build(deps): bump sphinx-autodoc-typehints in /_package

Bumps [sphinx-autodoc-typehints](https://github.com/tox-dev/sphinx-autodoc-typehints) from 2.5.0 to 3.1.0.
- [Release notes](https://github.com/tox-dev/sphinx-autodoc-typehints/releases)
- [Commits](tox-dev/sphinx-autodoc-typehints@2.5.0...3.1.0)

---
updated-dependencies:
- dependency-name: sphinx-autodoc-typehints
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>

Author: dependabot[bot]

_package/pyproject.toml

@@ -47,7 +47,7 @@ doc = [
     "pytest-sphinx==0.6.3",
     "pyyaml==6.0.2",
     "sphinx-autobuild==2024.10.3",
-    "sphinx-autodoc-typehints==2.5.0",
+    "sphinx-autodoc-typehints==3.1.0",
     "sphinx-copybutton==0.5.2",
     "sphinx-notfound-page==1.0.4",
     "sphinx-gallery==0.18.0",