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.dev20220829.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | d6500107635ae9aa8085cd68f0ef01af7c86d494187e711ad3d1ea88a14d49b9 |
|
MD5 | c58633d6f6987f201d175d6109864395 |
|
BLAKE2b-256 | be7e64db6cc312e1ed638075f52d2798242ce8f5742a1c3982e6fdce4db0e3df |