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aesara

A library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.

2.9.4
pipPyPI
Maintainers
3

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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