



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   			=get_tests_dir("fixtures")

class 		UpperCAmelCase__			(			unittest.TestCase   ):




			'''simple docstring'''






			def  snake_case__     (   self							: List[str] ):
					'''simple docstring'''





					__UpperCAmelCase    :     str													=	mock.Mock()
					__UpperCAmelCase    :     Optional[int]													=	5_00
					__UpperCAmelCase    :     Tuple													=	{}
					__UpperCAmelCase    :     Union[str, Any]													=	HTTPError
					__UpperCAmelCase    :     List[Any]													=	{}

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




			def  snake_case__     (   self							: List[str] ):
					'''simple docstring'''





					__UpperCAmelCase    :     Optional[int]													=	ViTImageProcessor.from_pretrained(
					    '''https://huggingface.co/hf-internal-testing/tiny-random-vit/resolve/main/preprocessor_config.json''' )




			def  snake_case__     (   self							: Optional[Any] ):
					'''simple docstring'''





					with self.assertRaises(a_ ):
							# config is in subfolder, the following should not work without specifying the subfolder
							__UpperCAmelCase    :     Tuple													=	AutoImageProcessor.from_pretrained('''hf-internal-testing/stable-diffusion-all-variants''' )

					__UpperCAmelCase    :     str													=	AutoImageProcessor.from_pretrained(
					    '''hf-internal-testing/stable-diffusion-all-variants'''       ,       subfolder='''feature_extractor''' )

					self.assertIsNotNone(a_ )

@is_staging_test
class 		UpperCAmelCase__			(			unittest.TestCase   ):




			'''simple docstring'''






			@classmethod
			def  snake_case__     (   cls							: Optional[int] ):
					'''simple docstring'''





					__UpperCAmelCase    :     int													=	TOKEN
					HfFolder.save_token(a_ )




			@classmethod
			def  snake_case__     (   cls							: Tuple ):
					'''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  snake_case__     (   self							: List[str] ):
					'''simple docstring'''





					__UpperCAmelCase    :     Tuple													=	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    :     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  snake_case__     (   self							: Optional[int] ):
					'''simple docstring'''





					__UpperCAmelCase    :     str													=	ViTImageProcessor.from_pretrained(a_ )
					image_processor.push_to_hub('''valid_org/test-image-processor'''       ,       use_auth_token=self._token )

					__UpperCAmelCase    :     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 )

					__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  snake_case__     (   self							: str ):
					'''simple docstring'''





					CustomImageProcessor.register_for_auto_class()
					__UpperCAmelCase    :     Dict													=	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    :     List[str]													=	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''' )










def        a						(      _UpperCAmelCase							:					Any						):







		'''simple docstring'''





		__UpperCAmelCase    :     Any													=	0
		__UpperCAmelCase    :     str													=	len(_UpperCAmelCase						)

		for i in range(n - 1						):
				for j in range(i + 1 ,   _UpperCAmelCase						):
						if arr[i] > arr[j]:
								num_inversions += 1

		return num_inversions

def        a						(      _UpperCAmelCase							:					str						):







		'''simple docstring'''





		if len(_UpperCAmelCase						) <= 1:
				return arr, 0
		__UpperCAmelCase    :     Dict													=	len(_UpperCAmelCase						) // 2
		__UpperCAmelCase    :     Union[str, Any]													=	arr[0:mid]
		__UpperCAmelCase    :     Optional[Any]													=	arr[mid:]

		__UpperCAmelCase							,					__UpperCAmelCase    :     Tuple													=	count_inversions_recursive(_UpperCAmelCase						)
		__UpperCAmelCase							,					__UpperCAmelCase    :     Optional[Any]													=	count_inversions_recursive(_UpperCAmelCase						)
		__UpperCAmelCase							,					__UpperCAmelCase    :     int													=	_count_cross_inversions(_UpperCAmelCase ,   _UpperCAmelCase						)

		__UpperCAmelCase    :     List[str]													=	inversion_p + inversions_q + cross_inversions
		return c, num_inversions

def        a						(      _UpperCAmelCase							:					List[str] ,   _UpperCAmelCase							:					Any						):







		'''simple docstring'''





		__UpperCAmelCase    :     List[Any]													=	[]
		__UpperCAmelCase    :     Any													=	0
		while i < len(_UpperCAmelCase						) and j < len(_UpperCAmelCase						):
				if p[i] > q[j]:
						# if P[1] > Q[j], then P[k] > Q[k] for all  i < k <= len(P)
						# These are all inversions. The claim emerges from the
						# property that P is sorted.
						num_inversion += len(_UpperCAmelCase						) - i
						r.append(q[j]						)
						j += 1
				else:
						r.append(p[i]						)
						i += 1

		if i < len(_UpperCAmelCase						):
				r.extend(p[i:]						)
		else:
				r.extend(q[j:]						)

		return r, num_inversion

def        a						(      ):







		'''simple docstring'''





		__UpperCAmelCase    :     Optional[Any]													=	[10, 2, 1, 5, 5, 2, 11]

		# this arr has 8 inversions:
		# (10, 2), (10, 1), (10, 5), (10, 5), (10, 2), (2, 1), (5, 2), (5, 2)

		__UpperCAmelCase    :     List[str]													=	count_inversions_bf(_UpperCAmelCase						)
		__UpperCAmelCase							,					__UpperCAmelCase    :     Tuple													=	count_inversions_recursive(_UpperCAmelCase						)

		assert num_inversions_bf == num_inversions_recursive == 8

		print('''number of inversions = ''' ,   _UpperCAmelCase						)

		# testing an array with zero inversion (a sorted arr_1)

		arr_a.sort()
		__UpperCAmelCase    :     Any													=	count_inversions_bf(_UpperCAmelCase						)
		__UpperCAmelCase							,					__UpperCAmelCase    :     int													=	count_inversions_recursive(_UpperCAmelCase						)

		assert num_inversions_bf == num_inversions_recursive == 0
		print('''number of inversions = ''' ,   _UpperCAmelCase						)

		# an empty list should also have zero inversions
		__UpperCAmelCase    :     Tuple													=	[]
		__UpperCAmelCase    :     Union[str, Any]													=	count_inversions_bf(_UpperCAmelCase						)
		__UpperCAmelCase							,					__UpperCAmelCase    :     int													=	count_inversions_recursive(_UpperCAmelCase						)

		assert num_inversions_bf == num_inversions_recursive == 0
		print('''number of inversions = ''' ,   _UpperCAmelCase						)


if __name__ == "__main__":
				main()





