Core ML Gallery Models
Collection
7 items
•
Updated
•
31
Please observe original license.
Variant | Parameters | Size (MB) | Weight precision | Act. precision | Δ Pytorch acc |
---|---|---|---|---|---|
T8 | 3.6M | 7.8 | Float16 | Float16 | -0.9% |
MA36 | 42.7M | 84 | Float16 | Float16 | -0.06% |
Variant | Device | OS | Inference time (ms) | Dominant compute unit |
---|---|---|---|---|
T8 | iPhone 12 Pro Max | 17.5 | 0.79 | Neural Engine |
T8 | M3 Max | 14.4 | 0.62 | Neural Engine |
MA36 | iPhone 12 Pro Max | 18.0 | 4.50 | Neural Engine |
MA36 | M3 Max | 15.0 | 2.99 | Neural Engine |
Install huggingface-cli
brew install huggingface-cli
To download one of the .mlpackage
folders to the models
directory:
huggingface-cli download \
--local-dir models --local-dir-use-symlinks False \
apple/coreml-FastViT-T8
@inproceedings{vasufastvit2023,
author = {Pavan Kumar Anasosalu Vasu and James Gabriel and Jeff Zhu and Oncel Tuzel and Anurag Ranjan},
title = {FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization},
booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
year = {2023}
}