





import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin







class     __snake_case       (							__lowerCamelCase   ,			unittest.TestCase			):





       '''simple docstring'''







       lowerCAmelCase__      		=     ProphetNetTokenizer
       lowerCAmelCase__      		=     False




       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         super().setUp()

         __snake_case:						Dict   =						[
             """[UNK]""",
             """[CLS]""",
             """[SEP]""",
             """[PAD]""",
             """[MASK]""",
             """want""",
             """##want""",
             """##ed""",
             """wa""",
             """un""",
             """runn""",
             """##ing""",
             """,""",
             """low""",
             """lowest""",
         ]
         __snake_case:						List[Any]   =						os.path.join(self.tmpdirname							,				VOCAB_FILES_NAMES["""vocab_file"""]		)
         with open(self.vocab_file							,				"""w"""							,				encoding="""utf-8"""		) as vocab_writer:
           vocab_writer.write("""""".join([x + """\n""" for x in vocab_tokens]		)		)




       def 							UpperCAmelCase__ (  self :    int							,				A :    Optional[int]		):
         __snake_case:						Optional[int]   =						"""UNwant\u00E9d,running"""
         __snake_case:						Union[str, Any]   =						"""unwanted, running"""
         return input_text, output_text




       def 							UpperCAmelCase__ (  self :    Dict		):
         __snake_case:						Optional[Any]   =						self.tokenizer_class(self.vocab_file		)

         __snake_case:						List[str]   =						tokenizer.tokenize("""UNwant\u00E9d,running"""		)
         self.assertListEqual(A							,				["""un""", """##want""", """##ed""", """,""", """runn""", """##ing"""]		)
         self.assertListEqual(tokenizer.convert_tokens_to_ids(A		)							,				[9, 6, 7, 12, 10, 11]		)




       def 							UpperCAmelCase__ (  self :    List[str]		):
         __snake_case:						int   =						BasicTokenizer()

         self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""		)							,				["""ah""", """\u535A""", """\u63A8""", """zz"""]		)




       def 							UpperCAmelCase__ (  self :    Tuple		):
         __snake_case:						Dict   =						BasicTokenizer(do_lower_case=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """		)							,				["""hello""", """!""", """how""", """are""", """you""", """?"""]		)
         self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""		)							,				["""hello"""]		)




       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         __snake_case:						Optional[Any]   =						BasicTokenizer(do_lower_case=A							,				strip_accents=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """		)							,				["""hällo""", """!""", """how""", """are""", """you""", """?"""]		)
         self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""		)							,				["""h\u00E9llo"""]		)




       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         __snake_case:						Tuple   =						BasicTokenizer(do_lower_case=A							,				strip_accents=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """		)							,				["""hallo""", """!""", """how""", """are""", """you""", """?"""]		)
         self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""		)							,				["""hello"""]		)




       def 							UpperCAmelCase__ (  self :    Optional[Any]		):
         __snake_case:						Optional[Any]   =						BasicTokenizer(do_lower_case=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """		)							,				["""hallo""", """!""", """how""", """are""", """you""", """?"""]		)
         self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""		)							,				["""hello"""]		)




       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         __snake_case:						Tuple   =						BasicTokenizer(do_lower_case=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """		)							,				["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]		)




       def 							UpperCAmelCase__ (  self :    Any		):
         __snake_case:						Tuple   =						BasicTokenizer(do_lower_case=A							,				strip_accents=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """		)							,				["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]		)




       def 							UpperCAmelCase__ (  self :    int		):
         __snake_case:						Dict   =						BasicTokenizer(do_lower_case=A							,				strip_accents=A		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """		)							,				["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]		)




       def 							UpperCAmelCase__ (  self :    Tuple		):
         __snake_case:						Dict   =						BasicTokenizer(do_lower_case=A							,				never_split=["""[UNK]"""]		)

         self.assertListEqual(
             tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""		)							,				["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]		)




       def 							UpperCAmelCase__ (  self :    Union[str, Any]		):
         __snake_case:						List[str]   =						["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

         __snake_case:						Tuple   =						{}
         for i, token in enumerate(A		):
           __snake_case:						str   =						i
         __snake_case:						Any   =						WordpieceTokenizer(vocab=A							,				unk_token="""[UNK]"""		)

         self.assertListEqual(tokenizer.tokenize(""""""		)							,				[]		)

         self.assertListEqual(tokenizer.tokenize("""unwanted running"""		)							,				["""un""", """##want""", """##ed""", """runn""", """##ing"""]		)

         self.assertListEqual(tokenizer.tokenize("""unwantedX running"""		)							,				["""[UNK]""", """runn""", """##ing"""]		)




       @require_torch
       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         __snake_case:						List[str]   =						self.tokenizer_class.from_pretrained("""microsoft/prophetnet-large-uncased"""		)

         __snake_case:						Tuple   =						["""A long paragraph for summarization.""", """Another paragraph for summarization."""]
         __snake_case:						str   =						[1_037, 2_146, 20_423, 2_005, 7_680, 7_849, 3_989, 1_012, 102]
         __snake_case:						Dict   =						tokenizer(A							,				padding=A							,				return_tensors="""pt"""		)
         self.assertIsInstance(A							,				A		)
         __snake_case:						Optional[Any]   =						list(batch.input_ids.numpy()[0]		)
         self.assertListEqual(A							,				A		)

         self.assertEqual((2, 9)							,				batch.input_ids.shape		)
         self.assertEqual((2, 9)							,				batch.attention_mask.shape		)




       def 							UpperCAmelCase__ (  self :    List[str]		):
         self.assertTrue(_is_whitespace(""" """		)		)
         self.assertTrue(_is_whitespace("""\t"""		)		)
         self.assertTrue(_is_whitespace("""\r"""		)		)
         self.assertTrue(_is_whitespace("""\n"""		)		)
         self.assertTrue(_is_whitespace("""\u00A0"""		)		)

         self.assertFalse(_is_whitespace("""A"""		)		)
         self.assertFalse(_is_whitespace("""-"""		)		)




       def 							UpperCAmelCase__ (  self :    List[str]		):
         self.assertTrue(_is_control("""\u0005"""		)		)

         self.assertFalse(_is_control("""A"""		)		)
         self.assertFalse(_is_control(""" """		)		)
         self.assertFalse(_is_control("""\t"""		)		)
         self.assertFalse(_is_control("""\r"""		)		)




       def 							UpperCAmelCase__ (  self :    Optional[int]		):
         self.assertTrue(_is_punctuation("""-"""		)		)
         self.assertTrue(_is_punctuation("""$"""		)		)
         self.assertTrue(_is_punctuation("""`"""		)		)
         self.assertTrue(_is_punctuation("""."""		)		)

         self.assertFalse(_is_punctuation("""A"""		)		)
         self.assertFalse(_is_punctuation(""" """		)		)






       @slow
       def 							UpperCAmelCase__ (  self :    int		):
         __snake_case:						Union[str, Any]   =						self.tokenizer_class.from_pretrained("""microsoft/prophetnet-large-uncased"""		)

         __snake_case:						Optional[Any]   =						tokenizer.encode("""sequence builders"""							,				add_special_tokens=A		)
         __snake_case:						List[str]   =						tokenizer.encode("""multi-sequence build"""							,				add_special_tokens=A		)

         __snake_case:						Dict   =						tokenizer.build_inputs_with_special_tokens(A		)
         __snake_case:						Any   =						tokenizer.build_inputs_with_special_tokens(A							,				A		)

         assert encoded_sentence == text + [102]
         assert encoded_pair == text + [102] + text_a + [102]













import argparse
import os
import re


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_dummies.py
__UpperCAmelCase       :   Any				       =							"src/diffusers"

# Matches is_xxx_available()
__UpperCAmelCase       :   List[str]				       =							re.compile(R"is\_([a-z_]*)_available\(\)")
# Matches from xxx import bla
__UpperCAmelCase       :   Dict				       =							re.compile(R"\s+from\s+\S*\s+import\s+([^\(\s].*)\n")


__UpperCAmelCase       :   int				       =							"\n{0} = None\n"

__UpperCAmelCase       :   List[str]				       =							"\nclass {0}(metaclass=DummyObject):\n    _backends = {1}\n\n    def __init__(self, *args, **kwargs):\n        requires_backends(self, {1})\n\n    @classmethod\n    def from_config(cls, *args, **kwargs):\n        requires_backends(cls, {1})\n\n    @classmethod\n    def from_pretrained(cls, *args, **kwargs):\n        requires_backends(cls, {1})\n"


__UpperCAmelCase       :   Tuple				       =							"\ndef {0}(*args, **kwargs):\n    requires_backends({0}, {1})\n"







def 			A__							(    SCREAMING_SNAKE_CASE__)   ->    Any:
  __snake_case:						int   =						_re_backend.findall(SCREAMING_SNAKE_CASE__)
  if len(SCREAMING_SNAKE_CASE__) == 0:
    return None

  return "_and_".join(SCREAMING_SNAKE_CASE__)







def 			A__							(    )   ->    Optional[int]:
  with open(os.path.join(SCREAMING_SNAKE_CASE__					,					"""__init__.py""")					,					"""r"""					,					encoding="""utf-8"""					,					newline="""\n""") as f:
    __snake_case:						Optional[Any]   =						f.readlines()

  # Get to the point we do the actual imports for type checking
  __snake_case:						Tuple   =						0
  __snake_case:						Any   =						{}
  # Go through the end of the file
  while line_index < len(SCREAMING_SNAKE_CASE__):
    # If the line contains is_backend_available, we grab all objects associated with the `else` block
    __snake_case:						List[Any]   =						find_backend(lines[line_index])
    if backend is not None:
      while not lines[line_index].startswith("""else:"""):
        line_index += 1
      line_index += 1
      __snake_case:						Any   =						[]
      # Until we unindent, add backend objects to the list
      while line_index < len(SCREAMING_SNAKE_CASE__) and len(lines[line_index]) > 1:
        __snake_case:						List[Any]   =						lines[line_index]
        __snake_case:						str   =						_re_single_line_import.search(SCREAMING_SNAKE_CASE__)
        if single_line_import_search is not None:
          objects.extend(single_line_import_search.groups()[0].split(""", """))
        elif line.startswith(""" """ * 8):
          objects.append(line[8:-2])
        line_index += 1

      if len(SCREAMING_SNAKE_CASE__) > 0:
        __snake_case:						Optional[Any]   =						objects
    else:
      line_index += 1

  return backend_specific_objects







def 			A__							(    SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)   ->    List[Any]:
  if name.isupper():
    return DUMMY_CONSTANT.format(SCREAMING_SNAKE_CASE__)
  elif name.islower():
    return DUMMY_FUNCTION.format(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)
  else:
    return DUMMY_CLASS.format(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)







def 			A__							(    SCREAMING_SNAKE_CASE__=None)   ->    Optional[int]:
  if backend_specific_objects is None:
    __snake_case:						Union[str, Any]   =						read_init()
  # For special correspondence backend to module name as used in the function requires_modulename
  __snake_case:						Union[str, Any]   =						{}

  for backend, objects in backend_specific_objects.items():
    __snake_case:						List[Any]   =						"""[""" + """, """.join(F'''"{b}"''' for b in backend.split("""_and_""")) + """]"""
    __snake_case:						Dict   =						"""# This file is autogenerated by the command `make fix-copies`, do not edit.\n"""
    dummy_file += "from ..utils import DummyObject, requires_backends\n\n"
    dummy_file += "\n".join([create_dummy_object(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__) for o in objects])
    __snake_case:						List[str]   =						dummy_file

  return dummy_files







def 			A__							(    SCREAMING_SNAKE_CASE__=False)   ->    int:
  __snake_case:						List[str]   =						create_dummy_files()
  # For special correspondence backend to shortcut as used in utils/dummy_xxx_objects.py
  __snake_case:						Dict   =						{"""torch""": """pt"""}

  # Locate actual dummy modules and read their content.
  __snake_case:						Optional[Any]   =						os.path.join(SCREAMING_SNAKE_CASE__					,					"""utils""")
  __snake_case:						List[Any]   =						{
      backend: os.path.join(SCREAMING_SNAKE_CASE__					,					F'''dummy_{short_names.get(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)}_objects.py''')
      for backend in dummy_files.keys()
  }

  __snake_case:						int   =						{}
  for backend, file_path in dummy_file_paths.items():
    if os.path.isfile(SCREAMING_SNAKE_CASE__):
      with open(SCREAMING_SNAKE_CASE__					,					"""r"""					,					encoding="""utf-8"""					,					newline="""\n""") as f:
        __snake_case:						Any   =						f.read()
    else:
      __snake_case:						Tuple   =						""""""

  for backend in dummy_files.keys():
    if dummy_files[backend] != actual_dummies[backend]:
      if overwrite:
        print(
            F'''Updating diffusers.utils.dummy_{short_names.get(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)}_objects.py as the main '''
            """__init__ has new objects.""")
        with open(dummy_file_paths[backend]					,					"""w"""					,					encoding="""utf-8"""					,					newline="""\n""") as f:
          f.write(dummy_files[backend])
      else:
        raise ValueError(
            """The main __init__ has objects that are not present in """
            F'''diffusers.utils.dummy_{short_names.get(SCREAMING_SNAKE_CASE__					,					SCREAMING_SNAKE_CASE__)}_objects.py. Run `make fix-copies` '''
            """to fix this.""")


if __name__ == "__main__":
      __UpperCAmelCase       :   Optional[Any]				       =							argparse.ArgumentParser()
      parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
      __UpperCAmelCase       :   List[Any]				       =							parser.parse_args()

      check_dummies(args.fix_and_overwrite)






