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Don't override users test selection with `spin test`

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## Description The changes in #7864 would include `--pyargs skimage` even if in cases such as ``` spin test -- tests/skimage/... ``` which don't indicate that doctests should be run...

## Description Closes #7945. This replaces the old `length` and `n_dim` arguments with a single `shape` argument. This allows generating images with varying dimension lengths. - [x] Still need to...

Add a warning when importing experimental skimage2

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## Description Also test for it and setup basic lazy loading. ## Checklist - A descriptive but concise pull request title - [Docstrings for all functions](https://github.com/numpy/numpydoc/blob/main/doc/example.py) - [Unit tests](https://scikit-image.org/docs/dev/development/contribute.html#testing) -...

This was brought up in https://github.com/scikit-image/scikit-image/pull/7909#discussion_r2375549787: > Unrelated, but such a missed opportunity to use shape as a parameter here. That would allow creating array with different lengths in each...

Update SKIP 4 "Transitioning to scikit-image 2.0"

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## Description ## Checklist - A descriptive but concise pull request title - [Docstrings for all functions](https://github.com/numpy/numpydoc/blob/main/doc/example.py) - [Unit tests](https://scikit-image.org/docs/dev/development/contribute.html#testing) - A gallery example in `./doc/examples` for new features -...

Investigate hanging test_max_tree.py for Cython 3.2.*

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A related upstream bug report to Cython: https://github.com/cython/cython/issues/7259 Tracking issue, that will replace #7901. In #7901 I intend to skip this and fix other issues, so we get our nightly...

## Description Implementation of the new strategy around value range scaling in our library that we extensively discussed in the recent sprint and meeting. We will add more detailed descriptions...

## Description Just a small expansion of `deprecate_parameter`'s docstring to make it more clear in which scenarios this internal decorator can and cannot be used. Reading the changes should make...

Flaky `test_rag.py::test_reproducibility` on Windows (again)

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Tracks a flaky test failure of `tests/skimage/graph/test_rag.py::test_reproducibility` on our Windows CI (and replaces #7869 with a nicer title). Details ```none ____________________________ test_reproducibility _____________________________ def test_reproducibility(): """ensure cut_normalized returns the same...

## Description Closes #7357, closes #7724, supersedes #7366. ## Checklist - A descriptive but concise pull request title - [Docstrings for all functions](https://github.com/numpy/numpydoc/blob/main/doc/example.py) - [Unit tests](https://scikit-image.org/docs/dev/development/contribute.html#testing) - A gallery example...