Pimo tutorials/04 advanced iv

[jpcbertoldo]

📝 Description

add notebook 701e_aupimo_advanced_iv

teaches how to load/save from the standard format implemented in https://github.com/jpcbertoldo/aupimo (official aupimo repo)

shows how to perform statistical comparisons between two models ("how significant is the difference between these two models?" or "is model A consistently better than B? (or just by chance?)"

will be opened after #2348 is merged

✨ Changes

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• 🐞 Bug fix (non-breaking change which fixes an issue)
• 🔨 Refactor (non-breaking change which refactors the code base)
• 🚀 New feature (non-breaking change which adds functionality)
• 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
• 📚 Documentation update
• 🔒 Security update

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• 📋 I have summarized my changes in the CHANGELOG and followed the guidelines for my type of change (skip for minor changes, documentation updates, and test enhancements).
• 📚 I have made the necessary updates to the documentation (if applicable).
• 🧪 I have written tests that support my changes and prove that my fix is effective or my feature works (if applicable).

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[samet-akcay]

looking good, thanks

[jpcbertoldo]

@samet-akcay can you trigger the CI here please?

[jpcbertoldo]

The coverage failure is from the missing gpu issue again

    @staticmethod
    def _choose_gpu_accelerator_backend() -> str:
        if MPSAccelerator.is_available():
            return "mps"
        if CUDAAccelerator.is_available():
            return "cuda"
>       raise MisconfigurationException("No supported gpu backend found!")
E       lightning.fabric.utilities.exceptions.MisconfigurationException: No supported gpu backend found!

[jpcbertoldo]

The coverage failure is from the missing gpu issue again

    @staticmethod
    def _choose_gpu_accelerator_backend() -> str:
        if MPSAccelerator.is_available():
            return "mps"
        if CUDAAccelerator.is_available():
            return "cuda"
>       raise MisconfigurationException("No supported gpu backend found!")
E       lightning.fabric.utilities.exceptions.MisconfigurationException: No supported gpu backend found!

Hey i think this is mergeable but the auto-merge is blocked because of this coverage

[samet-akcay]

argh, CI machine is to be restarted :/

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 80.76%. Comparing base (0823ab8) to head (d4975b7).
Report is 1 commits behind head on main.

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #2352      +/-   ##
==========================================
+ Coverage   80.75%   80.76%   +0.01%     
==========================================
  Files         255      255              
  Lines       11496    11497       +1     
==========================================
+ Hits         9284     9286       +2     
+ Misses       2212     2211       -1     

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