Optimizing compiler for evaluating mathematical expressions on CPUs and GPUs.
Project description
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.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Hashes for aesara-nightly-2.6.4.dev20220430.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 078988bae4fd90ac2d47d8bc944e14dc1b006feeb1593f933fad7ad8e1e0731a |
|
MD5 | 9d32978548db3d3ef6b945aa77968893 |
|
BLAKE2b-256 | 4e3e8d6519c6806ba7cf0f2b9285476e5c2e069082709550a14bf6e043d153a7 |