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PyAutoFit: Classy Probabilistic Programming

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A `lower_limits_lists` is passed into a `GridSearchResult` ``` class GridSearchResult: def __init__( self, samples: List[SamplesInterface], lower_limits_lists: Union[List, GridList], grid_priors: List[Prior], parent: Optional[NonLinearSearch] = None, ): ``` The `lower_limits_lists` is a...

The sensitivity result produced by this script: https://github.com/Jammy2211/autofit_workspace/blob/release/scripts/features/sensitivity_mapping.py Looks like this: ``` index,normalization,log_evidence_increase,log_likelihood_increase 0,25.0075,5436.927362178276,5434.422459868222 ``` Could you make it so there is white space in the formatting so its more...

In the following example: https://github.com/Jammy2211/autofit_workspace/blob/release/scripts/features/sensitivity_mapping.py I create a `search` with the `unique_tag=hello`: ``` search = af.DynestyStatic( path_prefix=path.join("features", "sensitivity_mapping", "single_gaussian"), unique_tag="hello", nlive=100, ) ``` The `unique_tag` is correctly used to set...

On the following MLE PR: https://github.com/rhayes777/PyAutoFit/pull/1029 The following example: https://github.com/Jammy2211/autofit_workspace/blob/release/scripts/searches/start_point.py Gives the following error: ``` 2024-07-31 20:16:17,444 - autofit.non_linear.search.abstract_search - INFO - Starting non-linear search with 1 cores. 2024-07-31 20:16:17,445...

The following `info` attribute is used to show the starting point of an initializer: def info_from_model(self, model : AbstractPriorModel) -> str: """ Returns a string showing the bounds of the...

If I run the following test script: https://github.com/Jammy2211/autolens_workspace_test/blob/main/scripts/database/scrape/general.py I get the following error: ``` Traceback (most recent call last): File "/mnt/c/Users/Jammy/Code/PyAuto/autolens_workspace_test/scripts/database/scrape/general.py", line 158, in instance = samples_summary.max_log_likelihood() File "/mnt/c/Users/Jammy/Code/PyAuto/PyAutoFit/autofit/non_linear/samples/interface.py", line...

Visualizes the start point of searches that have such a quantitiy (e.g. `LBFGS`, `Emcee`, `Zeus`).

I have made a PR here which tries to output sensitivity visualization after each fit of the sensitivity map: https://github.com/rhayes777/PyAutoFit/pull/1068 However, the following integration test fails: https://github.com/Jammy2211/autolens_workspace_test/blob/main/slam/integration/source_lp/mass_total/sensitivity.py The error is...

`Analysis` object has a function which can print overall VRAM use of likelihood function for JAX + GPU likelihood functions.

Makes it so that the messages package supports JAX via the `xp` interface implemented elsewhere in PyAuto repos. This PR went OK, considering how far through the depths of the...