diff --git a/.github/workflows/system-info.py b/.github/workflows/system-info.py
index 57f28c620b7..9e97b897104 100644
--- a/.github/workflows/system-info.py
+++ b/.github/workflows/system-info.py
@@ -6,6 +6,7 @@
 Requested here:
 https://github.com/actions/virtual-environments/issues/79
 """
+
 from __future__ import annotations
 
 import os
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5ce0c9a1792..c52fdcb552d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,17 +1,17 @@
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.1.9
+    rev: v0.2.0
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
 
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 23.12.1
+    rev: 24.1.1
     hooks:
       - id: black
 
   - repo: https://github.com/PyCQA/bandit
-    rev: 1.7.6
+    rev: 1.7.7
     hooks:
     - id: bandit
       args: [--severity-level=high]
@@ -48,12 +48,12 @@ repos:
       - id: sphinx-lint
 
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: 1.5.3
+    rev: 1.7.0
     hooks:
       - id: pyproject-fmt
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: v0.15
+    rev: v0.16
     hooks:
       - id: validate-pyproject
 
diff --git a/Tests/helper.py b/Tests/helper.py
index b2e7d43dd67..3e2a40e02da 100644
--- a/Tests/helper.py
+++ b/Tests/helper.py
@@ -1,6 +1,7 @@
 """
 Helper functions.
 """
+
 from __future__ import annotations
 
 import logging
diff --git a/Tests/test_file_dds.py b/Tests/test_file_dds.py
index 09ee8986aca..b78a0dd8109 100644
--- a/Tests/test_file_dds.py
+++ b/Tests/test_file_dds.py
@@ -1,4 +1,5 @@
 """Test DdsImagePlugin"""
+
 from __future__ import annotations
 
 from io import BytesIO
diff --git a/Tests/test_file_libtiff_small.py b/Tests/test_file_libtiff_small.py
index ac5270eac30..617e1e89c72 100644
--- a/Tests/test_file_libtiff_small.py
+++ b/Tests/test_file_libtiff_small.py
@@ -9,7 +9,6 @@
 
 
 class TestFileLibTiffSmall(LibTiffTestCase):
-
     """The small lena image was failing on open in the libtiff
     decoder because the file pointer was set to the wrong place
     by a spurious seek. It wasn't failing with the byteio method.
diff --git a/Tests/test_image_access.py b/Tests/test_image_access.py
index 00cd4e7a9a1..e4cb2dad102 100644
--- a/Tests/test_image_access.py
+++ b/Tests/test_image_access.py
@@ -230,9 +230,7 @@ def test_list(self) -> None:
         assert im.getpixel([0, 0]) == (20, 20, 70)
 
     @pytest.mark.parametrize("mode", ("I;16", "I;16B"))
-    @pytest.mark.parametrize(
-        "expected_color", (2**15 - 1, 2**15, 2**15 + 1, 2**16 - 1)
-    )
+    @pytest.mark.parametrize("expected_color", (2**15 - 1, 2**15, 2**15 + 1, 2**16 - 1))
     def test_signedness(self, mode, expected_color) -> None:
         # see https://github.com/python-pillow/Pillow/issues/452
         # pixelaccess is using signed int* instead of uint*
diff --git a/Tests/test_image_resize.py b/Tests/test_image_resize.py
index bd45ee893ad..a64e4a84621 100644
--- a/Tests/test_image_resize.py
+++ b/Tests/test_image_resize.py
@@ -1,6 +1,7 @@
 """
 Tests for resize functionality.
 """
+
 from __future__ import annotations
 
 from itertools import permutations
diff --git a/Tests/test_imagecms.py b/Tests/test_imagecms.py
index 7f652715566..83fc38ed3fd 100644
--- a/Tests/test_imagecms.py
+++ b/Tests/test_imagecms.py
@@ -342,9 +342,11 @@ def assert_truncated_tuple_equal(tup1, tup2, digits: int = 10) -> None:
 
         def truncate_tuple(tuple_or_float):
             return tuple(
-                truncate_tuple(val)
-                if isinstance(val, tuple)
-                else int(val * power) / power
+                (
+                    truncate_tuple(val)
+                    if isinstance(val, tuple)
+                    else int(val * power) / power
+                )
                 for val in tuple_or_float
             )
 
diff --git a/docs/example/DdsImagePlugin.py b/docs/example/DdsImagePlugin.py
index e98bb86806f..2a2a0ba2961 100644
--- a/docs/example/DdsImagePlugin.py
+++ b/docs/example/DdsImagePlugin.py
@@ -9,6 +9,7 @@
 Full text of the CC0 license:
   https://creativecommons.org/publicdomain/zero/1.0/
 """
+
 from __future__ import annotations
 
 import struct
diff --git a/pyproject.toml b/pyproject.toml
index b1ce9cf1d07..652ae36333c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -96,7 +96,7 @@ config-settings = "raqm=enable raqm=vendor fribidi=vendor imagequant=disable"
 test-command = "cd {project} && .github/workflows/wheels-test.sh"
 test-extras = "tests"
 
-[tool.ruff]
+[tool.ruff.lint]
 select = [
   "C4", # flake8-comprehensions
   "E", # pycodestyle errors
@@ -104,25 +104,25 @@ select = [
   "F", # pyflakes errors
   "I", # isort
   "ISC", # flake8-implicit-str-concat
+  "LOG", # flake8-logging
   "PGH", # pygrep-hooks
   "RUF100", # unused noqa (yesqa)
   "UP", # pyupgrade
   "W", # pycodestyle warnings
   "YTT", # flake8-2020
-  # "LOG", # TODO: enable flake8-logging when it's not in preview anymore
 ]
-extend-ignore = [
+ignore = [
   "E203", # Whitespace before ':'
   "E221", # Multiple spaces before operator
   "E226", # Missing whitespace around arithmetic operator
   "E241", # Multiple spaces after ','
 ]
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.per-file-ignores]
 "Tests/oss-fuzz/fuzz_font.py" = ["I002"]
 "Tests/oss-fuzz/fuzz_pillow.py" = ["I002"]
 
-[tool.ruff.isort]
+[tool.ruff.lint.isort]
 known-first-party = ["PIL"]
 required-imports = ["from __future__ import annotations"]
 
diff --git a/src/PIL/BlpImagePlugin.py b/src/PIL/BlpImagePlugin.py
index b8f38b78a2e..f0fbc8cc28a 100644
--- a/src/PIL/BlpImagePlugin.py
+++ b/src/PIL/BlpImagePlugin.py
@@ -28,6 +28,7 @@
   - DXT3 compression is used if alpha_encoding == 1.
   - DXT5 compression is used if alpha_encoding == 7.
 """
+
 from __future__ import annotations
 
 import os
diff --git a/src/PIL/DdsImagePlugin.py b/src/PIL/DdsImagePlugin.py
index eb4c8f557af..3785174ef65 100644
--- a/src/PIL/DdsImagePlugin.py
+++ b/src/PIL/DdsImagePlugin.py
@@ -9,6 +9,7 @@
 Full text of the CC0 license:
 https://creativecommons.org/publicdomain/zero/1.0/
 """
+
 from __future__ import annotations
 
 import io
diff --git a/src/PIL/FontFile.py b/src/PIL/FontFile.py
index 3ec1ae819fc..1e0c1c166b5 100644
--- a/src/PIL/FontFile.py
+++ b/src/PIL/FontFile.py
@@ -50,9 +50,7 @@ def __init__(self) -> None:
             | None
         ] = [None] * 256
 
-    def __getitem__(
-        self, ix: int
-    ) -> (
+    def __getitem__(self, ix: int) -> (
         tuple[
             tuple[int, int],
             tuple[int, int, int, int],
diff --git a/src/PIL/FtexImagePlugin.py b/src/PIL/FtexImagePlugin.py
index d5513a56a11..b4488e6ee9c 100644
--- a/src/PIL/FtexImagePlugin.py
+++ b/src/PIL/FtexImagePlugin.py
@@ -50,6 +50,7 @@
 
 Note: All data is stored in little-Endian (Intel) byte order.
 """
+
 from __future__ import annotations
 
 import struct
diff --git a/src/PIL/GifImagePlugin.py b/src/PIL/GifImagePlugin.py
index 57d87078bca..dc842d7a30b 100644
--- a/src/PIL/GifImagePlugin.py
+++ b/src/PIL/GifImagePlugin.py
@@ -641,9 +641,9 @@ def _write_multiple_frames(im, fp, palette):
                 if encoderinfo.get("optimize") and im_frame.mode != "1":
                     if "transparency" not in encoderinfo:
                         try:
-                            encoderinfo[
-                                "transparency"
-                            ] = im_frame.palette._new_color_index(im_frame)
+                            encoderinfo["transparency"] = (
+                                im_frame.palette._new_color_index(im_frame)
+                            )
                         except ValueError:
                             pass
                     if "transparency" in encoderinfo:
diff --git a/src/PIL/ImageCms.py b/src/PIL/ImageCms.py
index 3e40105e46a..2b0ed6c9d2f 100644
--- a/src/PIL/ImageCms.py
+++ b/src/PIL/ImageCms.py
@@ -281,7 +281,6 @@ def tobytes(self):
 
 
 class ImageCmsTransform(Image.ImagePointHandler):
-
     """
     Transform.  This can be used with the procedural API, or with the standard
     :py:func:`~PIL.Image.Image.point` method.
@@ -369,7 +368,6 @@ def get_display_profile(handle=None):
 
 
 class PyCMSError(Exception):
-
     """(pyCMS) Exception class.
     This is used for all errors in the pyCMS API."""
 
diff --git a/src/PIL/JpegPresets.py b/src/PIL/JpegPresets.py
index 9ecfdb2599a..d0e64a35ee1 100644
--- a/src/PIL/JpegPresets.py
+++ b/src/PIL/JpegPresets.py
@@ -62,6 +62,7 @@
 https://web.archive.org/web/20120328125543/http://www.jpegcameras.com/libjpeg/libjpeg-3.html
 
 """
+
 from __future__ import annotations
 
 # fmt: off
diff --git a/src/PIL/PdfImagePlugin.py b/src/PIL/PdfImagePlugin.py
index 3506aadce83..1777f1f20db 100644
--- a/src/PIL/PdfImagePlugin.py
+++ b/src/PIL/PdfImagePlugin.py
@@ -188,9 +188,9 @@ def _save(im, fp, filename, save_all=False):
         x_resolution = y_resolution = im.encoderinfo.get("resolution", 72.0)
 
     info = {
-        "title": None
-        if is_appending
-        else os.path.splitext(os.path.basename(filename))[0],
+        "title": (
+            None if is_appending else os.path.splitext(os.path.basename(filename))[0]
+        ),
         "author": None,
         "subject": None,
         "keywords": None,
diff --git a/src/PIL/__init__.py b/src/PIL/__init__.py
index 3fcac8643cb..63a45769ba6 100644
--- a/src/PIL/__init__.py
+++ b/src/PIL/__init__.py
@@ -12,6 +12,7 @@
 
 ;-)
 """
+
 from __future__ import annotations
 
 from . import _version
diff --git a/src/PIL/_tkinter_finder.py b/src/PIL/_tkinter_finder.py
index 03a6eba44ff..71c0ad4651b 100644
--- a/src/PIL/_tkinter_finder.py
+++ b/src/PIL/_tkinter_finder.py
@@ -1,5 +1,6 @@
 """ Find compiled module linking to Tcl / Tk libraries
 """
+
 from __future__ import annotations
 
 import sys