






import sys
import tempfile
import unittest
import unittest.mock as mock
from pathlib import Path

from huggingface_hub import HfFolder, delete_repo
from requests.exceptions import HTTPError

from transformers import AutoImageProcessor, ViTImageProcessor
from transformers.testing_utils import TOKEN, USER, get_tests_dir, is_staging_test


sys.path.append(str(Path(__file__).parent.parent / '''utils'''))

from test_module.custom_image_processing import CustomImageProcessor  # noqa E402


lowerCamelCase : Any						   =       get_tests_dir('''fixtures''')

class 		lowerCAmelCase     ( unittest.TestCase			):

     '''simple docstring'''

     def       lowerCAmelCase				(  self				:	Any							)			->  str:


            """simple docstring"""

            __lowercase      :							List[Any]				=     mock.Mock()
            __lowercase      :							Any				=     500
            __lowercase      :							Any				=     {}
            __lowercase      :							Optional[Any]				=     HTTPError
            __lowercase      :							str				=     {}

            # Download this model to make sure it's in the cache.
            __lowercase      :							Optional[Any]				=     ViTImageProcessor.from_pretrained("""hf-internal-testing/tiny-random-vit"""							)
            # Under the mock environment we get a 500 error when trying to reach the model.
            with mock.patch("""requests.Session.request"""		,     return_value=A_							) as mock_head:
                   __lowercase      :							Union[str, Any]				=     ViTImageProcessor.from_pretrained("""hf-internal-testing/tiny-random-vit"""							)
                   # This check we did call the fake head request
                   mock_head.assert_called()



     def       lowerCAmelCase				(  self				:	Any							)			->  Dict:


            """simple docstring"""

            __lowercase      :							str				=     ViTImageProcessor.from_pretrained(
                """https://huggingface.co/hf-internal-testing/tiny-random-vit/resolve/main/preprocessor_config.json"""							)



     def       lowerCAmelCase				(  self				:	Dict							)			->  List[Any]:


            """simple docstring"""

            with self.assertRaises(A_							):
                   # config is in subfolder, the following should not work without specifying the subfolder
                   __lowercase      :							List[str]				=     AutoImageProcessor.from_pretrained("""hf-internal-testing/stable-diffusion-all-variants"""							)

            __lowercase      :							Any				=     AutoImageProcessor.from_pretrained(
                """hf-internal-testing/stable-diffusion-all-variants"""		,     subfolder="""feature_extractor"""							)

            self.assertIsNotNone(A_							)







@is_staging_test
class 		lowerCAmelCase     ( unittest.TestCase			):

     '''simple docstring'''

     @classmethod
     def       lowerCAmelCase				(  cls				:	List[str]							)			->  Optional[Any]:


            """simple docstring"""

            __lowercase      :							Any				=     TOKEN
            HfFolder.save_token(A_							)



     @classmethod
     def       lowerCAmelCase				(  cls				:	Union[str, Any]							)			->  Optional[Any]:


            """simple docstring"""

            try:
                   delete_repo(token=cls._token		,     repo_id="""test-image-processor"""							)
            except HTTPError:
                   pass

            try:
                   delete_repo(token=cls._token		,     repo_id="""valid_org/test-image-processor-org"""							)
            except HTTPError:
                   pass

            try:
                   delete_repo(token=cls._token		,     repo_id="""test-dynamic-image-processor"""							)
            except HTTPError:
                   pass



     def       lowerCAmelCase				(  self				:	int							)			->  Union[str, Any]:


            """simple docstring"""

            __lowercase      :							List[str]				=     ViTImageProcessor.from_pretrained(A_							)
            image_processor.push_to_hub("""test-image-processor"""		,     use_auth_token=self._token							)

            __lowercase      :							int				=     ViTImageProcessor.from_pretrained(F"{USER}/test-image-processor"							)
            for k, v in image_processor.__dict__.items():
                   self.assertEqual(A_		,     getattr(A_		,     A_							)							)

            # Reset repo
            delete_repo(token=self._token		,     repo_id="""test-image-processor"""							)

            # Push to hub via save_pretrained
            with tempfile.TemporaryDirectory() as tmp_dir:
                   image_processor.save_pretrained(
                       A_		,     repo_id="""test-image-processor"""		,     push_to_hub=A_		,     use_auth_token=self._token							)

            __lowercase      :							Union[str, Any]				=     ViTImageProcessor.from_pretrained(F"{USER}/test-image-processor"							)
            for k, v in image_processor.__dict__.items():
                   self.assertEqual(A_		,     getattr(A_		,     A_							)							)



     def       lowerCAmelCase				(  self				:	Union[str, Any]							)			->  Optional[Any]:


            """simple docstring"""

            __lowercase      :							Optional[int]				=     ViTImageProcessor.from_pretrained(A_							)
            image_processor.push_to_hub("""valid_org/test-image-processor"""		,     use_auth_token=self._token							)

            __lowercase      :							Optional[int]				=     ViTImageProcessor.from_pretrained("""valid_org/test-image-processor"""							)
            for k, v in image_processor.__dict__.items():
                   self.assertEqual(A_		,     getattr(A_		,     A_							)							)

            # Reset repo
            delete_repo(token=self._token		,     repo_id="""valid_org/test-image-processor"""							)

            # Push to hub via save_pretrained
            with tempfile.TemporaryDirectory() as tmp_dir:
                   image_processor.save_pretrained(
                       A_		,     repo_id="""valid_org/test-image-processor-org"""		,     push_to_hub=A_		,     use_auth_token=self._token							)

            __lowercase      :							Any				=     ViTImageProcessor.from_pretrained("""valid_org/test-image-processor-org"""							)
            for k, v in image_processor.__dict__.items():
                   self.assertEqual(A_		,     getattr(A_		,     A_							)							)



     def       lowerCAmelCase				(  self				:	int							)			->  Dict:


            """simple docstring"""

            CustomImageProcessor.register_for_auto_class()
            __lowercase      :							str				=     CustomImageProcessor.from_pretrained(A_							)

            image_processor.push_to_hub("""test-dynamic-image-processor"""		,     use_auth_token=self._token							)

            # This has added the proper auto_map field to the config
            self.assertDictEqual(
                image_processor.auto_map		,     {"""AutoImageProcessor""": """custom_image_processing.CustomImageProcessor"""}		,     )

            __lowercase      :							Any				=     AutoImageProcessor.from_pretrained(
                F"{USER}/test-dynamic-image-processor"		,     trust_remote_code=A_							)
            # Can't make an isinstance check because the new_image_processor is from the CustomImageProcessor class of a dynamic module
            self.assertEqual(new_image_processor.__class__.__name__		,     """CustomImageProcessor"""							)







from .imports import is_tqdm_available


if is_tqdm_available():
	from tqdm.auto import tqdm as _tqdm

from ..state import PartialState
def       snake_case_		(     lowerCAmelCase_       :						bool = True       ,       *lowerCAmelCase_       :						int       ,       **lowerCAmelCase_       :						List[str]      ):
							if not is_tqdm_available():
														raise ImportError("""Accelerate's `tqdm` module requires `tqdm` to be installed. Please run `pip install tqdm`."""      )
							__lowercase      :							List[str]				=     False
							if main_process_only:
														__lowercase      :							Optional[int]				=     PartialState().local_process_index == 0
							return _tqdm(*lowerCAmelCase_       ,       **lowerCAmelCase_       ,       disable=lowerCAmelCase_      )