diff --git a/.github/workflows/pr_stage_test.yml b/.github/workflows/pr_stage_test.yml
index b91c9ee3e5..021e892e2e 100644
--- a/.github/workflows/pr_stage_test.yml
+++ b/.github/workflows/pr_stage_test.yml
@@ -98,14 +98,12 @@ jobs:
             torch: '2.4.1'
             cuda: 'cu118'
             image: 'nvidia/cuda:11.8.0-cudnn8-runtime-ubuntu22.04'
-          - python-version: '3.10'
+          - python-version: '3.12'
             torch: '2.8.0'
             cuda: 'cu129'
             image: 'nvidia/cuda:12.9.1-cudnn-runtime-ubuntu22.04'
     container:
       image: ${{ matrix.image }}
-    permissions:
-      pull-requests: write
     steps:
       - name: Show disk usage
         run: df -h
@@ -155,12 +153,7 @@ jobs:
           format: markdown
           output: both
           hide_branch_rate: false
-      - name: Add Coverage PR Comment
-        uses: marocchino/sticky-pull-request-comment@v2
-        if: github.event_name == 'pull_request'
-        with:
-          recreate: true
-          path: code-coverage-results.md
+
 
   # build_windows:
   #   runs-on: windows-2022
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dc5234058f..ba8038d668 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -65,3 +65,8 @@ repos:
               | ^docs
           )
         additional_dependencies: ["types-setuptools", "types-requests", "types-PyYAML"]
+  - repo: https://github.com/astral-sh/uv-pre-commit
+    # uv version.
+    rev: 0.9.5
+    hooks:
+      - id: uv-lock
diff --git a/mmengine/config/utils.py b/mmengine/config/utils.py
index 001a2267ac..81e53aa637 100644
--- a/mmengine/config/utils.py
+++ b/mmengine/config/utils.py
@@ -177,6 +177,9 @@ def _is_builtin_module(module_name: str) -> bool:
     origin_path = getattr(spec, 'origin', None)
     if origin_path is None:
         return False
+    # Handle frozen modules (e.g., os module in some Python distributions)
+    if origin_path == 'frozen':
+        return True
     origin_path = osp.abspath(origin_path)
     if ('site-package' in origin_path or 'dist-package' in origin_path
             or not origin_path.startswith(
diff --git a/pyproject.toml b/pyproject.toml
index 43f92a1ad2..1e04481027 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "onedl-mmengine"
-version = "0.10.8"
+version = "0.10.9"
 description = "Engine of VBTI projects"
 readme = "README.md"
 authors = [
@@ -14,6 +14,8 @@ classifiers = [
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3",
     "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
     "Topic :: Utilities"
 ]
 dependencies = [
@@ -29,7 +31,7 @@ dependencies = [
 
 [dependency-groups]
 test = [
-    "aim<=3.17.5; sys_platform != 'win32'",
+    "aim; sys_platform != 'win32'",
     "bitsandbytes",
     "clearml",
     "coverage",
@@ -77,7 +79,7 @@ all = [
     "termcolor",
     "yapf",
     "regex; sys_platform == 'win32'",
-    "aim<=3.17.5; sys_platform != 'win32'",
+    "aim; sys_platform != 'win32'",
     "bitsandbytes",
     "clearml",
     "coverage",
diff --git a/tests/data/config/lazy_module_config/test_ast_transform.py b/tests/data/config/lazy_module_config/test_ast_transform.py
index a8803dde24..6f0ada1736 100644
--- a/tests/data/config/lazy_module_config/test_ast_transform.py
+++ b/tests/data/config/lazy_module_config/test_ast_transform.py
@@ -3,7 +3,7 @@
 from importlib.util import find_spec as find_module
 
 import numpy
-import numpy.compat
+import numpy.fft
 import numpy.linalg as linalg
 
 from mmengine.config import Config
diff --git a/tests/test_config/test_lazy.py b/tests/test_config/test_lazy.py
index d69822814b..78676ed4c5 100644
--- a/tests/test_config/test_lazy.py
+++ b/tests/test_config/test_lazy.py
@@ -8,7 +8,7 @@
 from unittest import TestCase
 
 import numpy
-import numpy.compat
+import numpy.fft
 import numpy.linalg as linalg
 from rich.progress import Progress
 
@@ -56,17 +56,17 @@ def test_lazy_module(self):
 
         # 1.2 getattr as LazyAttr
         self.assertIsInstance(lazy_numpy.linalg, LazyAttr)
-        self.assertIsInstance(lazy_numpy.compat, LazyAttr)
+        self.assertIsInstance(lazy_numpy.fft, LazyAttr)
 
         # 1.3 Build module from LazyObject. amp and functional can be accessed
         imported_numpy = lazy_numpy.build()
         self.assertIs(imported_numpy.linalg, linalg)
-        self.assertIs(imported_numpy.compat, numpy.compat)
+        self.assertIs(imported_numpy.fft, numpy.fft)
 
         # 1.4.1 Build module from LazyAttr
         imported_linalg = lazy_numpy.linalg.build()
-        imported_compat = lazy_numpy.compat.build()
-        self.assertIs(imported_compat, numpy.compat)
+        imported_compat = lazy_numpy.fft.build()
+        self.assertIs(imported_compat, numpy.fft)
         self.assertIs(imported_linalg, linalg)
 
         # 1.4.2 build class method from LazyAttr
diff --git a/tests/test_fileio/test_backends/test_petrel_backend.py b/tests/test_fileio/test_backends/test_petrel_backend.py
index 6f379c3f23..0dbad20853 100644
--- a/tests/test_fileio/test_backends/test_petrel_backend.py
+++ b/tests/test_fileio/test_backends/test_petrel_backend.py
@@ -1,7 +1,6 @@
 # Copyright (c) OpenMMLab. All rights reserved.
 import os
 import os.path as osp
-import sys
 import tempfile
 from contextlib import contextmanager
 from copy import deepcopy
@@ -49,54 +48,63 @@ def build_temporary_directory():
         yield tmp_dir
 
 
+# Check if petrel_client is available
+PETREL_CLIENT_AVAILABLE = False
 try:
-    # Other unit tests may mock these modules so we need to pop them first.
-    sys.modules.pop('petrel_client', None)
-    sys.modules.pop('petrel_client.client', None)
-
-    # If petrel_client is imported successfully, we can test PetrelBackend
-    # without mock.
     import petrel_client  # noqa: F401
-except ImportError:
-    sys.modules['petrel_client'] = MagicMock()
-    sys.modules['petrel_client.client'] = MagicMock()
-
-    class MockPetrelClient:
-
-        def __init__(self,
-                     enable_mc=True,
-                     enable_multi_cluster=False,
-                     conf_path=None):
-            self.enable_mc = enable_mc
-            self.enable_multi_cluster = enable_multi_cluster
-            self.conf_path = conf_path
-
-        def Get(self, filepath):
-            with open(filepath, 'rb') as f:
-                content = f.read()
-            return content
-
-        def put(self):
-            pass
+    PETREL_CLIENT_AVAILABLE = True
+except (ImportError, ModuleNotFoundError):
+    PETREL_CLIENT_AVAILABLE = False
 
-        def delete(self):
-            pass
 
-        def contains(self):
-            pass
+class MockPetrelClient:
+    """Mock PetrelClient for testing when petrel_client is not available."""
 
-        def isdir(self):
-            pass
+    def __init__(self,
+                 enable_mc=True,
+                 enable_multi_cluster=False,
+                 conf_path=None):
+        self.enable_mc = enable_mc
+        self.enable_multi_cluster = enable_multi_cluster
+        self.conf_path = conf_path
+
+    def Get(self, filepath):
+        with open(filepath, 'rb') as f:
+            content = f.read()
+        return content
+
+    def put(self, filepath, content):
+        pass
+
+    def delete(self, filepath):
+        pass
+
+    def contains(self, filepath):
+        pass
+
+    def isdir(self, filepath):
+        pass
+
+    def list(self, dir_path):
+        for entry in os.scandir(dir_path):
+            if entry.name.startswith('.'):
+                continue
+            if entry.is_file():
+                yield entry.name
+            elif entry.is_dir():
+                yield entry.name + '/'
 
-        def list(self, dir_path):
-            for entry in os.scandir(dir_path):
-                if not entry.name.startswith('.') and entry.is_file():
-                    yield entry.name
-                elif osp.isdir(entry.path):
-                    yield entry.name + '/'
 
-    @contextmanager
-    def delete_and_reset_method(obj, method):
+@contextmanager
+def delete_and_reset_method(obj, method):
+    if hasattr(obj, '_mock_methods') or str(type(obj).__name__) == 'MagicMock':
+        method_obj = deepcopy(getattr(obj, method))
+        try:
+            delattr(obj, method)
+            yield
+        finally:
+            setattr(obj, method, method_obj)
+    else:
         method_obj = deepcopy(getattr(type(obj), method))
         try:
             delattr(type(obj), method)
@@ -104,7 +112,11 @@ def delete_and_reset_method(obj, method):
         finally:
             setattr(type(obj), method, method_obj)
 
-    @patch('petrel_client.client.Client', MockPetrelClient)
+
+if not PETREL_CLIENT_AVAILABLE:
+    # Define the test class that uses mocking when
+    # petrel_client is not available
+
     class TestPetrelBackend(TestCase):
 
         @classmethod
@@ -118,6 +130,24 @@ def setUpClass(cls):
             cls.expected_dir = 's3://user/data'
             cls.expected_path = f'{cls.expected_dir}/test.jpg'
 
+        def setUp(self):
+            # Mock petrel_client for each test
+            self.mock_petrel_client = MagicMock()
+            self.mock_client_module = MagicMock()
+            self.mock_client_module.Client = MockPetrelClient
+            self.mock_petrel_client.client = self.mock_client_module
+
+            self.patcher_petrel = patch.dict(
+                'sys.modules', {
+                    'petrel_client': self.mock_petrel_client,
+                    'petrel_client.client': self.mock_client_module
+                })
+            self.patcher_petrel.start()
+
+        def tearDown(self):
+            # Clean up the mock
+            self.patcher_petrel.stop()
+
         def test_name(self):
             backend = PetrelBackend()
             self.assertEqual(backend.name, 'PetrelBackend')
@@ -563,6 +593,7 @@ def test_generate_presigned_url(self):
             pass
 
 else:
+    # Define the test class that uses real petrel_client when available
 
     class TestPetrelBackend(TestCase):  # type: ignore
 
diff --git a/tests/test_fileio/test_fileclient.py b/tests/test_fileio/test_fileclient.py
index 5f71379c23..af7b7b47e5 100644
--- a/tests/test_fileio/test_fileclient.py
+++ b/tests/test_fileio/test_fileclient.py
@@ -16,8 +16,6 @@
 from mmengine.utils import has_method
 
 sys.modules['ceph'] = MagicMock()
-sys.modules['petrel_client'] = MagicMock()
-sys.modules['petrel_client.client'] = MagicMock()
 sys.modules['mc'] = MagicMock()
 
 
@@ -137,6 +135,24 @@ def setup_class(cls):
         cls.img_shape = (300, 400, 3)
         cls.text_path = cls.test_data_dir / 'filelist.txt'
 
+    def setup_method(self):
+        # Mock petrel_client for each test
+        self.mock_petrel_client = MagicMock()
+        self.mock_client_module = MagicMock()
+        self.mock_client_module.Client = MockPetrelClient
+        self.mock_petrel_client.client = self.mock_client_module
+
+        self.patcher_petrel = patch.dict(
+            'sys.modules', {
+                'petrel_client': self.mock_petrel_client,
+                'petrel_client.client': self.mock_client_module
+            })
+        self.patcher_petrel.start()
+
+    def teardown_method(self):
+        # Clean up the mock
+        self.patcher_petrel.stop()
+
     def test_error(self):
         with pytest.raises(ValueError):
             FileClient('hadoop')
@@ -289,7 +305,6 @@ def test_disk_backend(self):
                         osp.join('dir2', 'img.jpg'), 'text1.txt', 'text2.txt'
                     }
 
-    @patch('petrel_client.client.Client', MockPetrelClient)
     @pytest.mark.parametrize('backend,prefix', [('petrel', None),
                                                 (None, 's3')])
     def test_petrel_backend(self, backend, prefix):
diff --git a/tests/test_visualizer/test_vis_backend.py b/tests/test_visualizer/test_vis_backend.py
index c991462ef9..0e090583e2 100644
--- a/tests/test_visualizer/test_vis_backend.py
+++ b/tests/test_visualizer/test_vis_backend.py
@@ -462,37 +462,36 @@ def test_close(self):
     reason='Aim does not support Windows for now.')
 class TestAimVisBackend:
 
+    @classmethod
+    def setup_class(cls):
+        """Setup AimVisBackend instance once for all tests in this class."""
+        cls.aim_vis_backend = AimVisBackend()
+
     def test_init(self):
         AimVisBackend()
         VISBACKENDS.build(dict(type='AimVisBackend'))
 
     def test_experiment(self):
-        aim_vis_backend = AimVisBackend()
-        assert aim_vis_backend.experiment == aim_vis_backend._aim_run
+        assert self.aim_vis_backend.experiment == self.aim_vis_backend._aim_run
 
     def test_add_config(self):
         cfg = Config(dict(a=1, b=dict(b1=[0, 1])))
-        aim_vis_backend = AimVisBackend()
-        aim_vis_backend.add_config(cfg)
+        self.aim_vis_backend.add_config(cfg)
 
     def test_add_image(self):
         image = np.random.randint(0, 256, size=(10, 10, 3)).astype(np.uint8)
-        aim_vis_backend = AimVisBackend()
-        aim_vis_backend.add_image('img', image)
-        aim_vis_backend.add_image('img', image, step=1)
+        self.aim_vis_backend.add_image('img', image)
+        self.aim_vis_backend.add_image('img', image, step=1)
 
     def test_add_scalar(self):
-        aim_vis_backend = AimVisBackend()
-        aim_vis_backend.add_scalar('map', 0.9)
-        aim_vis_backend.add_scalar('map', 0.9, step=1)
-        aim_vis_backend.add_scalar('map', 0.95, step=2)
+        self.aim_vis_backend.add_scalar('map', 0.9)
+        self.aim_vis_backend.add_scalar('map', 0.9, step=1)
+        self.aim_vis_backend.add_scalar('map', 0.95, step=2)
 
     def test_add_scalars(self):
-        aim_vis_backend = AimVisBackend()
         input_dict = {'map': 0.7, 'acc': 0.9}
-        aim_vis_backend.add_scalars(input_dict)
+        self.aim_vis_backend.add_scalars(input_dict)
 
     def test_close(self):
-        aim_vis_backend = AimVisBackend()
-        aim_vis_backend._init_env()
-        aim_vis_backend.close()
+        self.aim_vis_backend._init_env()
+        self.aim_vis_backend.close()
diff --git a/uv.lock b/uv.lock
index fb2cd91297..47bd3168f9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2802,7 +2802,7 @@ wheels = [
 
 [[package]]
 name = "onedl-mmengine"
-version = "0.10.8"
+version = "0.10.9"
 source = { editable = "." }
 dependencies = [
     { name = "addict" },
@@ -2887,7 +2887,7 @@ test-lite = [
 requires-dist = [
     { name = "addict" },
     { name = "addict", marker = "extra == 'all'" },
-    { name = "aim", marker = "sys_platform != 'win32' and extra == 'all'", specifier = "<=3.17.5" },
+    { name = "aim", marker = "sys_platform != 'win32' and extra == 'all'" },
     { name = "bitsandbytes", marker = "extra == 'all'" },
     { name = "clearml", marker = "extra == 'all'" },
     { name = "coverage", marker = "extra == 'all'" },
@@ -2935,7 +2935,7 @@ docs = [
     { name = "urllib3" },
 ]
 test = [
-    { name = "aim", marker = "sys_platform != 'win32'", specifier = "<=3.17.5" },
+    { name = "aim", marker = "sys_platform != 'win32'" },
     { name = "bitsandbytes" },
     { name = "clearml" },
     { name = "coverage" },