Optimizing compiler for evaluating mathematical expressions on CPUs and GPUs.

Navigation

Verified details

These details have been verified by PyPI
Maintainers
Avatar for brandonwillard from gravatar.com brandonwillard Avatar for dgerlanc from gravatar.com dgerlanc Avatar for rlouf from gravatar.com rlouf

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD)
  • Author: aesara-devs
  • Tags aesara, math, numerical, symbolic, blas, numpy, autodiff, differentiation
  • Requires: Python >=3.7
Classifiers

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

Verified details

These details have been verified by PyPI
Maintainers
Avatar for brandonwillard from gravatar.com brandonwillard Avatar for dgerlanc from gravatar.com dgerlanc Avatar for rlouf from gravatar.com rlouf

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD)
  • Author: aesara-devs
  • Tags aesara, math, numerical, symbolic, blas, numpy, autodiff, differentiation
  • Requires: Python >=3.7
Classifiers

Release history Release notifications | RSS feed

2.9.4

2.9.3

2.9.2

2.9.1

2.9.0

2.8.12

2.8.11

2.8.10

2.8.9

2.8.8

2.8.7

This version

2.8.6

2.8.5

2.8.4

2.8.3

2.8.2

2.8.1

2.8.0

2.7.10

2.7.9

2.7.8

2.7.7

2.7.6

2.7.5

2.7.4

2.7.3

2.7.2

2.7.1

2.7.0

2.6.6

2.6.5

2.6.4

2.6.3

2.6.2

2.6.1

2.6.0

2.5.3

2.5.2

2.5.1

2.5.0

2.4.0

2.3.8

2.3.7

2.3.6

2.3.5

2.3.4

2.3.3

2.3.2

2.3.1

2.3.0

2.2.6

2.2.5

2.2.4

2.2.3

2.2.2

2.2.1

2.2.0

2.1.3

2.1.2

2.1.1

2.1.0

2.0.12

2.0.11

2.0.10

2.0.9

2.0.8

2.0.7

2.0.6

2.0.5

2.0.4

2.0.3

2.0.2

2.0.1

2.0.0

0.0.1

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

aesara-2.8.6.tar.gz (7.4 MB view details)

Uploaded Source

Built Distribution

aesara-2.8.6-py3-none-any.whl (1.4 MB view details)

Uploaded Python 3

File details

Details for the file aesara-2.8.6.tar.gz.

File metadata

  • Download URL: aesara-2.8.6.tar.gz
  • Upload date:
  • Size: 7.4 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.9.14

File hashes

Hashes for aesara-2.8.6.tar.gz
Algorithm Hash digest
SHA256 da29ae8d61e4c3f12d513d33abffa739cc70842af153164e62c3e86c7c048dd9
MD5 7ad9513431c250e7dc1068b1645a03e6
BLAKE2b-256 22035a2f9c907b06a08de287027740004f5c34ca1f9ef9b5aefb753b3c373e13

See more details on using hashes here.

Provenance

File details

Details for the file aesara-2.8.6-py3-none-any.whl.

File metadata

  • Download URL: aesara-2.8.6-py3-none-any.whl
  • Upload date:
  • Size: 1.4 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.1 CPython/3.9.14

File hashes

Hashes for aesara-2.8.6-py3-none-any.whl
Algorithm Hash digest
SHA256 97d90607080cd6efce0a5dde8b5d5a8a8d09a35aaa9f777f6e049824208d3769
MD5 4e629cf0a51bf7b6d2cd6c2b3ce47a5e
BLAKE2b-256 3a56244162337e9a46926180f15193da3bd921866a900e170a89a4d061208d37

See more details on using hashes here.

Provenance

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page