Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

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.

  • transparent use of a GPU: perform data-intensive computations up to 140x faster than on a CPU (support for float32 only).

  • 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.

Metadata

Release files for aesara-nightly 2.5.3.dev20220323

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for aesara-nightly 2.5.3.dev20220323
File Size Uploaded
aesara-nightly-2.5.3.dev20220323.tar.gz 1.5 MB Details

Release files / aesara-nightly-2.5.3.dev20220323.tar.gz

Download URL aesara-nightly-2.5.3.dev20220323.tar.gz
Size 1.5 MB
Tags Source
SHA-256 checksum
How to use checksums
674248d2ede9894674a32f06b453dcf225ecc0cbf747526454def9ba9a67068d
BLAKE2b-256 checksum
How to use checksums
09d33b154fdf6d9e3ad763c3161fdcfc7776d236e31bb48226e9a826cd590d09
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

Release history Release notifications | RSS feed

This release
Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page