Avoid evolving basis twice

[comane]

This pull request includes significant changes to the wmin module, focusing on adding new functionality for weight minimization fits, enhancing configuration parsing, and introducing comprehensive tests. The most important changes include the addition of new modules and methods for exporting fit results, updates to configuration parsing, and the introduction of new test cases.

New Functionality:

• Export Results Module:
  • Added wmin/export_results.py to include functions for exporting fit results, such as write_wmin_combined_replicas, write_new_lhapdf_info_file_from_previous_pdf, and write_lhapdf_from_ultranest_result.

Configuration Enhancements:

• Configuration Parsing:
  • Updated wmin/config.py to include logging and error handling for configuration parsing, and added new methods parse_prior_settings and parse_wmin_settings for better handling of prior and wmin settings. [1] [2] [3]

Testing:

• New Test Cases:
  • Added wmin/tests/test_config.py to include unit tests for the configuration parsing methods, ensuring robust error handling and correct parsing of settings.
  • Added wmin/tests/test_export_results.py to include unit tests for the new export results functions, ensuring they work as expected with mock data.

Miscellaneous:

• Runcards:
  • Added example runcards for different fit methodologies (wmin_analytic_dis.yaml, wmin_bayes_dis.yaml, wmin_mc_dis.yaml) to demonstrate the usage of the new weight minimization settings. [1] [2] [3]

Minor Changes:

• Module Import:
  • Updated wmin/app.py to include the new wmin.ultranest_fit module.

Benchmark of the Inherited (wmin) evolution

Wmin Basis used for the test: 241002_NNDF40_basis_pca
Run a fit using wmin_bayes_dis.yaml runcard with wmin_inherited_evolution once true and once false.
The fit with wmin_inherited_evolution: false is the evolved with evolve_fit

https://vp.nnpdf.science/zpmJkg-RTVOwFl4EoKM2xw==

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 90.25%. Comparing base (6054d80) to head (9c12f16).

Additional details and impacted files

@@            Coverage Diff             @@
##             main       #9      +/-   ##
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+ Coverage   83.63%   90.25%   +6.62%     
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  Files          12       17       +5     
  Lines         385      616     +231     
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+ Hits          322      556     +234     
+ Misses         63       60       -3     

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[LucaMantani]

Maybe I am missing something, but I think that it could be done differently so that it applies to both NS and analytic fits. I left a more detailed comment on the ultranest_fit.py file.

[LucaMantani]

The comment is meaningless, probably result of copy/paste

[LucaMantani]

I am not a huge fan of this override, also at the moment I think you are losing the writing of the bayes results.

I think a better strategy could be to override write_replicas and have that it does the evolution as well instead of simply writing the export grids. All the missing info (wmin_settings, errortype etc) can be put in the pdf_model instance (and I think they are already there most of them).

One advantage of doing it this way is that it would apply to both analytic and ultranest fit, without touching them.