aesara-nightly


Nameaesara-nightly JSON
Version 2.7.4.dev20220703 PyPI version JSON
download
home_pagehttps://github.com/aesara-devs/aesara
SummaryOptimizing compiler for evaluating mathematical expressions on CPUs and GPUs.
upload_time2022-07-03 02:04:48
maintainer
docs_urlNone
authoraesara-devs
requires_python
licenseBSD
keywords aesara math numerical symbolic blas numpy autodiff differentiation
VCS
bugtrack_url
requirements None filelock flake8 pep8 pyflakes black pytest-cov coverage pytest cython sympy versioneer jax jaxlib numba numba-scipy diff-cover pre-commit isort packaging typing_extensions
Travis-CI No Travis.
coveralls test coverage No coveralls.
            Aesara is a Python library that allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays. It is built on top of NumPy_. Aesara features:

 * **tight integration with NumPy:** a similar interface to NumPy's. numpy.ndarrays are also used internally in Aesara-compiled functions.
 * **efficient symbolic differentiation:** Aesara can compute derivatives for functions of one or many inputs.
 * **speed and stability optimizations:** avoid nasty bugs when computing expressions such as log(1 + exp(x)) for large values of x.
 * **dynamic C code generation:** evaluate expressions faster.
 * **extensive unit-testing and self-verification:** includes tools for detecting and diagnosing bugs and/or potential problems.

.. _NumPy: http://numpy.scipy.org/

            

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