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[DOC] migrate nhits and quantile docstrings to numpydocstyle#2111

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amruth6002 wants to merge 2 commits intosktime:mainfrom
amruth6002:docs/numpydocstyle-migration
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[DOC] migrate nhits and quantile docstrings to numpydocstyle#2111
amruth6002 wants to merge 2 commits intosktime:mainfrom
amruth6002:docs/numpydocstyle-migration

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Reference Issues/PRs

Fixes #2066 (partially, for N-HiTS and Quantile metrics).

What does this implement/fix? Explain your changes.

This PR migrates the docstrings in the following files from Google style to numpydocstyle as part of the broader documentation standardization effort:

  • pytorch_forecasting/models/nhits/_nhits.py
  • pytorch_forecasting/metrics/quantile.py

Changes made include updating Args: to Parameters, Returns: to Returns, and adopting the correct NumPy docstring formatting (e.g., adding ---------- dividers and proper indentation) as per the issue requirements.

Did you add any tests for the change?

  • No, but I ran the pre-commit hooks locally (ruff format, ruff check, etc.) and all files passed the styling requirements.

Any other comments?

PR checklist

  • The PR title starts with either [ENH], [MNT], [DOC], or [BUG]. [BUG] - bugfix, [MNT] - CI, test framework, [ENH] - adding or improving code, [DOC] - writing or improving documentation or docstrings.
  • Added/modified tests
  • Used pre-commit hooks when committing to ensure that code is compliant with hooks. Install hooks with pre-commit install.
    To run hooks independent of commit, execute pre-commit run --all-files

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codecov bot commented Feb 28, 2026

Codecov Report

✅ All modified and coverable lines are covered by tests.
⚠️ Please upload report for BASE (main@602ee15). Learn more about missing BASE report.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2111   +/-   ##
=======================================
  Coverage        ?   86.63%           
=======================================
  Files           ?      165           
  Lines           ?     9732           
  Branches        ?        0           
=======================================
  Hits            ?     8431           
  Misses          ?     1301           
  Partials        ?        0           
Flag Coverage Δ
cpu 86.63% <ø> (?)
pytest 86.63% <ø> (?)

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:py:class:`~pytorch_forecasting.data.timeseries.TimeSeriesDataSet`.
Parameters
----------
x : dict of {str : torch.Tensor}
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should it be Dict[str, torch.Tensor]?

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the numpydocstyle standard for dictionaries is technically dict of {key_type: value_type}

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but if we need to change it to square bracket i will do it, should i?

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i changed it could you please review.

@phoeenniixx phoeenniixx changed the title docs: migrate nhits and quantile docstrings to numpydocstyle [DOC] migrate nhits and quantile docstrings to numpydocstyle Mar 1, 2026
@phoeenniixx phoeenniixx added the documentation Improvements or additions to documentation label Mar 1, 2026
@amruth6002 amruth6002 requested a review from phoeenniixx March 1, 2026 17:50
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[DOC] Migrate the documentation to numpydocstyle

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