MIN: 200.78 / MAX: 233.251. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinymachine-learning-macbook-air-catalina306090120150SE +/- 0.12, N = 3132.01MIN: 129.3 / MAX: 156.261. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdmachine-learning-macbook-air-catalina20406080100SE +/- 0.41, N = 378.52MIN: 76.43 / MAX: 92.521. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mmachine-learning-macbook-air-catalina816243240SE +/- 0.17, N = 335.43MIN: 34.84 / MAX: 40.491. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: vision_transformer

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformermachine-learning-macbook-air-catalina7001400210028003500SE +/- 1.55, N = 33280.84MIN: 3254.79 / MAX: 3527.441. (CXX) g++ options: -O3 -isysroot

NCNN

Target: CPU - Model: FastestDet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetmachine-learning-macbook-air-catalina48121620SE +/- 0.07, N = 314.71MIN: 14.31 / MAX: 19.161. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetmachine-learning-macbook-air-catalina20406080100SE +/- 0.07, N = 3110.19MIN: 108.64 / MAX: 131.651. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2machine-learning-macbook-air-catalina714212835SE +/- 0.04, N = 330.17MIN: 29.54 / MAX: 34.781. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3machine-learning-macbook-air-catalina612182430SE +/- 0.04, N = 324.25MIN: 23.71 / MAX: 27.381. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2machine-learning-macbook-air-catalina48121620SE +/- 0.02, N = 317.51MIN: 17.32 / MAX: 19.981. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetmachine-learning-macbook-air-catalina714212835SE +/- 0.33, N = 328.84MIN: 28.14 / MAX: 41.321. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0machine-learning-macbook-air-catalina1122334455SE +/- 0.20, N = 347.84MIN: 46.51 / MAX: 56.61. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefacemachine-learning-macbook-air-catalina0.87531.75062.62593.50124.3765SE +/- 0.01, N = 33.89MIN: 3.83 / MAX: 4.321. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetmachine-learning-macbook-air-catalina20406080100SE +/- 0.46, N = 385.08MIN: 83.08 / MAX: 100.411. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16machine-learning-macbook-air-catalina80160240320400SE +/- 0.97, N = 3351.16MIN: 340.08 / MAX: 410.511. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18machine-learning-macbook-air-catalina1530456075SE +/- 0.30, N = 367.68MIN: 65.55 / MAX: 88.021. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetmachine-learning-macbook-air-catalina1224364860SE +/- 0.30, N = 351.84MIN: 49.64 / MAX: 63.421. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50machine-learning-macbook-air-catalina50100150200250SE +/- 0.76, N = 3205.77MIN: 201.02 / MAX: 231.971. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinymachine-learning-macbook-air-catalina306090120150SE +/- 0.34, N = 3133.69MIN: 129.53 / MAX: 168.531. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdmachine-learning-macbook-air-catalina20406080100SE +/- 0.20, N = 378.15MIN: 76.06 / MAX: 91.611. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mmachine-learning-macbook-air-catalina816243240SE +/- 0.09, N = 335.42MIN: 34.83 / MAX: 39.611. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: vision_transformer

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformermachine-learning-macbook-air-catalina7001400210028003500SE +/- 0.62, N = 33282.30MIN: 3256.98 / MAX: 3398.281. (CXX) g++ options: -O3 -isysroot

NCNN

Target: Vulkan GPU - Model: FastestDet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetmachine-learning-macbook-air-catalina48121620SE +/- 0.08, N = 314.74MIN: 14.32 / MAX: 18.371. (CXX) g++ options: -O3 -isysroot

Numenta Anomaly Benchmark

Detector: Windowed Gaussian

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed Gaussianmachine-learning-macbook-air-catalina20406080100SE +/- 0.12, N = 397.13

Numenta Anomaly Benchmark

Detector: Earthgecko Skyline

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko Skylinemachine-learning-macbook-air-catalina2004006008001000SE +/- 2.80, N = 31095.65

AI Benchmark Alpha

Device Inference Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Inference Scoremachine-learning-macbook-air-catalina50100150200250213

AI Benchmark Alpha

Device Training Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Training Scoremachine-learning-macbook-air-catalina4080120160200205

AI Benchmark Alpha

Device AI Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device AI Scoremachine-learning-macbook-air-catalina90180270360450418

Phoronix Test Suite v10.8.4