Releases: cs107-undefined/Undefined_AD
Releases · cs107-undefined/Undefined_AD
Final release v2.1.2
Features
Be awesome and fast automatic differentiation calculation!!!
We utilized the dual number approach in the forward mode to achieve fast computation.
In the reverse mode, we implemented a two-step approach to recover the partial derivative, and eventually trace backward for the final derivative results. For details about the implementation, refer to our implementation section.
Our design of the software is friendly for the users in command-line interaction, and our codes are well encapsulated and modularized.
Implementation of the forward and reverse mode (extended feature) to automatically calculate derivatives.
In the extended feature, our package can build computational graphs in reverse mode.
Release v2.1.0 for final milestone
Add extra tests
Release v1.0.0 for milestone2
What's Changed
- Finish auto differentiation: forward mode on scalar functions.
Installation
Download the wheel package and pip install:
pip install undefined-1.0.0-py3-none-any.whl