




"""simple docstring"""

import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
a							      =     '''src/diffusers'''
a							      =     '''.'''


# This is to make sure the diffusers module imported is the one in the repo.
a							      =     importlib.util.spec_from_file_location(
    '''diffusers''',
    os.path.join(DIFFUSERS_PATH, '''__init__.py'''),
    submodule_search_locations=[DIFFUSERS_PATH],
)
a							      =     spec.loader.load_module()






def 		_snake_case	(   _snake_case				:   Union[str, Any]							,    _snake_case				:   int				)       ->   Union[str, Any]:






      '''simple docstring'''


      return line.startswith(_snake_case				) or len(_snake_case				) <= 1 or re.search(R'^\s*\)(\s*->.*:|:)\s*$'							,    _snake_case				) is not None






def 		_snake_case	(   _snake_case				:   Optional[int]				)       ->   int:






      '''simple docstring'''


      _A     =  object_name.split('.'				)
      _A     =  0

      # First let's find the module where our object lives.
      _A     =  parts[i]
      while i < len(_snake_case				) and not os.path.isfile(os.path.join(_snake_case							,    F'''{module}.py'''				)				):
            i += 1
            if i < len(_snake_case				):
                  _A     =  os.path.join(_snake_case							,    parts[i]				)
      if i >= len(_snake_case				):
            raise ValueError(F'''`object_name` should begin with the name of a module of diffusers but got {object_name}.'''				)

      with open(os.path.join(_snake_case							,    F'''{module}.py'''				)							,    'r'							,    encoding='utf-8'							,    newline='\n'				) as f:
            _A     =  f.readlines()

      # Now let's find the class / func in the code!
      _A     =  ''
      _A     =  0
      for name in parts[i + 1 :]:
            while (
                line_index < len(_snake_case				) and re.search(RF'''^{indent}(class|def)\s+{name}(\(|\:)'''							,    lines[line_index]				) is None
            ):
                  line_index += 1
            indent += "    "
            line_index += 1

      if line_index >= len(_snake_case				):
            raise ValueError(F''' {object_name} does not match any function or class in {module}.'''				)

      # We found the beginning of the class / func, now let's find the end (when the indent diminishes).
      _A     =  line_index
      while line_index < len(_snake_case				) and _should_continue(lines[line_index]							,    _snake_case				):
            line_index += 1
      # Clean up empty lines at the end (if any).
      while len(lines[line_index - 1]				) <= 1:
            line_index -= 1

      _A     =  lines[start_index:line_index]
      return "".join(_snake_case				)


a							      =     re.compile(r'''^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)''')
a							      =     re.compile(r'''^\s*(\S+)->(\S+)(\s+.*|$)''')
a							      =     re.compile(r'''<FILL\s+[^>]*>''')






def 		_snake_case	(   _snake_case				:   Optional[int]				)       ->   Any:






      '''simple docstring'''


      _A     =  code.split('\n'				)
      _A     =  0
      while idx < len(_snake_case				) and len(lines[idx]				) == 0:
            idx += 1
      if idx < len(_snake_case				):
            return re.search(R'^(\s*)\S'							,    lines[idx]				).groups()[0]
      return ""






def 		_snake_case	(   _snake_case				:   Union[str, Any]				)       ->   List[Any]:






      '''simple docstring'''


      _A     =  len(get_indent(_snake_case				)				) > 0
      if has_indent:
            _A     =  F'''class Bla:\n{code}'''
      _A     =  black.Mode(target_versions={black.TargetVersion.PYaa}							,    line_length=1_19							,    preview=_snake_case				)
      _A     =  black.format_str(_snake_case							,    mode=_snake_case				)
      _A  ,       _A     =  style_docstrings_in_code(_snake_case				)
      return result[len('class Bla:\n'				) :] if has_indent else result






def 		_snake_case	(   _snake_case				:   Tuple							,    _snake_case				:   List[Any]=False				)       ->   Tuple:






      '''simple docstring'''


      with open(_snake_case							,    'r'							,    encoding='utf-8'							,    newline='\n'				) as f:
            _A     =  f.readlines()
      _A     =  []
      _A     =  0
      # Not a for loop cause `lines` is going to change (if `overwrite=True`).
      while line_index < len(_snake_case				):
            _A     =  _re_copy_warning.search(lines[line_index]				)
            if search is None:
                  line_index += 1
                  continue

            # There is some copied code here, let's retrieve the original.
            _A  ,       _A  ,       _A     =  search.groups()
            _A     =  find_code_in_diffusers(_snake_case				)
            _A     =  get_indent(_snake_case				)

            _A     =  line_index + 1 if indent == theoretical_indent else line_index + 2
            _A     =  theoretical_indent
            _A     =  start_index

            # Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
            _A     =  True
            while line_index < len(_snake_case				) and should_continue:
                  line_index += 1
                  if line_index >= len(_snake_case				):
                        break
                  _A     =  lines[line_index]
                  _A     =  _should_continue(_snake_case							,    _snake_case				) and re.search(F'''^{indent}# End copy'''							,    _snake_case				) is None
            # Clean up empty lines at the end (if any).
            while len(lines[line_index - 1]				) <= 1:
                  line_index -= 1

            _A     =  lines[start_index:line_index]
            _A     =  ''.join(_snake_case				)

            # Remove any nested `Copied from` comments to avoid circular copies
            _A     =  [line for line in theoretical_code.split('\n'				) if _re_copy_warning.search(_snake_case				) is None]
            _A     =  '\n'.join(_snake_case				)

            # Before comparing, use the `replace_pattern` on the original code.
            if len(_snake_case				) > 0:
                  _A     =  replace_pattern.replace('with'							,    ''				).split(','				)
                  _A     =  [_re_replace_pattern.search(_snake_case				) for p in patterns]
                  for pattern in patterns:
                        if pattern is None:
                              continue
                        _A  ,       _A  ,       _A     =  pattern.groups()
                        _A     =  re.sub(_snake_case							,    _snake_case							,    _snake_case				)
                        if option.strip() == "all-casing":
                              _A     =  re.sub(obja.lower()							,    obja.lower()							,    _snake_case				)
                              _A     =  re.sub(obja.upper()							,    obja.upper()							,    _snake_case				)

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
                  _A     =  blackify(lines[start_index - 1] + theoretical_code				)
                  _A     =  theoretical_code[len(lines[start_index - 1]				) :]

            # Test for a diff and act accordingly.
            if observed_code != theoretical_code:
                  diffs.append([object_name, start_index]				)
                  if overwrite:
                        _A     =  lines[:start_index] + [theoretical_code] + lines[line_index:]
                        _A     =  start_index + 1

      if overwrite and len(_snake_case				) > 0:
            # Warn the user a file has been modified.
            print(F'''Detected changes, rewriting {filename}.'''				)
            with open(_snake_case							,    'w'							,    encoding='utf-8'							,    newline='\n'				) as f:
                  f.writelines(_snake_case				)
      return diffs






def 		_snake_case	(   _snake_case				:   bool = False				)       ->   Optional[Any]:






      '''simple docstring'''


      _A     =  glob.glob(os.path.join(_snake_case							,    '**/*.py'				)							,    recursive=_snake_case				)
      _A     =  []
      for filename in all_files:
            _A     =  is_copy_consistent(_snake_case							,    _snake_case				)
            diffs += [F'''- {filename}: copy does not match {d[0]} at line {d[1]}''' for d in new_diffs]
      if not overwrite and len(_snake_case				) > 0:
            _A     =  '\n'.join(_snake_case				)
            raise Exception(
                'Found the following copy inconsistencies:\n'
                + diff
                + '\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them.'				)


if __name__ == "__main__":
       a							      =     argparse.ArgumentParser()
       parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
       a							      =     parser.parse_args()

       check_copies(args.fix_and_overwrite)



'''simple docstring'''
import json
import os
from typing import Dict, List, Optional, Tuple

from ...tokenization_utils import PreTrainedTokenizer
from ...utils import logging


lowercase__											=logging.get_logger(__name__)


lowercase__											={
    'vocab_file': 'vocab.json',
    'tokenizer_config_file': 'tokenizer_config.json',
    'merges_file': 'merges.txt',
}

lowercase__											={
    'vocab_file': {
        'facebook/s2t-wav2vec2-large-en-de': (
            'https://huggingface.co/facebook/s2t-wav2vec2-large-en-de/resolve/main/vocab.json'
        ),
    },
    'tokenizer_config_file': {
        'facebook/s2t-wav2vec2-large-en-de': (
            'https://huggingface.co/facebook/s2t-wav2vec2-large-en-de/resolve/main/tokenizer_config.json'
        ),
    },
    'merges_file': {
        'facebook/s2t-wav2vec2-large-en-de': (
            'https://huggingface.co/facebook/s2t-wav2vec2-large-en-de/resolve/main/merges.txt'
        ),
    },
}

lowercase__											='</w>'
lowercase__											='@@ '






def      UpperCamelCase_				(      A__						):
	a_      				=						set()
	a_      				=						word[0]
	for char in word[1:]:
		pairs.add((prev_char, char)						)
		a_      				=						char
	return pairs


# Speech2Text2 has no max input length
lowercase__											={'facebook/s2t-wav2vec2-large-en-de': 10_24}







class   a_ (      UpperCamelCase__					):
			lowerCamelCase__	:			List[str]       =    VOCAB_FILES_NAMES
			lowerCamelCase__	:			Optional[Any]       =    PRETRAINED_VOCAB_FILES_MAP
			lowerCamelCase__	:			List[Any]       =    PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
			lowerCamelCase__	:			int       =    ['input_ids', 'attention_mask']




			def __init__(       self					,   UpperCAmelCase					,   UpperCAmelCase="<s>"					,   UpperCAmelCase="<pad>"					,   UpperCAmelCase="</s>"					,   UpperCAmelCase="<unk>"					,   UpperCAmelCase=False					,   UpperCAmelCase=None					,   **UpperCAmelCase					,   ):
				super().__init__(
				    unk_token=UpperCAmelCase					,   bos_token=UpperCAmelCase					,   eos_token=UpperCAmelCase					,   pad_token=UpperCAmelCase					,   do_lower_case=UpperCAmelCase					,   **UpperCAmelCase					,   )

				a_      				=						do_lower_case

				with open(UpperCAmelCase					,   encoding="""utf-8"""	) as vocab_handle:
					a_      				=						json.load(UpperCAmelCase	)
				a_      				=						{v: k for k, v in self.encoder.items()}

				if merges_file is None:
					logger.info(f'''No merges files provided. {self.__class__.__name__} can only be used for decoding.'''	)

					a_      				=						None
					a_      				=						None
				else:
					with open(UpperCAmelCase					,   encoding="""utf-8"""	) as merges_handle:
						a_      				=						merges_handle.read().split("""\n"""	)[:-1]

					a_      				=						[tuple(merge.split()[:2]	) for merge in merges]
					a_      				=						dict(zip(UpperCAmelCase					,   range(len(UpperCAmelCase	)	)	)	)
					a_      				=						{}




			@property
			def 					lowerCAmelCase__					(       self	):
				return len(self.decoder	)




			def 					lowerCAmelCase__					(       self	):
				return dict(self.encoder					,   **self.added_tokens_encoder	)




			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase	):
				a_      				=						tuple(token[:-1]	) + (token[-1] + BPE_TOKEN_MERGES,)
				if token in self.cache:
					return self.cache[token]
				a_      				=						get_pairs(UpperCAmelCase	)

				if not pairs:
					return token

				while True:
					a_      				=						min(UpperCAmelCase					,   key=lambda UpperCAmelCase	: self.bpe_ranks.get(UpperCAmelCase					,   float("""inf"""	)	)	)
					if bigram not in self.bpe_ranks:
						break
					a_				,  a_      				=						bigram
					a_      				=						[]
					a_      				=						0
					while i < len(UpperCAmelCase	):
						try:
							a_      				=						word.index(UpperCAmelCase					,   UpperCAmelCase	)
						except ValueError:
							new_word.extend(word[i:]	)
							break
						else:
							new_word.extend(word[i:j]	)
							a_      				=						j

						if word[i] == first and i < len(UpperCAmelCase	) - 1 and word[i + 1] == second:
							new_word.append(first + second	)
							i += 2
						else:
							new_word.append(word[i]	)
							i += 1
					a_      				=						tuple(UpperCAmelCase	)
					a_      				=						new_word
					if len(UpperCAmelCase	) == 1:
						break
					else:
						a_      				=						get_pairs(UpperCAmelCase	)
				a_      				=						""" """.join(UpperCAmelCase	)
				if word == "\n  " + BPE_TOKEN_MERGES:
					a_      				=						"""\n""" + BPE_TOKEN_MERGES

				if word.endswith(UpperCAmelCase	):
					a_      				=						word.replace(UpperCAmelCase					,   """"""	)

				a_      				=						word.replace(""" """					,   UpperCAmelCase	)
				a_      				=						word
				return word




			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase	):

				if self.bpe_ranks is None:
					raise ValueError(
					    """This tokenizer was instantiated without a `merges.txt` file, so"""
					    """ that it can only be used for decoding, not for encoding."""
					    """Make sure to provide `merges.txt` file at instantiation to enable """
					    """encoding."""	)

				if self.do_lower_case:
					a_      				=						text.lower()

				a_      				=						text.split()

				a_      				=						[]
				for token in text:
					if token:
						split_tokens.extend(list(self.bpe(UpperCAmelCase	).split(""" """	)	)	)

				return split_tokens




			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase	):
				return self.encoder.get(UpperCAmelCase					,   self.encoder.get(self.unk_token	)	)




			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase	):
				a_      				=						self.decoder.get(UpperCAmelCase					,   self.unk_token	)
				return result




			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase	):
				a_      				=						""" """.join(UpperCAmelCase	)

				# make sure @@ tokens are concatenated
				a_      				=						"""""".join(string.split(UpperCAmelCase	)	)

				return string






			def 					lowerCAmelCase__					(       self					,   UpperCAmelCase					,   UpperCAmelCase = None	):
				if not os.path.isdir(UpperCAmelCase	):
					logger.error(f'''Vocabulary path ({save_directory}) should be a directory'''	)
					return
				a_      				=						os.path.join(
				    UpperCAmelCase					,   (filename_prefix + """-""" if filename_prefix else """""") + VOCAB_FILES_NAMES["""vocab_file"""]	)
				a_      				=						os.path.join(
				    UpperCAmelCase					,   (filename_prefix + """-""" if filename_prefix else """""") + VOCAB_FILES_NAMES["""merges_file"""]	)

				with open(UpperCAmelCase					,   """w"""					,   encoding="""utf-8"""	) as f:
					f.write(json.dumps(self.encoder					,   indent=2					,   sort_keys=UpperCAmelCase					,   ensure_ascii=UpperCAmelCase	) + """\n"""	)

				a_      				=						0
				if self.bpe_ranks is None:
					return (vocab_file,)

				with open(UpperCAmelCase					,   """w"""					,   encoding="""utf-8"""	) as writer:
					for bpe_tokens, token_index in sorted(self.bpe_ranks.items()					,   key=lambda UpperCAmelCase	: kv[1]	):
						if index != token_index:
							logger.warning(
							    f'''Saving vocabulary to {merges_file}: BPE merge indices are not consecutive.'''
							    """ Please check that the tokenizer is not corrupted!"""	)
							a_      				=						token_index
						writer.write(""" """.join(UpperCAmelCase	) + """\n"""	)
						index += 1

				return (vocab_file, merges_file)
