From b095dd953195f5cd1fccc66d47be1f09da292ad3 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 2 Mar 2026 17:58:48 +0000
Subject: [PATCH 1/2] [pre-commit.ci] pre-commit autoupdate
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/biomejs/pre-commit: v2.3.10 → v2.4.4](https://github.com/biomejs/pre-commit/compare/v2.3.10...v2.4.4)
- [github.com/tox-dev/pyproject-fmt: v2.11.1 → v2.16.2](https://github.com/tox-dev/pyproject-fmt/compare/v2.11.1...v2.16.2)
- [github.com/astral-sh/ruff-pre-commit: v0.14.13 → v0.15.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.13...v0.15.4)
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ac8ee64..8e1715e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,16 +7,16 @@ default_stages:
 minimum_pre_commit_version: 2.16.0
 repos:
   - repo: https://github.com/biomejs/pre-commit
-    rev: v2.3.10
+    rev: v2.4.4
     hooks:
       - id: biome-format
         exclude: ^\.cruft\.json$ # inconsistent indentation with cruft - file never to be modified manually.
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: v2.11.1
+    rev: v2.16.2
     hooks:
       - id: pyproject-fmt
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.13
+    rev: v0.15.4
     hooks:
       - id: ruff-check
         types_or: [python, pyi, jupyter]

From f606a2007e96d53f6c03e656b2a5cc4da002ec16 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 2 Mar 2026 18:19:05 +0000
Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 pyproject.toml | 50 +++++++++++++++++++-------------------------------
 1 file changed, 19 insertions(+), 31 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index fcb10fd..e7896b4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -81,33 +81,23 @@ full = [
   "xgboost",
 ]
 
-[tool.hatch.envs.default]
-installer = "uv"
-dependency-groups = [ "dev" ]
-
-[tool.hatch.envs.docs]
-dependency-groups = [ "doc" ]
-scripts.build = "sphinx-build -M html docs docs/_build -W {args}"
-scripts.open = "python -m webbrowser -t docs/_build/html/index.html"
-scripts.clean = "git clean -fdX -- {args:docs}"
-
-# Test the lowest and highest supported Python versions with normal deps
-[[tool.hatch.envs.hatch-test.matrix]]
-deps = [ "stable" ]
-python = [ "3.11", "3.14" ]
-
-# Test the newest supported Python version also with pre-release deps
-[[tool.hatch.envs.hatch-test.matrix]]
-deps = [ "pre" ]
-python = [ "3.14" ]
-
-[tool.hatch.envs.hatch-test]
-dependency-groups = [ "dev", "test" ]
-
-[tool.hatch.envs.hatch-test.overrides]
+[tool.hatch]
+envs.default.installer = "uv"
+envs.default.dependency-groups = [ "dev" ]
+envs.docs.dependency-groups = [ "doc" ]
+envs.docs.scripts.build = "sphinx-build -M html docs docs/_build -W {args}"
+envs.docs.scripts.open = "python -m webbrowser -t docs/_build/html/index.html"
+envs.docs.scripts.clean = "git clean -fdX -- {args:docs}"
+envs.hatch-test.dependency-groups = [ "dev", "test" ]
+envs.hatch-test.matrix = [
+  # Test the lowest and highest supported Python versions with normal deps
+  { deps = [ "stable" ], python = [ "3.11", "3.14" ] },
+  # Test the newest supported Python version also with pre-release deps
+  { deps = [ "pre" ], python = [ "3.14" ] },
+]
 # If the matrix variable `deps` is set to "pre",
 # set the environment variable `UV_PRERELEASE` to "allow".
-matrix.deps.env-vars = [
+envs.hatch-test.overrides.matrix.deps.env-vars = [
   { key = "UV_PRERELEASE", value = "allow", if = [ "pre" ] },
 ]
 
@@ -115,9 +105,7 @@ matrix.deps.env-vars = [
 line-length = 120
 src = [ "src" ]
 extend-include = [ "*.ipynb" ]
-
 format.docstring-code-format = true
-
 lint.select = [
   "B",      # flake8-bugbear
   "BLE",    # flake8-blind-except
@@ -158,12 +146,12 @@ addopts = [
   "--import-mode=importlib", # allow using test files with same name
 ]
 
-[tool.coverage.run]
-source = [ "decoupler" ]
-patch = [ "subprocess" ]
-omit = [
+[tool.coverage]
+run.omit = [
   "**/test_*.py",
 ]
+run.patch = [ "subprocess" ]
+run.source = [ "decoupler" ]
 
 [tool.cruft]
 skip = [