autograd 1.7.0

Efficiently computes derivatives of NumPy code.

Stars: 6971, Watchers: 6971, Forks: 910, Open Issues: 180

The HIPS/autograd repo was created 9 years ago and the last code push was 5 days ago.
The project is extremely popular with a mindblowing 6971 github stars!

How to Install autograd

You can install autograd using pip

pip install autograd

or add it to a project with poetry

poetry add autograd

Package Details

Author

None

License

The MIT License (MIT) Copyright (c) 2014 by the President and Fellows of Harvard University Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Homepage

None

PyPi:

https://pypi.org/project/autograd/

GitHub Repo:

https://github.com/HIPS/autograd

Classifiers

• Scientific/Engineering

Related Packages

Errors

A list of common autograd errors.

Code Examples

Here are some autograd code examples and snippets.

GitHub Issues

The autograd package has 180 open issues on GitHub

• self defined gradient for certain value of input
• Auto-diff of the root of a polynomial, with respect to some parameter defining the polynomial

See more issues on GitHub