



'''simple docstring'''





import copy
import re






class __A    :



 '''simple docstring'''







 __lowerCamelCase					: Optional[int]    = 'hp'
 __lowerCamelCase					: Union[str, Any]    = {}
 __lowerCamelCase					: Union[str, Any]    = None



 @classmethod
 def       a__						(cls				,     A				,     A )					->  Optional[Any]:


      """simple docstring"""



      _a											=						prefix
      _a											=						defaults
      cls.build_naming_info()



 @staticmethod
 def       a__						(A				,     A )					->  Dict:


      """simple docstring"""



      if len(A ) == 0:
           return ""
      _a											=						None
      if any(char.isdigit() for char in word ):
           raise Exception(f'''Parameters should not contain numbers: \'{word}\' contains a number''' )
      if word in info["short_word"]:
           return info["short_word"][word]
      for prefix_len in range(1				,     len(A ) + 1 ):
           _a											=						word[:prefix_len]
           if prefix in info["reverse_short_word"]:
                continue
           else:
                _a											=						prefix
                break

      if short_word is None:
           # Paranoid fallback
           def int_to_alphabetic(A ):
                _a											=						''''''
                while integer != 0:
                     _a											=						chr(ord('''A''' ) + integer % 10 ) + s
                     integer //= 10
                return s

           _a											=						0
           while True:
                _a											=						word + '''#''' + int_to_alphabetic(A )
                if sword in info["reverse_short_word"]:
                     continue
                else:
                     _a											=						sword
                     break

      _a											=						short_word
      _a											=						word
      return short_word



 @staticmethod
 def       a__						(A				,     A )					->  Any:


      """simple docstring"""



      _a											=						param_name.split('''_''' )

      _a											=						[TrialShortNamer.shortname_for_word(A				,     A ) for word in words]

      # We try to create a separatorless short name, but if there is a collision we have to fallback
      # to a separated short name
      _a											=						['''''', '''_''']

      for separator in separators:
           _a											=						separator.join(A )
           if shortname not in info["reverse_short_param"]:
                _a											=						shortname
                _a											=						param_name
                return shortname

      return param_name



 @staticmethod
 def       a__						(A				,     A )					->  Optional[int]:


      """simple docstring"""



      _a											=						TrialShortNamer.shortname_for_key(A				,     A )
      _a											=						short_name
      _a											=						param_name



 @classmethod
 def       a__						(cls )					->  Dict:


      """simple docstring"""



      if cls.NAMING_INFO is not None:
           return

      _a											=						{
          '''short_word''': {},
          '''reverse_short_word''': {},
          '''short_param''': {},
          '''reverse_short_param''': {},
      }

      _a											=						list(cls.DEFAULTS.keys() )

      for k in field_keys:
           cls.add_new_param_name(A				,     A )

      _a											=						info



 @classmethod
 def       a__						(cls				,     A )					->  int:


      """simple docstring"""



      cls.build_naming_info()
      assert cls.PREFIX is not None
      _a											=						[copy.copy(cls.PREFIX )]

      for k, v in params.items():
           if k not in cls.DEFAULTS:
                raise Exception(f'''You should provide a default value for the param name {k} with value {v}''' )
           if v == cls.DEFAULTS[k]:
                # The default value is not added to the name
                continue

           _a											=						cls.NAMING_INFO['''short_param'''][k]

           if isinstance(A				,     A ):
                _a											=						1 if v else 0

           _a											=						'''''' if isinstance(A				,     (int, float) ) else '''-'''
           _a											=						f'''{key}{sep}{v}'''
           name.append(A )

      return "_".join(A )



 @classmethod
 def       a__						(cls				,     A )					->  Dict:


      """simple docstring"""



      _a											=						repr[len(cls.PREFIX ) + 1 :]
      if repr == "":
           _a											=						[]
      else:
           _a											=						repr.split('''_''' )

      _a											=						{}

      for value in values:
           if "-" in value:
                _a						,					_a											=						value.split('''-''' )
           else:
                _a											=						re.sub('''[0-9.]'''				,     ''''''				,     A )
                _a											=						float(re.sub('''[^0-9.]'''				,     ''''''				,     A ) )

           _a											=						cls.NAMING_INFO['''reverse_short_param'''][p_k]

           _a											=						p_v

      for k in cls.DEFAULTS:
           if k not in parameters:
                _a											=						cls.DEFAULTS[k]

      return parameters








'''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


lowercase_	 =						get_tests_dir("fixtures")






class __A    (						unittest.TestCase		):



 '''simple docstring'''







 def       a__						(self )					->  List[Any]:


      """simple docstring"""



      _a											=						mock.Mock()
      _a											=						500
      _a											=						{}
      _a											=						HTTPError
      _a											=						{}

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



 def       a__						(self )					->  str:


      """simple docstring"""



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



 def       a__						(self )					->  Dict:


      """simple docstring"""



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

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

      self.assertIsNotNone(A )






@is_staging_test
class __A    (						unittest.TestCase		):



 '''simple docstring'''







 @classmethod
 def       a__						(cls )					->  Any:


      """simple docstring"""



      _a											=						TOKEN
      HfFolder.save_token(A )



 @classmethod
 def       a__						(cls )					->  Union[str, 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       a__						(self )					->  str:


      """simple docstring"""



      _a											=						ViTImageProcessor.from_pretrained(A )
      image_processor.push_to_hub('''test-image-processor'''				,     use_auth_token=self._token )

      _a											=						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 )

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



 def       a__						(self )					->  List[Any]:


      """simple docstring"""



      _a											=						ViTImageProcessor.from_pretrained(A )
      image_processor.push_to_hub('''valid_org/test-image-processor'''				,     use_auth_token=self._token )

      _a											=						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 )

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



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


      """simple docstring"""



      CustomImageProcessor.register_for_auto_class()
      _a											=						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'''}				,     )

      _a											=						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''' )



