





'''simple docstring'''
import os
from typing import List, Optional, Union

from ...image_processing_utils import BatchFeature
from ...image_utils import ImageInput
from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy
from ...utils import TensorType
from ..auto import AutoTokenizer

class      snake_case     (    __lowerCamelCase       ):




 """simple docstring"""



 SCREAMING_SNAKE_CASE_	:					Dict					=["image_processor", "tokenizer"]
 SCREAMING_SNAKE_CASE_	:					Optional[int]					="BlipImageProcessor"
 SCREAMING_SNAKE_CASE_	:					Optional[int]					="AutoTokenizer"






 def __init__(       self       :							Dict							,	__A       :							Optional[int]							,	__A       :							Union[str, Any]							,	__A       :							Any	):
        super().__init__(__A							,	__A	)

        # add QFormer tokenizer
        __UpperCamelCase       =  qformer_tokenizer






 def __call__(       self       :							str							,	__A       :							ImageInput = None							,	__A       :							Union[TextInput, PreTokenizedInput, List[TextInput], List[PreTokenizedInput]] = None							,	__A       :							bool = True							,	__A       :							Union[bool, str, PaddingStrategy] = False							,	__A       :							Union[bool, str, TruncationStrategy] = None							,	__A       :							Optional[int] = None							,	__A       :							int = 0							,	__A       :							Optional[int] = None							,	__A       :							Optional[bool] = None							,	__A       :							bool = False							,	__A       :							bool = False							,	__A       :							bool = False							,	__A       :							bool = False							,	__A       :							bool = False							,	__A       :							bool = True							,	__A       :							Optional[Union[str, TensorType]] = None							,	**__A       :							List[Any]							,	):
        if images is None and text is None:
               raise ValueError('You have to specify at least images or text.'	)

        __UpperCamelCase       =  BatchFeature()

        if text is not None:
               __UpperCamelCase       =  self.tokenizer(
                   text=__A							,	add_special_tokens=__A							,	padding=__A							,	truncation=__A							,	max_length=__A							,	stride=__A							,	pad_to_multiple_of=__A							,	return_attention_mask=__A							,	return_overflowing_tokens=__A							,	return_special_tokens_mask=__A							,	return_offsets_mapping=__A							,	return_token_type_ids=__A							,	return_length=__A							,	verbose=__A							,	return_tensors=__A							,	**__A							,	)
               encoding.update(__A	)
               __UpperCamelCase       =  self.qformer_tokenizer(
                   text=__A							,	add_special_tokens=__A							,	padding=__A							,	truncation=__A							,	max_length=__A							,	stride=__A							,	pad_to_multiple_of=__A							,	return_attention_mask=__A							,	return_overflowing_tokens=__A							,	return_special_tokens_mask=__A							,	return_offsets_mapping=__A							,	return_token_type_ids=__A							,	return_length=__A							,	verbose=__A							,	return_tensors=__A							,	**__A							,	)
               __UpperCamelCase       =  qformer_text_encoding.pop('input_ids'	)
               __UpperCamelCase       =  qformer_text_encoding.pop('attention_mask'	)

        if images is not None:
               __UpperCamelCase       =  self.image_processor(__A							,	return_tensors=__A	)
               encoding.update(__A	)

        return encoding






 def        _lowerCamelCase					(       self       :							List[str]							,	*__A       :							Dict							,	**__A       :							Dict	):
        return self.tokenizer.batch_decode(*__A							,	**__A	)






 def        _lowerCamelCase					(       self       :							Optional[Any]							,	*__A       :							Union[str, Any]							,	**__A       :							Optional[int]	):
        return self.tokenizer.decode(*__A							,	**__A	)






 @property
 # Copied from transformers.models.blip.processing_blip.BlipProcessor.model_input_names
 def        _lowerCamelCase					(       self       :							Optional[Any]	):
        __UpperCamelCase       =  self.tokenizer.model_input_names
        __UpperCamelCase       =  self.image_processor.model_input_names
        return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names	)	)






 def        _lowerCamelCase					(       self       :							Union[str, Any]							,	__A       :							Union[str, Any]							,	**__A       :							Dict	):
        if os.path.isfile(__A	):
               raise ValueError(f'''Provided path ({save_directory}) should be a directory, not a file'''	)
        os.makedirs(__A							,	exist_ok=__A	)
        __UpperCamelCase       =  os.path.join(__A							,	'qformer_tokenizer'	)
        self.qformer_tokenizer.save_pretrained(__A	)
        return super().save_pretrained(__A							,	**__A	)






 @classmethod
 def        _lowerCamelCase					(       cls       :							List[Any]							,	__A       :							int							,	**__A       :							Dict	):
        __UpperCamelCase       =  AutoTokenizer.from_pretrained(__A							,	subfolder='qformer_tokenizer'	)
        __UpperCamelCase       =  cls._get_arguments_from_pretrained(__A							,	**__A	)
        args.append(__A	)
        return cls(*__A	)







from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching






def lowerCamelCase__    (							)      ->				Any:
   import os as original_os
   from os import path as original_path
   from os import rename as original_rename
   from os.path import dirname as original_dirname
   from os.path import join as original_join

   assert _test_patching.os is original_os
   assert _test_patching.path is original_path
   assert _test_patching.join is original_join

   assert _test_patching.renamed_os is original_os
   assert _test_patching.renamed_path is original_path
   assert _test_patching.renamed_join is original_join

   __snake_case							       =   '''__test_patch_submodule_mock__'''
   with patch_submodule(_test_patching       ,      '''os.path.join'''       ,      snake_case_       ):
      # Every way to access os.path.join must be patched, and the rest must stay untouched

      # check os.path.join
      assert isinstance(_test_patching.os       ,      _PatchedModuleObj       )
      assert isinstance(_test_patching.os.path       ,      _PatchedModuleObj       )
      assert _test_patching.os.path.join is mock

      # check path.join
      assert isinstance(_test_patching.path       ,      _PatchedModuleObj       )
      assert _test_patching.path.join is mock

      # check join
      assert _test_patching.join is mock

      # check that the other attributes are untouched
      assert _test_patching.os.rename is original_rename
      assert _test_patching.path.dirname is original_dirname
      assert _test_patching.os.path.dirname is original_dirname

      # Even renamed modules or objects must be patched

      # check renamed_os.path.join
      assert isinstance(_test_patching.renamed_os       ,      _PatchedModuleObj       )
      assert isinstance(_test_patching.renamed_os.path       ,      _PatchedModuleObj       )
      assert _test_patching.renamed_os.path.join is mock

      # check renamed_path.join
      assert isinstance(_test_patching.renamed_path       ,      _PatchedModuleObj       )
      assert _test_patching.renamed_path.join is mock

      # check renamed_join
      assert _test_patching.renamed_join is mock

      # check that the other attributes are untouched
      assert _test_patching.renamed_os.rename is original_rename
      assert _test_patching.renamed_path.dirname is original_dirname
      assert _test_patching.renamed_os.path.dirname is original_dirname

   # check that everthing is back to normal when the patch is over

   assert _test_patching.os is original_os
   assert _test_patching.path is original_path
   assert _test_patching.join is original_join

   assert _test_patching.renamed_os is original_os
   assert _test_patching.renamed_path is original_path
   assert _test_patching.renamed_join is original_join






def lowerCamelCase__    (							)      ->				Any:
   assert _test_patching.open is open

   __snake_case							       =   '''__test_patch_submodule_builtin_mock__'''
   # _test_patching has "open" in its globals
   assert _test_patching.open is open
   with patch_submodule(_test_patching       ,      '''open'''       ,      snake_case_       ):
      assert _test_patching.open is mock

   # check that everthing is back to normal when the patch is over

   assert _test_patching.open is open






def lowerCamelCase__    (							)      ->				List[str]:
   # pandas.read_csv is not present in _test_patching
   __snake_case							       =   '''__test_patch_submodule_missing_mock__'''
   with patch_submodule(_test_patching       ,      '''pandas.read_csv'''       ,      snake_case_       ):
      pass






def lowerCamelCase__    (							)      ->				Union[str, Any]:
   # builtin should always be mocked even if they're not in the globals
   # in case they're loaded at one point
   __snake_case							       =   '''__test_patch_submodule_missing_builtin_mock__'''
   # _test_patching doesn't have "len" in its globals
   assert getattr(_test_patching       ,      '''len'''       ,      snake_case_       ) is None
   with patch_submodule(_test_patching       ,      '''len'''       ,      snake_case_       ):
      assert _test_patching.len is mock
   assert _test_patching.len is len






def lowerCamelCase__    (							)      ->				Union[str, Any]:
   __snake_case							       =   '''__test_patch_submodule_start_and_stop_mock__'''
   __snake_case							       =   patch_submodule(_test_patching       ,      '''open'''       ,      snake_case_       )
   assert _test_patching.open is open
   patch.start()
   assert _test_patching.open is mock
   patch.stop()
   assert _test_patching.open is open






def lowerCamelCase__    (							)      ->				Optional[int]:
   from os import rename as original_rename
   from os.path import dirname as original_dirname
   from os.path import join as original_join

   __snake_case							       =   '''__test_patch_submodule_successive_join__'''
   __snake_case							       =   '''__test_patch_submodule_successive_dirname__'''
   __snake_case							       =   '''__test_patch_submodule_successive_rename__'''
   assert _test_patching.os.path.join is original_join
   assert _test_patching.os.path.dirname is original_dirname
   assert _test_patching.os.rename is original_rename

   with patch_submodule(_test_patching       ,      '''os.path.join'''       ,      snake_case_       ):
      with patch_submodule(_test_patching       ,      '''os.rename'''       ,      snake_case_       ):
         with patch_submodule(_test_patching       ,      '''os.path.dirname'''       ,      snake_case_       ):
            assert _test_patching.os.path.join is mock_join
            assert _test_patching.os.path.dirname is mock_dirname
            assert _test_patching.os.rename is mock_rename

    # try another order
   with patch_submodule(_test_patching       ,      '''os.rename'''       ,      snake_case_       ):
      with patch_submodule(_test_patching       ,      '''os.path.join'''       ,      snake_case_       ):
         with patch_submodule(_test_patching       ,      '''os.path.dirname'''       ,      snake_case_       ):
            assert _test_patching.os.path.join is mock_join
            assert _test_patching.os.path.dirname is mock_dirname
            assert _test_patching.os.rename is mock_rename

   assert _test_patching.os.path.join is original_join
   assert _test_patching.os.path.dirname is original_dirname
   assert _test_patching.os.rename is original_rename







def lowerCamelCase__    (							)      ->				Tuple:
   __snake_case							       =   '''__test_patch_submodule_doesnt_exist_mock__'''
   with patch_submodule(_test_patching       ,      '''__module_that_doesn_exist__.__attribute_that_doesn_exist__'''       ,      snake_case_       ):
      pass
   with patch_submodule(_test_patching       ,      '''os.__attribute_that_doesn_exist__'''       ,      snake_case_       ):
      pass

