autodiffpy - Group 13
autodiffpy is a library implementing automatic differentiation to make the calculation of gradients of complex functions fast and precise.
Installation
pip install autodiffpy-free-holmes
Getting Started with Forward mode
from autodiffpy.forward import Forward
x = Forward('x', 3)
f = x ** 2
print(f.value, f.get_gradient('x'))
>>> 9 6
Getting Started with Reverse mode
from autodiffpy.reverse import Reverse
x = Reverse(3)
f = x ** 2
f.gradient_value = 1
print(f.value, x.get_gradient())
>>> 9 6
Learn more
To learn more about the features of forward and reverse mode, including functions of multiple inputs and outputs and elementary functions, head to our documentation at our docs.
Authors
- Teddy Liu
- Tapley Stephenson
- Zihao Xu
- David Zheng
1 maintainer
Metadata
1 maintainer
Release files for autodiffpy-free-holmes 0.0.9
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