diff --git a/albumentations/augmentations/__init__.py b/albumentations/augmentations/__init__.py
index ce14821ee..73dd5e976 100644
--- a/albumentations/augmentations/__init__.py
+++ b/albumentations/augmentations/__init__.py
@@ -19,6 +19,5 @@
 from .mixing.transforms import *
 from .text.functional import *
 from .text.transforms import *
-
 from .transforms import *
 from .utils import *
diff --git a/albumentations/augmentations/blur/transforms.py b/albumentations/augmentations/blur/transforms.py
index fa21e9114..3097e0d37 100644
--- a/albumentations/augmentations/blur/transforms.py
+++ b/albumentations/augmentations/blur/transforms.py
@@ -2,7 +2,7 @@
 
 import random
 import warnings
-from typing import Any, Literal, cast, Tuple
+from typing import Any, Literal, Tuple, cast
 
 import cv2
 import numpy as np
diff --git a/albumentations/augmentations/crops/functional.py b/albumentations/augmentations/crops/functional.py
index 87b91dba5..d6bbeb8c5 100644
--- a/albumentations/augmentations/crops/functional.py
+++ b/albumentations/augmentations/crops/functional.py
@@ -3,15 +3,13 @@
 from typing import Sequence, cast
 
 import cv2
+import numpy as np
 from albucore.utils import maybe_process_in_chunks, preserve_channel_dim
 
 from albumentations.augmentations.geometric import functional as fgeometric
 from albumentations.core.bbox_utils import denormalize_bbox, normalize_bbox
 from albumentations.core.types import BoxInternalType, ColorType, KeypointInternalType
 
-
-import numpy as np
-
 __all__ = [
     "get_crop_coords",
     "crop_bbox_by_coords",
diff --git a/albumentations/augmentations/crops/transforms.py b/albumentations/augmentations/crops/transforms.py
index 23706f92f..0a8394895 100644
--- a/albumentations/augmentations/crops/transforms.py
+++ b/albumentations/augmentations/crops/transforms.py
@@ -10,7 +10,6 @@
 from pydantic import AfterValidator, Field, field_validator, model_validator
 from typing_extensions import Annotated, Self
 
-
 from albumentations.augmentations.geometric import functional as fgeometric
 from albumentations.core.bbox_utils import union_of_bboxes
 from albumentations.core.pydantic import (
diff --git a/albumentations/augmentations/domain_adaptation.py b/albumentations/augmentations/domain_adaptation.py
index 672d51809..258fde461 100644
--- a/albumentations/augmentations/domain_adaptation.py
+++ b/albumentations/augmentations/domain_adaptation.py
@@ -2,27 +2,24 @@
 
 import random
 from typing import Any, Callable, Literal, Sequence, Tuple, cast
-from typing_extensions import Annotated
 
 import cv2
 import numpy as np
 from albucore.utils import clip, is_grayscale_image, is_multispectral_image
 from pydantic import AfterValidator, field_validator
+from typing_extensions import Annotated
 
+from albumentations.augmentations import functional as fmain
 from albumentations.augmentations.domain_adaptation_functional import (
     adapt_pixel_distribution,
     apply_histogram,
     fourier_domain_adaptation,
 )
 from albumentations.augmentations.utils import read_rgb_image
-from albumentations.core.transforms_interface import BaseTransformInitSchema, ImageOnlyTransform
-from albumentations.augmentations import functional as fmain
-
-
 from albumentations.core.pydantic import NonNegativeFloatRangeType, check_01, nondecreasing
+from albumentations.core.transforms_interface import BaseTransformInitSchema, ImageOnlyTransform
 from albumentations.core.types import ScaleFloatType
 
-
 __all__ = [
     "HistogramMatching",
     "FDA",
diff --git a/albumentations/augmentations/domain_adaptation_functional.py b/albumentations/augmentations/domain_adaptation_functional.py
index e0426cbbc..4ba5e1f24 100644
--- a/albumentations/augmentations/domain_adaptation_functional.py
+++ b/albumentations/augmentations/domain_adaptation_functional.py
@@ -10,9 +10,9 @@
 from skimage.exposure import match_histograms
 from typing_extensions import Protocol
 
+import albumentations.augmentations.functional as fmain
 from albumentations.augmentations.functional import center
 from albumentations.core.types import MONO_CHANNEL_DIMENSIONS, NUM_MULTI_CHANNEL_DIMENSIONS
-import albumentations.augmentations.functional as fmain
 
 __all__ = [
     "fourier_domain_adaptation",
diff --git a/albumentations/augmentations/dropout/channel_dropout.py b/albumentations/augmentations/dropout/channel_dropout.py
index 8464bd964..b0f8858d4 100644
--- a/albumentations/augmentations/dropout/channel_dropout.py
+++ b/albumentations/augmentations/dropout/channel_dropout.py
@@ -3,20 +3,17 @@
 import random
 from typing import Any, Mapping
 
-from typing_extensions import Annotated
-
-from albucore import get_num_channels
-from albumentations.core.transforms_interface import BaseTransformInitSchema, ImageOnlyTransform
-
-from .functional import channel_dropout
-
-
 import numpy as np
+from albucore import get_num_channels
 from pydantic import Field
+from typing_extensions import Annotated
 
 from albumentations.core.pydantic import OnePlusIntRangeType
+from albumentations.core.transforms_interface import BaseTransformInitSchema, ImageOnlyTransform
 from albumentations.core.types import ColorType
 
+from .functional import channel_dropout
+
 __all__ = ["ChannelDropout"]
 
 MIN_DROPOUT_CHANNEL_LIST_LENGTH = 2
diff --git a/albumentations/augmentations/dropout/coarse_dropout.py b/albumentations/augmentations/dropout/coarse_dropout.py
index b84955df3..5df6ec537 100644
--- a/albumentations/augmentations/dropout/coarse_dropout.py
+++ b/albumentations/augmentations/dropout/coarse_dropout.py
@@ -3,20 +3,17 @@
 from typing import Any, Callable, Iterable, Sequence
 from warnings import warn
 
+import numpy as np
 from pydantic import AfterValidator, Field, model_validator
 from typing_extensions import Annotated, Literal, Self
 
+from albumentations.core.pydantic import check_1plus, nondecreasing
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import ColorType, KeypointType, NumericType, ScalarType, Targets
 from albumentations.random_utils import randint, uniform
 
 from .functional import cutout, keypoint_in_hole
 
-
-import numpy as np
-
-from albumentations.core.pydantic import check_1plus, nondecreasing
-
 __all__ = ["CoarseDropout"]
 
 
diff --git a/albumentations/augmentations/dropout/grid_dropout.py b/albumentations/augmentations/dropout/grid_dropout.py
index 628c071d8..794eac4bb 100644
--- a/albumentations/augmentations/dropout/grid_dropout.py
+++ b/albumentations/augmentations/dropout/grid_dropout.py
@@ -4,19 +4,16 @@
 from typing import Any, Iterable, Sequence
 from warnings import warn
 
+import numpy as np
 from pydantic import AfterValidator, Field, model_validator
 from typing_extensions import Annotated, Self
 
+from albumentations.core.pydantic import check_0plus, check_1plus, nondecreasing
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import MIN_UNIT_SIZE, PAIR, ColorType, Targets
 
 from . import functional as fdropout
 
-
-import numpy as np
-
-from albumentations.core.pydantic import check_0plus, check_1plus, nondecreasing
-
 __all__ = ["GridDropout"]
 
 
diff --git a/albumentations/augmentations/dropout/mask_dropout.py b/albumentations/augmentations/dropout/mask_dropout.py
index edd53f786..0e55e0015 100644
--- a/albumentations/augmentations/dropout/mask_dropout.py
+++ b/albumentations/augmentations/dropout/mask_dropout.py
@@ -9,12 +9,10 @@
 from skimage.measure import label
 from typing_extensions import Literal
 
+from albumentations.core.pydantic import OnePlusIntRangeType
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import ScalarType, ScaleIntType, Targets
 
-
-from albumentations.core.pydantic import OnePlusIntRangeType
-
 __all__ = ["MaskDropout"]
 
 
diff --git a/albumentations/augmentations/dropout/xy_masking.py b/albumentations/augmentations/dropout/xy_masking.py
index eee7e4516..54c463123 100644
--- a/albumentations/augmentations/dropout/xy_masking.py
+++ b/albumentations/augmentations/dropout/xy_masking.py
@@ -3,19 +3,16 @@
 import random
 from typing import Any, Callable, Sequence, Tuple, cast
 
+import numpy as np
 from pydantic import Field, model_validator
 from typing_extensions import Self
 
+from albumentations.core.pydantic import NonNegativeIntRangeType
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import ColorType, KeypointType, ScaleIntType, Targets
 
 from .functional import cutout, keypoint_in_hole
 
-
-import numpy as np
-
-from albumentations.core.pydantic import NonNegativeIntRangeType
-
 __all__ = ["XYMasking"]
 
 
diff --git a/albumentations/augmentations/functional.py b/albumentations/augmentations/functional.py
index b5dbb7baf..d1f1ab9f8 100644
--- a/albumentations/augmentations/functional.py
+++ b/albumentations/augmentations/functional.py
@@ -12,11 +12,11 @@
     MAX_VALUES_BY_DTYPE,
     clip,
     clipped,
+    get_num_channels,
     is_grayscale_image,
     is_rgb_image,
     maybe_process_in_chunks,
     preserve_channel_dim,
-    get_num_channels,
 )
 from typing_extensions import Literal
 
diff --git a/albumentations/augmentations/geometric/functional.py b/albumentations/augmentations/geometric/functional.py
index 612acd06b..f2e6617bf 100644
--- a/albumentations/augmentations/geometric/functional.py
+++ b/albumentations/augmentations/geometric/functional.py
@@ -6,7 +6,7 @@
 import cv2
 import numpy as np
 import skimage.transform
-from albucore.utils import clipped, maybe_process_in_chunks, preserve_channel_dim, get_num_channels
+from albucore.utils import clipped, get_num_channels, maybe_process_in_chunks, preserve_channel_dim
 
 from albumentations import random_utils
 from albumentations.augmentations.functional import center
diff --git a/albumentations/augmentations/geometric/resize.py b/albumentations/augmentations/geometric/resize.py
index 70a28b634..acc21b640 100644
--- a/albumentations/augmentations/geometric/resize.py
+++ b/albumentations/augmentations/geometric/resize.py
@@ -4,8 +4,10 @@
 from typing import Any, List, Sequence, Tuple, Union, cast
 
 import cv2
+import numpy as np
 from pydantic import Field, ValidationInfo, field_validator
 
+from albumentations.core.pydantic import InterpolationType, ProbabilityType
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import (
     BoxInternalType,
@@ -17,11 +19,6 @@
 
 from . import functional as fgeometric
 
-
-import numpy as np
-
-from albumentations.core.pydantic import InterpolationType, ProbabilityType
-
 __all__ = ["RandomScale", "LongestMaxSize", "SmallestMaxSize", "Resize"]
 
 
diff --git a/albumentations/augmentations/geometric/rotate.py b/albumentations/augmentations/geometric/rotate.py
index 6e6a0c816..880299fcf 100644
--- a/albumentations/augmentations/geometric/rotate.py
+++ b/albumentations/augmentations/geometric/rotate.py
@@ -11,6 +11,7 @@
 
 from albumentations.augmentations.crops import functional as fcrops
 from albumentations.augmentations.functional import center
+from albumentations.core.pydantic import BorderModeType, InterpolationType, SymmetricRangeType
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import (
     BoxInternalType,
@@ -22,9 +23,6 @@
 
 from . import functional as fgeometric
 
-
-from albumentations.core.pydantic import BorderModeType, InterpolationType, SymmetricRangeType
-
 __all__ = ["Rotate", "RandomRotate90", "SafeRotate"]
 
 SMALL_NUMBER = 1e-10
diff --git a/albumentations/augmentations/geometric/transforms.py b/albumentations/augmentations/geometric/transforms.py
index e207aadec..2f209f753 100644
--- a/albumentations/augmentations/geometric/transforms.py
+++ b/albumentations/augmentations/geometric/transforms.py
@@ -17,6 +17,14 @@
 from albumentations.augmentations.functional import bbox_from_mask, center, center_bbox
 from albumentations.augmentations.utils import check_range
 from albumentations.core.bbox_utils import denormalize_bboxes, normalize_bboxes
+from albumentations.core.pydantic import (
+    BorderModeType,
+    InterpolationType,
+    NonNegativeFloatRangeType,
+    ProbabilityType,
+    SymmetricRangeType,
+    check_1plus,
+)
 from albumentations.core.transforms_interface import BaseTransformInitSchema, DualTransform
 from albumentations.core.types import (
     BIG_INTEGER,
@@ -38,16 +46,6 @@
 
 from . import functional as fgeometric
 
-
-from albumentations.core.pydantic import (
-    BorderModeType,
-    InterpolationType,
-    NonNegativeFloatRangeType,
-    ProbabilityType,
-    SymmetricRangeType,
-    check_1plus,
-)
-
 __all__ = [
     "ShiftScaleRotate",
     "ElasticTransform",
diff --git a/albumentations/augmentations/mixing/transforms.py b/albumentations/augmentations/mixing/transforms.py
index b408e9820..5eda5f777 100644
--- a/albumentations/augmentations/mixing/transforms.py
+++ b/albumentations/augmentations/mixing/transforms.py
@@ -9,6 +9,7 @@
 import numpy as np
 from albucore.functions import add_weighted
 from albucore.utils import is_grayscale_image
+from pydantic import Field
 from typing_extensions import Annotated
 
 from albumentations.augmentations.mixing import functional as fmixing
@@ -17,8 +18,6 @@
 from albumentations.core.types import LENGTH_RAW_BBOX, BoxType, KeypointType, ReferenceImage, SizeType, Targets
 from albumentations.random_utils import beta
 
-from pydantic import Field
-
 __all__ = ["MixUp", "OverlayElements"]
 
 
diff --git a/albumentations/augmentations/text/__init__.py b/albumentations/augmentations/text/__init__.py
index 39b902595..9d447f1d7 100644
--- a/albumentations/augmentations/text/__init__.py
+++ b/albumentations/augmentations/text/__init__.py
@@ -1,2 +1,2 @@
-from .transforms import *
 from .functional import *
+from .transforms import *
diff --git a/albumentations/augmentations/text/functional.py b/albumentations/augmentations/text/functional.py
index b88db44d8..76f8ec4dd 100644
--- a/albumentations/augmentations/text/functional.py
+++ b/albumentations/augmentations/text/functional.py
@@ -1,15 +1,14 @@
 from __future__ import annotations
+
 import random
 from typing import TYPE_CHECKING, Any, Sequence
-from albucore.utils import preserve_channel_dim, MONO_CHANNEL_DIMENSIONS, NUM_MULTI_CHANNEL_DIMENSIONS, NUM_RGB_CHANNELS
-import cv2
-
 
+import cv2
 import numpy as np
-
-from albumentations.core.types import PAIR
+from albucore.utils import MONO_CHANNEL_DIMENSIONS, NUM_MULTI_CHANNEL_DIMENSIONS, NUM_RGB_CHANNELS, preserve_channel_dim
 
 import albumentations.augmentations.functional as fmain
+from albumentations.core.types import PAIR
 
 # Importing wordnet and other dependencies only for type checking
 if TYPE_CHECKING:
@@ -89,7 +88,7 @@ def draw_text_on_pil_image(pil_image: Image, metadata_list: list[dict[str, Any]]
 def draw_text_on_multi_channel_image(image: np.ndarray, metadata_list: list[dict[str, Any]]) -> np.ndarray:
     """Draw text on a multi-channel image with more than three channels."""
     try:
-        from PIL import ImageDraw, Image
+        from PIL import Image, ImageDraw
     except ImportError:
         raise ImportError("Pillow is not installed") from ImportError
 
diff --git a/albumentations/augmentations/text/transforms.py b/albumentations/augmentations/text/transforms.py
index 0667c216b..9c7e0ba98 100644
--- a/albumentations/augmentations/text/transforms.py
+++ b/albumentations/augmentations/text/transforms.py
@@ -1,21 +1,20 @@
 from __future__ import annotations
 
-from typing import Any, Literal
 import random
+import re
+from typing import Any, Literal
+
 import numpy as np
 from PIL import ImageFont
 from pydantic import AfterValidator, model_validator
-
-import albumentations.augmentations.text.functional as ftext
-import re
 from typing_extensions import Annotated, Self
 
+import albumentations.augmentations.text.functional as ftext
 from albumentations.core.bbox_utils import check_bbox, denormalize_bbox
 from albumentations.core.pydantic import check_01, nondecreasing
 from albumentations.core.transforms_interface import BaseTransformInitSchema, ImageOnlyTransform
 from albumentations.core.types import BoxType, ColorType
 
-
 __all__ = ["TextImage"]
 
 
diff --git a/albumentations/augmentations/transforms.py b/albumentations/augmentations/transforms.py
index e8f190da1..3968afc80 100644
--- a/albumentations/augmentations/transforms.py
+++ b/albumentations/augmentations/transforms.py
@@ -22,6 +22,19 @@
 from albumentations.augmentations.blur.functional import blur
 from albumentations.augmentations.blur.transforms import BlurInitSchema, process_blur_limit
 from albumentations.augmentations.utils import check_range
+from albumentations.core.pydantic import (
+    InterpolationType,
+    NonNegativeFloatRangeType,
+    OnePlusFloatRangeType,
+    OnePlusIntRangeType,
+    ProbabilityType,
+    SymmetricRangeType,
+    ZeroOneRangeType,
+    check_0plus,
+    check_01,
+    check_1plus,
+    nondecreasing,
+)
 from albumentations.core.transforms_interface import (
     BaseTransformInitSchema,
     DualTransform,
@@ -53,20 +66,6 @@
 
 from . import functional as fmain
 
-from albumentations.core.pydantic import (
-    InterpolationType,
-    NonNegativeFloatRangeType,
-    OnePlusFloatRangeType,
-    OnePlusIntRangeType,
-    ProbabilityType,
-    SymmetricRangeType,
-    ZeroOneRangeType,
-    check_0plus,
-    check_01,
-    check_1plus,
-    nondecreasing,
-)
-
 __all__ = [
     "Normalize",
     "RandomGamma",
diff --git a/albumentations/core/keypoints_utils.py b/albumentations/core/keypoints_utils.py
index e9fa8b9c0..cb1f0b844 100644
--- a/albumentations/core/keypoints_utils.py
+++ b/albumentations/core/keypoints_utils.py
@@ -3,9 +3,8 @@
 import math
 from typing import Any, Sequence
 
-from .utils import DataProcessor, Params
-
 from .types import KeypointType
+from .utils import DataProcessor, Params
 
 __all__ = [
     "angle_to_2pi_range",
diff --git a/albumentations/core/transforms_interface.py b/albumentations/core/transforms_interface.py
index d02d586a6..940cf8c88 100644
--- a/albumentations/core/transforms_interface.py
+++ b/albumentations/core/transforms_interface.py
@@ -6,12 +6,13 @@
 from warnings import warn
 
 import cv2
+import numpy as np
 from pydantic import BaseModel, ConfigDict, Field
 
+from albumentations.core.pydantic import ProbabilityType
 from albumentations.core.validation import ValidatedTransformMeta
 
 from .serialization import Serializable, SerializableMeta, get_shortest_class_fullname
-from albumentations.core.pydantic import ProbabilityType
 from .types import (
     BoxInternalType,
     BoxType,
@@ -22,8 +23,6 @@
 )
 from .utils import format_args
 
-import numpy as np
-
 __all__ = ["BasicTransform", "DualTransform", "ImageOnlyTransform", "NoOp", "ReferenceBasedTransform"]
 
 
diff --git a/pyproject.toml b/pyproject.toml
index 42db8f658..f618cf92c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,10 +5,7 @@
 
 [build-system]
 build-backend = "setuptools.build_meta"
-requires = [
-  "setuptools",
-  "wheel",
-]
+requires = [ "setuptools", "wheel" ]
 
 [tool.ruff]
 # Exclude a variety of commonly ignored directories.
@@ -59,12 +56,8 @@ format.quote-style = "double"
 format.line-ending = "auto"
 format.skip-magic-trailing-comma = false
 # Like Black, automatically detect the appropriate line ending.
-lint.select = [
-  "ALL",
-]
+lint.select = [ "ALL" ]
 lint.ignore = [
-  "ANN101",
-  "ANN102",
   "ANN204",
   "ANN401",
   "ARG001",
@@ -88,24 +81,19 @@ lint.ignore = [
   "FBT002",
   "FBT003",
   "G004",
-  "I001",
   "PLR0913",
   "PTH123",
   "S311",
   "TCH001",
   "TCH002",
-  "TCH003",
   "TRY003",
 ]
 
 # Allow fix for all enabled rules (when `--fix`) is provided.
 
 lint.explicit-preview-rules = true
-lint.fixable = [
-  "ALL",
-]
-lint.unfixable = [
-]
+lint.fixable = [ "ALL" ]
+lint.unfixable = [  ]
 # Allow unused variables when underscore-prefixed.
 lint.dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
 # Like Black, use double quotes for strings.