PyAutoFit
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rhayes777
PyAutoFit: Classy Probabilistic Programming
The following line: `result = search.fit(model=model, analysis=analysis)` Does not know that the output result is a PyAutoLens result (e.g. https://github.com/Jammy2211/PyAutoLens/blob/master/autolens/imaging/model/result.py). This is a pain for PyCharm predictive variables, as it...
The following test (use PYAUTOFIT_TEST_MODE=1): https://github.com/Jammy2211/autolens_workspace/blob/release/scripts/overview/overview_7_multi_wavelength.py Raises this exception: ``` ^[[1;5DTraceback (most recent call last): File "/mnt/c/Users/Jammy/Code/PyAuto/autolens_workspace/scripts/overview/overview_7_multi_wavelength.py", line 195, in result_list = search.fit(model=model, analysis=analysis) File "/mnt/c/Users/Jammy/Code/PyAuto/PyAutoFit/autofit/non_linear/abstract_search.py", line 520, in fit...
Make the factor optimiser's optimise method take a factor approximation and return a new model distribution. This is a prerequisite for parallelisation at the factor optimisation level.
Currently, the following code is meant to change the output paths based on both the `path_prefix` and `unique_id` variables: ``` search = af.DynestyStatic( path_prefix=path.join("build", "model_fit"), unique_tag=dataset_name, nlive=50, number_of_cores=2, ) ```...
For models composed of many repeated components: ``` bulge_a = af.UniformPrior(lower_limit=0.0, upper_limit=0.2) bulge_b = af.UniformPrior(lower_limit=0.0, upper_limit=10.0) gaussians_bulge = af.Collection(af.Model(ag.lp_linear.EllGaussian) for _ in range(10)) for i, gaussian in enumerate(gaussians_bulge): gaussian.centre =...
https://pypi.org/project/autofit/ Images etc. don't seem to be interpretted correctly
If I use the Start Point API and dont specifiy a parameter I get this loads of times: ``` 2022-07-16 18:07:30,888 - autofit.non_linear.initializer - WARNING - Range for galaxies.galaxy.bulge.elliptical_comps.elliptical_comps_0 not...
The following summed analysis script does not create a free parameter across analyses: https://github.com/Jammy2211/autofit_workspace_test/blob/main/multi/no_free_parameter.py It outputs visuals for each analysis in an `image/analysis` folder:  When a free prameter is...
Ensure log evidence is non-zero by including the self message in the computation for #544
If I run a simple EP fit: https://github.com/Jammy2211/autofit_workspace_test/blob/main/ep_examples/toy/model/ep.py The Log Evidence values printed throughout the fit are being given as 0: ``` 2022-06-02 16:49:11,208 - dataset_9 - INFO - Log...