



'''simple docstring'''




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


a   :			List[str]					  =    get_tests_dir("""fixtures""")

class 			UpperCamelCase_ (							unittest.TestCase			):





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

								# Download this model to make sure it's in the cache.
								UpperCAmelCase     :		Optional[int]							     =		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:
															UpperCAmelCase     :		Optional[int]							     =		ViTImageProcessor.from_pretrained("""hf-internal-testing/tiny-random-vit"""    )
															# This check we did call the fake head request
															mock_head.assert_called()





	def  _lowercase(  self    )			->			Any:
								# This test is for deprecated behavior and can be removed in v5
								UpperCAmelCase     :		Tuple							     =		ViTImageProcessor.from_pretrained(
								    """https://huggingface.co/hf-internal-testing/tiny-random-vit/resolve/main/preprocessor_config.json"""    )






	def  _lowercase(  self    )			->			Union[str, Any]:
								with self.assertRaises(A    ):
															# config is in subfolder, the following should not work without specifying the subfolder
															UpperCAmelCase     :		Any							     =		AutoImageProcessor.from_pretrained("""hf-internal-testing/stable-diffusion-all-variants"""    )

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

								self.assertIsNotNone(A    )




@is_staging_test
class 			UpperCamelCase_ (							unittest.TestCase			):





	@classmethod
	def  _lowercase(  cls    )			->			Dict:
								UpperCAmelCase     :		Tuple							     =		TOKEN
								HfFolder.save_token(A    )





	@classmethod
	def  _lowercase(  cls    )			->			List[str]:
								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  _lowercase(  self    )			->			Optional[int]:
								UpperCAmelCase     :		Union[str, Any]							     =		ViTImageProcessor.from_pretrained(A    )
								image_processor.push_to_hub("""test-image-processor"""		,		use_auth_token=self._token    )

								UpperCAmelCase     :		Optional[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    )

								UpperCAmelCase     :		Tuple							     =		ViTImageProcessor.from_pretrained(f'''{USER}/test-image-processor'''    )
								for k, v in image_processor.__dict__.items():
															self.assertEqual(A		,		getattr(A		,		A    )    )





	def  _lowercase(  self    )			->			List[str]:
								UpperCAmelCase     :		List[str]							     =		ViTImageProcessor.from_pretrained(A    )
								image_processor.push_to_hub("""valid_org/test-image-processor"""		,		use_auth_token=self._token    )

								UpperCAmelCase     :		Tuple							     =		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    )

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






	def  _lowercase(  self    )			->			Optional[int]:
								CustomImageProcessor.register_for_auto_class()
								UpperCAmelCase     :		Optional[Any]							     =		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"""}		,		)

								UpperCAmelCase     :		Union[str, 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"""    )






'''simple docstring'''




from operator import delitem, getitem, setitem

import pytest

from data_structures.hashing.hash_map import HashMap



def       __lowerCamelCase  (					_lowercase		)      ->			Optional[Any]:
							return getitem, k



def       __lowerCamelCase  (					_lowercase	,				_lowercase		)      ->			List[str]:
							return setitem, k, v



def       __lowerCamelCase  (					_lowercase		)      ->			int:
							return delitem, k



def       __lowerCamelCase  (					_lowercase	,				_lowercase	,				*_lowercase		)      ->			Optional[Any]:
							try:
														return fun(_lowercase	,				*_lowercase		), None
							except Exception as e:
														return None, e


a   :			List[str]					  =    (
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
)

a   :			List[Any]					  =    [
    _set("""key_a""", """val_a"""),
    _set("""key_a""", """val_b"""),
]

a   :			int					  =    [
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
    _del("""key_a"""),
    _del("""key_b"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
]

a   :			List[Any]					  =    [
    _get("""key_a"""),
    _del("""key_a"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
    _del("""key_a"""),
    _get("""key_a"""),
]

a   :			Tuple					  =    [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
]

a   :			Optional[Any]					  =    [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
    *[_del(x) for x in range(5)],
    _set("""key_a""", """val_b"""),
]



@pytest.mark.parametrize(
    """operations"""	,				(
        pytest.param(_add_items	,				id="""add items"""		),
        pytest.param(_overwrite_items	,				id="""overwrite items"""		),
        pytest.param(_delete_items	,				id="""delete items"""		),
        pytest.param(_access_absent_items	,				id="""access absent items"""		),
        pytest.param(_add_with_resize_up	,				id="""add with resize up"""		),
        pytest.param(_add_with_resize_down	,				id="""add with resize down"""		),
    )	,				)
def       __lowerCamelCase  (					_lowercase		)      ->			Optional[int]:
							UpperCAmelCase     :		List[str]							     =		HashMap(initial_block_size=4		)
							UpperCAmelCase     :		Dict							     =		{}
							for _, (fun, *args) in enumerate(_lowercase		):
														UpperCAmelCase     ,     UpperCAmelCase     :		Union[str, Any]							     =		_run_operation(_lowercase	,				_lowercase	,				*_lowercase		)
														UpperCAmelCase     ,     UpperCAmelCase     :		Any							     =		_run_operation(_lowercase	,				_lowercase	,				*_lowercase		)
														assert my_res == py_res
														assert str(_lowercase		) == str(_lowercase		)
														assert set(_lowercase		) == set(_lowercase		)
														assert len(_lowercase		) == len(_lowercase		)
														assert set(my.items()		) == set(py.items()		)



def       __lowerCamelCase  (					)      ->			List[Any]:
							def is_public(_lowercase		) -> bool:
														return not name.startswith("""_"""		)

							UpperCAmelCase     :		int							     =		{name for name in dir({}		) if is_public(_lowercase		)}
							UpperCAmelCase     :		Any							     =		{name for name in dir(HashMap()		) if is_public(_lowercase		)}

							assert dict_public_names > hash_public_names

