diff --git a/modelscope/msdatasets/data_loader/data_loader_manager.py b/modelscope/msdatasets/data_loader/data_loader_manager.py
index 504f3da6..a9e58b7c 100644
--- a/modelscope/msdatasets/data_loader/data_loader_manager.py
+++ b/modelscope/msdatasets/data_loader/data_loader_manager.py
@@ -57,6 +57,7 @@ class LocalDataLoaderManager(DataLoaderManager):
         cache_root_dir = self.dataset_context_config.cache_root_dir
         download_mode = self.dataset_context_config.download_mode
         use_streaming = self.dataset_context_config.use_streaming
+        trust_remote_code = self.dataset_context_config.trust_remote_code
         input_config_kwargs = self.dataset_context_config.config_kwargs
 
         # load local single file
@@ -81,7 +82,7 @@ class LocalDataLoaderManager(DataLoaderManager):
                 cache_dir=cache_root_dir,
                 download_mode=download_mode.value,
                 streaming=use_streaming,
-                ignore_verifications=True,
+                trust_remote_code=trust_remote_code,
                 **input_config_kwargs)
         raise f'Expected local data loader type: {LocalDataLoaderType.HF_DATA_LOADER.value}.'
 
@@ -118,7 +119,6 @@ class RemoteDataLoaderManager(DataLoaderManager):
                 data_files=data_files,
                 download_mode=download_mode_val,
                 streaming=use_streaming,
-                ignore_verifications=True,
                 trust_remote_code=trust_remote_code,
                 **input_config_kwargs)
             # download statistics
diff --git a/modelscope/msdatasets/utils/hf_datasets_util.py b/modelscope/msdatasets/utils/hf_datasets_util.py
index 3fb996ac..8bd768dc 100644
--- a/modelscope/msdatasets/utils/hf_datasets_util.py
+++ b/modelscope/msdatasets/utils/hf_datasets_util.py
@@ -874,7 +874,6 @@ class DatasetsWrapperHF:
         download_config: Optional[DownloadConfig] = None,
         download_mode: Optional[Union[DownloadMode, str]] = None,
         verification_mode: Optional[Union[VerificationMode, str]] = None,
-        ignore_verifications='deprecated',
         keep_in_memory: Optional[bool] = None,
         save_infos: bool = False,
         revision: Optional[Union[str, Version]] = None,
@@ -897,14 +896,6 @@ class DatasetsWrapperHF:
                 FutureWarning,
             )
             token = use_auth_token
-        if ignore_verifications != 'deprecated':
-            verification_mode = VerificationMode.NO_CHECKS if ignore_verifications else VerificationMode.ALL_CHECKS
-            warnings.warn(
-                "'ignore_verifications' was deprecated in favor of 'verification_mode' "
-                'in version 2.9.1 and will be removed in 3.0.0.\n'
-                f"You can remove this warning by passing 'verification_mode={verification_mode.value}' instead.",
-                FutureWarning,
-            )
         if task != 'deprecated':
             warnings.warn(
                 "'task' was deprecated in version 2.13.0 and will be removed in 3.0.0.\n",
diff --git a/tests/msdatasets/test_general_datasets.py b/tests/msdatasets/test_general_datasets.py
index d32daeb9..0792cf46 100644
--- a/tests/msdatasets/test_general_datasets.py
+++ b/tests/msdatasets/test_general_datasets.py
@@ -107,6 +107,42 @@ class GeneralMsDatasetTest(unittest.TestCase):
         assert data_sample['video_id'][0]
         assert os.path.exists(data_sample['video_id:FILE'][0])
 
+    @unittest.skipUnless(test_level() >= TEST_INNER_LEVEL,
+                         'skip test in current test level')
+    def test_local_py_script(self):
+        # Download the dataset files to temp directory
+        from tempfile import TemporaryDirectory
+        py_script_url = 'https://modelscope.cn/datasets/wangxingjun778/glue_test/resolve/master/glue_test.py'
+        with TemporaryDirectory() as tmp_dir:
+            os.makedirs(tmp_dir, exist_ok=True)
+            os.system(f'wget -P {tmp_dir} {py_script_url}')
+            py_script_file = os.path.join(tmp_dir, 'glue_test.py')
+            assert os.path.exists(py_script_file), f'File not found: {py_script_file}, ' \
+                                                   f'please check the url: {py_script_url}'
+
+            # Load the dataset
+            ds = MsDataset.load(py_script_file, subset_name='cola', split='train')
+            sample = next(iter(ds))
+            logger.info(f'>>output of test_local_py_script:\n {sample}')
+            assert sample
+
+    @unittest.skipUnless(test_level() >= TEST_INNER_LEVEL,
+                         'skip test in current test level')
+    def test_local_img_folder(self):
+        # Download the dataset files to temp directory
+        from tempfile import TemporaryDirectory
+        img_url = 'https://modelscope.cn/datasets/wangxingjun778/test_img_dataset/resolve/master/data/train/' \
+                  '000000573258.jpg'
+        with TemporaryDirectory() as tmp_dir:
+            os.makedirs(tmp_dir, exist_ok=True)
+            os.system(f'wget -P {tmp_dir} {img_url}')
+
+            # Load the local image folder
+            ds = MsDataset.load('imagefolder', data_dir=tmp_dir)
+            sample = next(iter(ds))
+            logger.info(f'>>output of test_local_img_folder:\n {sample}')
+            assert sample
+
 
 if __name__ == '__main__':
     unittest.main()