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docs: replace removed PySwarms search example with Nautilus/dynesty/emcee (search-extensibility A0c) #777

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Jammy2211 merged 1 commit into from
Oct 8, 2026
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docs: replace removed PySwarms search example with Nautilus/dynesty/emcee (search-extensibility A0c) #777

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4 changes: 2 additions & 2 deletions docs/index.md
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Expand Up @@ -119,8 +119,8 @@ tracer_plotter.figures_2d(image=True)
To perform lens modeling, **PyAutoLens** adopts the probabilistic programming
language [PyAutoFit](https://github.com/PyAutoLabs/PyAutoFit). **PyAutoFit** allows users to compose a
lens model from `LightProfile`, `MassProfile` and `Galaxy` objects, customize the model parameterization and
fit it to data via a non-linear search (e.g. [dynesty](https://github.com/joshspeagle/dynesty),
[emcee](https://github.com/dfm/emcee) or [PySwarms](https://pyswarms.readthedocs.io/en/latest/)). The example
fit it to data via a non-linear search (e.g. [Nautilus](https://github.com/johannesulf/nautilus),
[dynesty](https://github.com/joshspeagle/dynesty) or [emcee](https://github.com/dfm/emcee)). The example
code below shows how to setup and fit a lens model to a dataset:

```python
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