diff --git a/kernels/Makefile b/kernels/Makefile
index 4b95e4a0..580f53ab 100644
--- a/kernels/Makefile
+++ b/kernels/Makefile
@@ -1,6 +1,6 @@
 .PHONY: style
 
-export check_dirs := src examples tests
+export check_dirs := src tests
 
 all: src/kernels/python_depends.json
 
diff --git a/kernels/src/kernels/__init__.py b/kernels/src/kernels/__init__.py
index c5fbb243..248f712f 100644
--- a/kernels/src/kernels/__init__.py
+++ b/kernels/src/kernels/__init__.py
@@ -2,6 +2,8 @@
 
 __version__ = importlib.metadata.version("kernels")
 
+from kernels._windows import _add_additional_dll_paths
+from kernels.benchmark import Benchmark
 from kernels.layer import (
     CUDAProperties,
     Device,
@@ -27,10 +29,6 @@
     install_kernel,
     load_kernel,
 )
-from kernels.benchmark import Benchmark
-
-
-from kernels._windows import _add_additional_dll_paths
 
 _add_additional_dll_paths()
 
diff --git a/kernels/src/kernels/cli/__init__.py b/kernels/src/kernels/cli/__init__.py
index f1726787..1a2c2768 100644
--- a/kernels/src/kernels/cli/__init__.py
+++ b/kernels/src/kernels/cli/__init__.py
@@ -4,26 +4,26 @@
 import sys
 from pathlib import Path
 
-from kernels.compat import tomllib
-from kernels.lockfile import KernelLock, get_kernel_locks
-from kernels.cli.upload import upload_kernels_dir
-from kernels.utils import (
-    install_kernel,
-    install_kernel_all_variants,
-    KNOWN_BACKENDS,
-)
-from kernels.cli.init import run_init, parse_kernel_name
+from kernels.cli.doc import generate_readme_for_kernel
+from kernels.cli.init import parse_kernel_name, run_init
 from kernels.cli.skills import add_skill
+from kernels.cli.upload import upload_kernels_dir
 from kernels.cli.versions import print_kernel_versions
-from kernels.cli.doc import generate_readme_for_kernel
+from kernels.compat import tomllib
 from kernels.kernel_card_utils import (
     _load_or_create_kernel_card,
     _update_benchmark,
     _update_kernel_card_available_funcs,
-    _update_kernel_card_license,
     _update_kernel_card_backends,
+    _update_kernel_card_license,
     _update_kernel_card_usage,
 )
+from kernels.lockfile import KernelLock, get_kernel_locks
+from kernels.utils import (
+    KNOWN_BACKENDS,
+    install_kernel,
+    install_kernel_all_variants,
+)
 
 
 def main():
diff --git a/kernels/src/kernels/cli/benchmark.py b/kernels/src/kernels/cli/benchmark.py
index 75695114..d764e763 100644
--- a/kernels/src/kernels/cli/benchmark.py
+++ b/kernels/src/kernels/cli/benchmark.py
@@ -20,7 +20,7 @@
 )
 
 from kernels.benchmark import Benchmark
-from kernels.utils import _get_hf_api, _backend
+from kernels.utils import _backend, _get_hf_api
 
 MISSING_DEPS: list[str] = []
 
@@ -457,7 +457,7 @@ def run_benchmark_class(
         raise RuntimeError(f"No benchmark_* methods found in {benchmark_cls.__name__}")
 
     # Load kernel once for all workloads
-    from kernels import get_local_kernel, get_kernel
+    from kernels import get_kernel, get_local_kernel
 
     if is_local:
         kernel = get_local_kernel(Path(repo_id), "activation")
diff --git a/kernels/src/kernels/cli/benchmark_graphics.py b/kernels/src/kernels/cli/benchmark_graphics.py
index 251ad923..f031a232 100644
--- a/kernels/src/kernels/cli/benchmark_graphics.py
+++ b/kernels/src/kernels/cli/benchmark_graphics.py
@@ -53,12 +53,9 @@ def _embed_logo_in_svg(svg_path: str, logo_size: int = 24) -> None:
     viewbox_match = re.search(r'viewBox="([^"]+)"', content)
     if viewbox_match:
         parts = viewbox_match.group(1).split()
-        width = float(parts[2])
         height = float(parts[3])
     else:
-        width_match = re.search(r'width="([0-9.]+)', content)
         height_match = re.search(r'height="([0-9.]+)', content)
-        width = float(width_match.group(1)) if width_match else 800
         height = float(height_match.group(1)) if height_match else 400
 
     svg_match = re.search(r"<svg[^>]*>(.*)</svg>", logo_svg, re.DOTALL)
@@ -481,9 +478,10 @@ def _save_speedup_gif(
         )
         return
 
-    from matplotlib.patches import FancyBboxPatch, Ellipse
     from urllib.request import urlopen
 
+    from matplotlib.patches import Ellipse, FancyBboxPatch
+
     matplotlib.use("Agg")
     plt.rcParams["font.family"] = _HF_FONT
 
@@ -753,10 +751,10 @@ def _save_speedup_svg(
                 f'<text x="{track_x+track_w+10}" y="{y+4}" font-size="10" font-weight="bold" fill="{text}">{speedup:.2f}x</text>',
                 f'<circle cx="{x_min}" cy="{y-6}" r="{ball_r}" fill="{_HF_ORANGE}" stroke="white" stroke-width="1.5">',
                 f'  <animate attributeName="cx" values="{x_min};{x_max};{x_min}" dur="{kernel_dur}s" repeatCount="indefinite" calcMode="spline" keySplines="0.5 0 0.5 1;0.5 0 0.5 1"/>',
-                f"</circle>",
+                "</circle>",
                 f'<circle cx="{x_min}" cy="{y+6}" r="{ball_r}" fill="{_HF_GRAY}" stroke="white" stroke-width="1.5">',
                 f'  <animate attributeName="cx" values="{x_min};{x_max};{x_min}" dur="{ref_dur}s" repeatCount="indefinite" calcMode="spline" keySplines="0.5 0 0.5 1;0.5 0 0.5 1"/>',
-                f"</circle>",
+                "</circle>",
             ]
         )
 
diff --git a/kernels/src/kernels/cli/doc.py b/kernels/src/kernels/cli/doc.py
index 4e88f20a..d48c0986 100644
--- a/kernels/src/kernels/cli/doc.py
+++ b/kernels/src/kernels/cli/doc.py
@@ -5,9 +5,10 @@
 
 import yaml
 
-from ._vendored.convert_rst_to_mdx import convert_rst_docstring_to_mdx
 from kernels.utils import get_kernel
 
+from ._vendored.convert_rst_to_mdx import convert_rst_docstring_to_mdx
+
 _RE_PARAMETERS = re.compile(
     r"<parameters>(((?!<parameters>).)*)</parameters>", re.DOTALL
 )
diff --git a/kernels/src/kernels/cli/init.py b/kernels/src/kernels/cli/init.py
index 867a8b99..f3d681e3 100644
--- a/kernels/src/kernels/cli/init.py
+++ b/kernels/src/kernels/cli/init.py
@@ -8,10 +8,10 @@
 from pathlib import Path
 from typing import NamedTuple
 
+import tomlkit
 from huggingface_hub import snapshot_download
 from huggingface_hub.utils import disable_progress_bars
 
-import tomlkit
 from kernels.utils import KNOWN_BACKENDS
 
 KERNEL_NAME_PATTERN = re.compile(r"^[a-z][-a-z0-9]*[a-z0-9]$")
diff --git a/kernels/src/kernels/cli/skills.py b/kernels/src/kernels/cli/skills.py
index 5d4e2499..3e935a48 100644
--- a/kernels/src/kernels/cli/skills.py
+++ b/kernels/src/kernels/cli/skills.py
@@ -5,7 +5,6 @@
 
 from huggingface_hub.utils import get_session
 
-
 DEFAULT_SKILL_ID = "cuda-kernels"
 _GITHUB_RAW_BASE = (
     "https://raw.githubusercontent.com/huggingface/kernels/main/" "skills/cuda-kernels"
diff --git a/kernels/src/kernels/cli/versions.py b/kernels/src/kernels/cli/versions.py
index aa5e1442..a752d789 100644
--- a/kernels/src/kernels/cli/versions.py
+++ b/kernels/src/kernels/cli/versions.py
@@ -1,9 +1,10 @@
 from importlib.util import find_spec
 from pathlib import Path
+
 from huggingface_hub import HfApi
 
 from kernels._versions import _get_available_versions
-from kernels.utils import _get_hf_api, _build_variants
+from kernels.utils import _build_variants, _get_hf_api
 from kernels.variants import BUILD_VARIANT_REGEX
 
 
diff --git a/kernels/src/kernels/kernel_card_utils.py b/kernels/src/kernels/kernel_card_utils.py
index b36973e5..cf8c3131 100644
--- a/kernels/src/kernels/kernel_card_utils.py
+++ b/kernels/src/kernels/kernel_card_utils.py
@@ -1,12 +1,13 @@
 import ast
 import re
 from pathlib import Path
-
-from .compat import tomllib
 from typing import Any
+
 from huggingface_hub import ModelCard, ModelCardData
 from huggingface_hub.errors import EntryNotFoundError, RepositoryNotFoundError
 
+from .compat import tomllib
+
 KERNEL_CARD_TEMPLATE_PATH = Path(__file__).parent / "card_template.md"
 DESCRIPTION = """
 This is the repository card of {repo_id} that has been pushed on the Hub. It was built to be used with the [`kernels` library](https://github.com/huggingface/kernels). This card was automatically generated.
diff --git a/kernels/src/kernels/layer/kernelize.py b/kernels/src/kernels/layer/kernelize.py
index 9b318427..a6c0cd68 100644
--- a/kernels/src/kernels/layer/kernelize.py
+++ b/kernels/src/kernels/layer/kernelize.py
@@ -3,12 +3,11 @@
 from copy import deepcopy
 from typing import TYPE_CHECKING
 
-from .repos import DeviceRepos
+from .device import Device
 from .globals import _KERNEL_MAPPING
 from .layer import kernelize_layer
-from .repos import RepositoryProtocol
 from .mode import Mode
-from .device import Device
+from .repos import DeviceRepos, RepositoryProtocol
 
 if TYPE_CHECKING:
     import torch
diff --git a/kernels/src/kernels/layer/repos.py b/kernels/src/kernels/layer/repos.py
index 6eee11b3..e9f70caa 100644
--- a/kernels/src/kernels/layer/repos.py
+++ b/kernels/src/kernels/layer/repos.py
@@ -1,12 +1,11 @@
-from abc import ABC, abstractmethod
-from typing import TYPE_CHECKING, Protocol, Type
 import sys
+from abc import ABC, abstractmethod
 from functools import lru_cache
+from typing import TYPE_CHECKING, Protocol, Type
 
-from .device import Device
-from .mode import Mode
 from ._interval_tree import IntervalTree
-from .device import CUDAProperties, ROCMProperties
+from .device import CUDAProperties, Device, ROCMProperties
+from .mode import Mode
 
 if TYPE_CHECKING:
     from torch import nn
diff --git a/kernels/tests/test_basic.py b/kernels/tests/test_basic.py
index 241c9b2a..07af9a1f 100644
--- a/kernels/tests/test_basic.py
+++ b/kernels/tests/test_basic.py
@@ -1,7 +1,7 @@
-from huggingface_hub.errors import RepositoryNotFoundError
 import pytest
 import torch
 import torch.nn.functional as F
+from huggingface_hub.errors import RepositoryNotFoundError
 
 from kernels import get_kernel, get_local_kernel, has_kernel, install_kernel
 
diff --git a/kernels/tests/test_init.py b/kernels/tests/test_init.py
index 5765b607..02c848dd 100644
--- a/kernels/tests/test_init.py
+++ b/kernels/tests/test_init.py
@@ -1,9 +1,9 @@
-import tempfile
-from pathlib import Path
 import argparse
 import os
+import tempfile
+from pathlib import Path
 
-from kernels.cli.init import run_init, parse_kernel_name
+from kernels.cli.init import parse_kernel_name, run_init
 from kernels.utils import KNOWN_BACKENDS
 
 
diff --git a/kernels/tests/test_kernel_card.py b/kernels/tests/test_kernel_card.py
index d8bf5e38..94777333 100644
--- a/kernels/tests/test_kernel_card.py
+++ b/kernels/tests/test_kernel_card.py
@@ -1,6 +1,6 @@
 import tempfile
-from pathlib import Path
 from dataclasses import dataclass
+from pathlib import Path
 from unittest.mock import patch
 
 import pytest
diff --git a/kernels/tests/test_layer.py b/kernels/tests/test_layer.py
index 05a586b0..34f4c979 100644
--- a/kernels/tests/test_layer.py
+++ b/kernels/tests/test_layer.py
@@ -1,10 +1,10 @@
 import sys
 from contextlib import nullcontext
 
-from huggingface_hub.errors import RepositoryNotFoundError
 import pytest
 import torch
 import torch.nn as nn
+from huggingface_hub.errors import RepositoryNotFoundError
 from torch.nn import functional as F
 
 from kernels import (