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


__SCREAMING_SNAKE_CASE						:   List[Any]         =			get_tests_dir('fixtures')



class        lowercase_   (					unittest.TestCase		):



							def 	UpperCamelCase	(						self    ):
													# A mock response for an HTTP head request to emulate server down
													_snake_case						:					List[str]    =   mock.Mock()
													_snake_case						:					int    =   500
													_snake_case						:					Tuple    =   {}
													_snake_case						:					Optional[int]    =   HTTPError
													_snake_case						:					List[Any]    =   {}

													# Download this model to make sure it's in the cache.
													_snake_case						:					List[str]    =   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=lowercase_    ) as mock_head:
																			_snake_case						:					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 	UpperCamelCase	(						self    ):
													# This test is for deprecated behavior and can be removed in v5
													_snake_case						:					List[Any]    =   ViTImageProcessor.from_pretrained(
													    "https://huggingface.co/hf-internal-testing/tiny-random-vit/resolve/main/preprocessor_config.json"    )



							def 	UpperCamelCase	(						self    ):
													with self.assertRaises(lowercase_    ):
																			# config is in subfolder, the following should not work without specifying the subfolder
																			_snake_case						:					Optional[int]    =   AutoImageProcessor.from_pretrained("hf-internal-testing/stable-diffusion-all-variants"    )

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

													self.assertIsNotNone(lowercase_    )




@is_staging_test
class        lowercase_   (					unittest.TestCase		):



							@classmethod
							def 	UpperCamelCase	(						cls    ):
													_snake_case						:					Optional[Any]    =   TOKEN
													HfFolder.save_token(lowercase_    )



							@classmethod
							def 	UpperCamelCase	(						cls    ):
													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 	UpperCamelCase	(						self    ):
													_snake_case						:					List[Any]    =   ViTImageProcessor.from_pretrained(lowercase_    )
													image_processor.push_to_hub("test-image-processor"				,    use_auth_token=self._token    )

													_snake_case						:					List[Any]    =   ViTImageProcessor.from_pretrained(f"""{USER}/test-image-processor"""    )
													for k, v in image_processor.__dict__.items():
																			self.assertEqual(lowercase_				,    getattr(lowercase_				,    lowercase_    )    )

													# 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(
																			    lowercase_				,    repo_id="test-image-processor"				,    push_to_hub=lowercase_				,    use_auth_token=self._token    )

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



							def 	UpperCamelCase	(						self    ):
													_snake_case						:					List[str]    =   ViTImageProcessor.from_pretrained(lowercase_    )
													image_processor.push_to_hub("valid_org/test-image-processor"				,    use_auth_token=self._token    )

													_snake_case						:					str    =   ViTImageProcessor.from_pretrained("valid_org/test-image-processor"    )
													for k, v in image_processor.__dict__.items():
																			self.assertEqual(lowercase_				,    getattr(lowercase_				,    lowercase_    )    )

													# 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(
																			    lowercase_				,    repo_id="valid_org/test-image-processor-org"				,    push_to_hub=lowercase_				,    use_auth_token=self._token    )

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



							def 	UpperCamelCase	(						self    ):
													CustomImageProcessor.register_for_auto_class()
													_snake_case						:					Any    =   CustomImageProcessor.from_pretrained(lowercase_    )

													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"}				,    )

													_snake_case						:					Dict    =   AutoImageProcessor.from_pretrained(
													    f"""{USER}/test-dynamic-image-processor"""				,    trust_remote_code=lowercase_    )
													# 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"    )
def  snake_case						(__lowercase ,      __lowercase						)	->	str:

						'''simple docstring'''



						_snake_case						:					Tuple    =   ""
						for word_or_phrase in separated:
												if not isinstance(__lowercase ,      __lowercase						):
																		raise Exception("join() accepts only strings to be joined"						)
												joined += word_or_phrase + separator
						return joined.strip(__lowercase						)


if __name__ == "__main__":
				from doctest import testmod

				testmod()