Aiming to offering popular and cutting edge techs in deep learning area on iOS devices, Serrano is developed as a tool for developers & researchers with deep learning background to quickly implement their ideas on iOS devices. Meanwhile, it supports macOS as a pure swift framework bonus.
- Implemented an efficient NDArray class Tensor which supports:
- Offer common operators (operator list) for constructing various computation graphs and it is easy to implement custom operators
- Graph API support forward and backward with auto differentiation
- No third-party library dependent. Compatible with iOS 10 and macOS.
Install the latest version:
pod 'Serrano', :git => 'https://github.com/pcpLiu/Serrano.git'
Manually integrate into your workspace/project
Download or clone Serrano and drag
serrano.xcodeproj into your workspace or project.
Serrano into the
Target Dependencies of your target.
The guides and APIs are hosted at http://serrano-lib.org.
Check Serrano/Examples/Graph/VGG16.swift seeing how to use Graph API to construct a forward VGG16.
TinyYOLO Demo Project
Check Serrano-TinyYOLO, an iOS App do object detection on taken photo.
Questions && Issues
:bangbang: Please only open [bug]/[feature request] related issues in THIS repo and follow this issue guide. :bangbang:
Serrano was developed as an iOS framework. However, the framework could be added and used in Cocoa applications (macOS App) without effort.
Contribution are wanted :loudspeaker:. And please read the Contributing Guide before making a PR.
Serrano is liscensed under MIT. Copyright © 2017, Zhonghao (Tim) Liu.
Serrano are inspired and influenced by these open source projects: