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-2.8.9.dev20221125.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 69db3735ad347b909ca69a885b3bb0ddba1d03e5c9d9343fddc97966d1596217 |
|
MD5 | 35f4e650f433f5d85846e5d42b57f992 |
|
BLAKE2b-256 | 7c7fff74d247c15b9fbed917590baae9c625d05046ddd3fa6a76fcb56b23be39 |