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PyAutoLens

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PyAutoLens

Free

Python package · install with pip or conda · Python 3.12+

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On the record

Acceleration
It uses JAX for lensing calculations and can run significantly faster on GPUs.pyautolens.readthedocs.io · read 7 Oct 2026
AI assistant
The PyAutoLens AI Assistant supports natural-language gravitational-lensing work inside an AI coding agent; Claude Code and Codex are recommended, while OpenCode is described as experimental.pyautolens.readthedocs.io · read 7 Oct 2026
Assessment tools
Nogithub.com · read 24 Sep 2026
Assistant access
The documentation says sustained scientific use of the assistant normally requires paid access to an AI coding agent, and browser chat routes through ChatGPT or Claude with a GitHub connector are no longer supported.pyautolens.readthedocs.io · read 7 Oct 2026
Authoring tools
Nogithub.com · read 24 Sep 2026
Automated modeling
Its Source, Light and Mass pipelines build a lens model through a sequence of searches that gradually increase model complexity.pyautolens.readthedocs.io · read 8 Oct 2026
Data cubes
It can fit spectral-line data cubes with a shared lens model across channels and a separate source reconstruction for each channel.pyautolens.readthedocs.io · read 8 Oct 2026
Data export
Yesgithub.com · read 24 Sep 2026
Delivery mode
desktopgithub.com · read 24 Sep 2026
GPU acceleration
It uses JAX for GPU acceleration, which the docs say can often run 50 times or more faster than CPUs.pyautolens.readthedocs.io · read 8 Oct 2026
GPU requirements
The default installation includes CPU-only JAX; GPU acceleration requires installing JAX with GPU support separately.pyautolens.readthedocs.io · read 7 Oct 2026
Installation
PyAutoLens requires Python 3.12 or later and can be installed with Anaconda or pip from PyPI.pyautolens.readthedocs.io · read 7 Oct 2026
Installation limits
PyAutoLens requires Python 3.12 or later and supports Linux, macOS and Windows; Windows users must use Anaconda.pyautolens.readthedocs.io · read 8 Oct 2026
Integrations
PyAutoLens uses PyAutoFit for probabilistic lens modeling and documents search options including dynesty and emcee.pyautolens.readthedocs.io · read 8 Oct 2026
Intel Mac limitation
On Intel Macs, JAX wheels are unavailable, so PyAutoLens uses the slower NumPy path; other supported platforms listed get JAX by default.pyautolens.readthedocs.io · read 7 Oct 2026
Intended users
The documentation recommends new users study its workspace examples and HowToLens Jupyter notebook lecture series on strong gravitational lensing.pyautolens.readthedocs.io · read 8 Oct 2026
Interferometry
It fits interferometer visibility data directly in the uv-plane, with examples involving ALMA and LOFAR data.pyautolens.readthedocs.io · read 8 Oct 2026
Lens scales
The docs describe tools for modeling multi-galaxy and group-scale lenses and state there is no limit on the number of lens or source galaxies.pyautolens.readthedocs.io · read 8 Oct 2026

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