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-2.8.2.dev20220827.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5b46725904416c57ea6c30368f409639404434fcb77b78163be274206e51ebac |
|
MD5 | fb861c3de53077da8cac161117abde83 |
|
BLAKE2b-256 | 19ef47acda1e4cbe548463f80aa94c92828f87bbde9d768b831e1ca890f7ea20 |