Feat/enable free threaded python

[vchamarthi]

Summary

Enable free threading support for mkl-service

Depends on gh-174 (meson-python migration), which is now merged.

Free-threading declarations

Two declarations tell the interpreter the extensions are safe without the GIL:

• mkl/_py_mkl_service.pyx now sets # cython: freethreading_compatible=True.
• mkl/_mklinitmodule.c calls PyUnstable_Module_SetGIL(m, Py_MOD_GIL_NOT_USED)
  in PyInit__mklinit, guarded by #ifdef Py_GIL_DISABLED so it is a no-op on
  regular builds.

Cython 3.1.0 floor

freethreading_compatible was introduced in Cython 3.1.0. Verified against the
sources: the directive is absent from Cython/Compiler/Options.py in 3.0.12
(the final 3.0.x) and present in 3.1.0. On older releases the directive is an
unrecognised option and the declaration silently does not happen.

The floor is applied consistently in pyproject.toml, both conda recipes, all
pip-based workflows, and the README build instructions. This is a floor, not a cap.

[Copilot]

Pull request overview

This PR adds initial support for CPython’s free-threaded (GIL-disabled) builds in mkl-service, and (as a prerequisite / in anticipation of PR #174) migrates the build and packaging flow from setuptools/setup.py to meson-python across pip/CI/conda recipes.

Changes:

• Enable free-threading compatibility in the Cython extension and declare the _mklinit C extension as GIL-independent for free-threaded interpreters.
• Switch to meson-python (meson.build, pyproject.toml) and remove setup.py.
• Update CI workflows and conda recipes to build via PEP 517 / Meson and expand Python coverage to 3.14.

Reviewed changes

Copilot reviewed 19 out of 19 changed files in this pull request and generated 7 comments.

Show a summary per file

File	Description
setup.py	Removed legacy setuptools build script.
pyproject.toml	Switch build backend to mesonpy and update build requirements.
meson.build	New Meson build defining _mklinit and _py_mkl_service extension builds and install layout.
mkl/_py_mkl_service.pyx	Mark Cython extension as free-threading compatible.
mkl/_mklinitmodule.c	Declare module GIL usage as “not used” on free-threaded builds.
README.md	Add source build instructions for Meson/PEP517 flow.
AGENTS.md	Update repo-level build/CI documentation to Meson + new workflows.
mkl/AGENTS.md	Update Cython wrapper file naming references.
.github/workflows/build-with-clang.yml	Update CI build steps for Meson/PEP517 and Python 3.14.
.github/workflows/build-with-standard-clang.yml	New workflow to build/test with system clang.
.github/workflows/build_pip.yml	New workflow to validate pip editable build + tests via conda env.
conda-recipe/meta.yaml	Update host deps for Meson/PEP517 and remove python-gil constraints.
conda-recipe/build.sh	Build via python -m build instead of setup.py; clean build dir.
conda-recipe/bld.bat	Build via python -m build instead of setup.py.
conda-recipe-cf/meta.yaml	Update host deps for Meson/PEP517 and remove python-gil constraints.
conda-recipe-cf/build.sh	Build/install via pip (PEP517) instead of setup.py.
conda-recipe-cf/bld.bat	Build/install via pip (PEP517) instead of setup.py.
.github/copilot-instructions.md	Update API-contract file reference to _py_mkl_service.pyx.
.github/AGENTS.md	Document newly added workflows.

Comments suppressed due to low confidence (1)

mkl/_py_mkl_service.pyx:28

• Free-threading support is being enabled here, but there’s no corresponding test ensuring the package imports/operates correctly under a free-threaded (GIL-disabled) Python build (e.g., that importing mkl does not re-enable the GIL and basic API calls still work). Adding a small conditional test in mkl/tests/test_mkl_service.py would help prevent regressions.

[vchamarthi]

the copilot review comments are basically on the meson python PR #174
This will be cleanly reviewed after it gets meged.

[antonwolfy]

Only few small nits below, but overall LGTM

[antonwolfy]

Thank you @vchamarthi, no more comments from me

[vchamarthi]

Please merge this PR. I cannot do it myself.