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PyAutoFit: Classy Probabilistic Programming

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Running the following script: https://github.com/Jammy2211/autocti_workspace/blob/main/scripts/dataset_1d/modeling/start_here.py Gives the following error: ``` 2024-05-03 13:31:49,565 - database_example - INFO - Fit Complete: Updating final results (see output folder). 2024-05-03 13:31:51,888 - autofit.non_linear.samples.samples -...

The `AbstractSearch` has the following property's, which we can group and move to a separate module within the `search` package: ``` def config_dict_test_mode_from(self, config_dict: Dict) -> Dict: raise NotImplementedError @property...

`search.py` has a lot of annoying similar methods to do with samples: ``` @property def samples_cls(self): raise NotImplementedError() def samples_from(self, model: AbstractPriorModel, search_internal=None) -> Samples: """ Loads the samples of...

I am happy to do this, but raising issue to discuss first. The search has update functionality, which interacts with a lot of different modules: ``` def perform_update( self, model:...

We often use the following API to extend a model over summed analysis classes: ``` ... analysis = sum(analysis_list) dataset_model = af.Model(al.DatasetModel) model = af.Collection( dataset_model=dataset_model, galaxies=af.Collection(lens=lens, source=source) ) analysis...

Reverts rhayes777/PyAutoFit#1044 These changes have led to the aggregator unit tests breaking on other projects: ``` test_autolens/aggregator/test_aggregator_fit_interferometer.py:123: _ _ _ _ _ _ _ _ _ _ _ _ _...

to reproduce this error you need to comment out the following two lines of code (188 - 189): ``` # assert latent_fwhm_param > 0.0 # assert latent_fwhm_instance.gaussian.fwhm > 0.0 ```...

The following test scripts: https://github.com/Jammy2211/autofit_workspace_test/blob/main/scripts/graphical/simultaneous.py https://github.com/Jammy2211/autofit_workspace_test/blob/main/scripts/graphical/hierarchical.py Raises the following bug: ``` Traceback (most recent call last): File "/mnt/c/Users/Jammy/Code/PyAuto/autofit_workspace_test/scripts/graphical/hierarchical.py", line 178, in result = search.fit(model=factor_graph.global_prior_model, analysis=factor_graph) File "/mnt/c/Users/Jammy/Code/PyAuto/PyAutoFit/autofit/non_linear/search/abstract_search.py", line 597, in...

This issue closely mirrors the issue below, so you should read that one first before this one: https://github.com/rhayes777/PyAutoFit/issues/1026 The following PR adds the `physical_values` of a sensitivity map to its...