import argparse
import os
import re


a  :      Tuple            =    """src/diffusers"""

# Pattern that looks at the indentation in a line.
a  :      Tuple            =    re.compile(r"""^(\s*)\S""")
# Pattern that matches `"key":" and puts `key` in group 0.
a  :      Dict            =    re.compile(r"""^\s*\"([^\"]+)\":""")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
a  :      Optional[Any]            =    re.compile(r"""^\s*_import_structure\[\"([^\"]+)\"\]""")
# Pattern that matches `"key",` and puts `key` in group 0.
a  :      Any            =    re.compile(r"""^\s*\"([^\"]+)\",\s*$""")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
a  :      int            =    re.compile(r"""\[([^\]]+)\]""")
def 		snake_case__	(		lowercase					):
   lowerCAmelCase_:							Any       =	_re_indent.search(lowercase					)
   return "" if search is None else search.groups()[0]
def 		snake_case__	(		lowercase							,				lowercase=""							,				lowercase=None							,				lowercase=None					):
   lowerCAmelCase_:							Union[str, Any]       =	0
   lowerCAmelCase_:							Optional[Any]       =	code.split("\n"					)
   if start_prompt is not None:
      while not lines[index].startswith(lowercase					):
         index += 1
      lowerCAmelCase_:							List[Any]       =	["\n".join(lines[:index]					)]
   else:
      lowerCAmelCase_:							Union[str, Any]       =	[]

   # We split into blocks until we get to the `end_prompt` (or the end of the block).
   lowerCAmelCase_:							Union[str, Any]       =	[lines[index]]
   index += 1
   while index < len(lowercase					) and (end_prompt is None or not lines[index].startswith(lowercase					)):
      if len(lines[index]					) > 0 and get_indent(lines[index]					) == indent_level:
         if len(lowercase					) > 0 and get_indent(current_block[-1]					).startswith(indent_level + " "					):
            current_block.append(lines[index]					)
            blocks.append("\n".join(lowercase					)					)
            if index < len(lowercase					) - 1:
               lowerCAmelCase_:							Optional[Any]       =	[lines[index + 1]]
               index += 1
            else:
               lowerCAmelCase_:							int       =	[]
         else:
            blocks.append("\n".join(lowercase					)					)
            lowerCAmelCase_:							List[Any]       =	[lines[index]]
      else:
         current_block.append(lines[index]					)
      index += 1

   # Adds current block if it's nonempty.
   if len(lowercase					) > 0:
      blocks.append("\n".join(lowercase					)					)

   # Add final block after end_prompt if provided.
   if end_prompt is not None and index < len(lowercase					):
      blocks.append("\n".join(lines[index:]					)					)

   return blocks
def 		snake_case__	(		lowercase					):

   def _inner(lowercase					):
      return key(lowercase					).lower().replace("_"							,				""					)

   return _inner
def 		snake_case__	(		lowercase							,				lowercase=None					):

   # If no key is provided, we use a noop.
   def noop(lowercase					):
      return x

   if key is None:
      lowerCAmelCase_:							List[str]       =	noop
   # Constants are all uppercase, they go first.
   lowerCAmelCase_:							Optional[int]       =	[obj for obj in objects if key(lowercase					).isupper()]
   # Classes are not all uppercase but start with a capital, they go second.
   lowerCAmelCase_:							Optional[Any]       =	[obj for obj in objects if key(lowercase					)[0].isupper() and not key(lowercase					).isupper()]
   # Functions begin with a lowercase, they go last.
   lowerCAmelCase_:							str       =	[obj for obj in objects if not key(lowercase					)[0].isupper()]

   lowerCAmelCase_:							int       =	ignore_underscore(lowercase					)
   return sorted(lowercase							,				key=lowercase					) + sorted(lowercase							,				key=lowercase					) + sorted(lowercase							,				key=lowercase					)
def 		snake_case__	(		lowercase					):

   # This inner function sort imports between [ ].
   def _replace(lowercase					):
      lowerCAmelCase_:							int       =	match.groups()[0]
      if "," not in imports:
         return F'''[{imports}]'''
      lowerCAmelCase_:							Tuple       =	[part.strip().replace("\""							,				""					) for part in imports.split(","					)]
      # We will have a final empty element if the line finished with a comma.
      if len(keys[-1]					) == 0:
         lowerCAmelCase_:							Any       =	keys[:-1]
      return "[" + ", ".join([F'''"{k}"''' for k in sort_objects(lowercase					)]					) + "]"

   lowerCAmelCase_:							Optional[Any]       =	import_statement.split("\n"					)
   if len(lowercase					) > 3:
      # Here we have to sort internal imports that are on several lines (one per name):
      # key: [
      #     "object1",
      #     "object2",
      #     ...
      # ]

      # We may have to ignore one or two lines on each side.
      lowerCAmelCase_:							int       =	2 if lines[1].strip() == "[" else 1
      lowerCAmelCase_:							Dict       =	[(i, _re_strip_line.search(lowercase					).groups()[0]) for i, line in enumerate(lines[idx:-idx]					)]
      lowerCAmelCase_:							Union[str, Any]       =	sort_objects(lowercase							,				key=lambda lowercase					: x[1]					)
      lowerCAmelCase_:							Dict       =	[lines[x[0] + idx] for x in sorted_indices]
      return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]					)
   elif len(lowercase					) == 3:
      # Here we have to sort internal imports that are on one separate line:
      # key: [
      #     "object1", "object2", ...
      # ]
      if _re_bracket_content.search(lines[1]					) is not None:
         lowerCAmelCase_:							str       =	_re_bracket_content.sub(_replace							,				lines[1]					)
      else:
         lowerCAmelCase_:							Dict       =	[part.strip().replace("\""							,				""					) for part in lines[1].split(","					)]
         # We will have a final empty element if the line finished with a comma.
         if len(keys[-1]					) == 0:
            lowerCAmelCase_:							Optional[Any]       =	keys[:-1]
         lowerCAmelCase_:							Any       =	get_indent(lines[1]					) + ", ".join([F'''"{k}"''' for k in sort_objects(lowercase					)]					)
      return "\n".join(lowercase					)
   else:
      # Finally we have to deal with imports fitting on one line
      lowerCAmelCase_:							int       =	_re_bracket_content.sub(_replace							,				lowercase					)
      return import_statement
def 		snake_case__	(		lowercase							,				lowercase=True					):
   with open(lowercase							,				"r"					) as f:
      lowerCAmelCase_:							Union[str, Any]       =	f.read()

   if "_import_structure" not in code:
      return

   # Blocks of indent level 0
   lowerCAmelCase_:							int       =	split_code_in_indented_blocks(
       lowercase							,				start_prompt="_import_structure = {"							,				end_prompt="if TYPE_CHECKING:"					)

   # We ignore block 0 (everything until start_prompt) and the last block (everything after end_prompt).
   for block_idx in range(1							,				len(lowercase					) - 1					):
      # Check if the block contains some `_import_structure`s thingy to sort.
      lowerCAmelCase_:							str       =	main_blocks[block_idx]
      lowerCAmelCase_:							Tuple       =	block.split("\n"					)

      # Get to the start of the imports.
      lowerCAmelCase_:							Union[str, Any]       =	0
      while line_idx < len(lowercase					) and "_import_structure" not in block_lines[line_idx]:
         # Skip dummy import blocks
         if "import dummy" in block_lines[line_idx]:
            lowerCAmelCase_:							Any       =	len(lowercase					)
         else:
            line_idx += 1
      if line_idx >= len(lowercase					):
         continue

      # Ignore beginning and last line: they don't contain anything.
      lowerCAmelCase_:							List[Any]       =	"\n".join(block_lines[line_idx:-1]					)
      lowerCAmelCase_:							Dict       =	get_indent(block_lines[1]					)
      # Slit the internal block into blocks of indent level 1.
      lowerCAmelCase_:							str       =	split_code_in_indented_blocks(lowercase							,				indent_level=lowercase					)
      # We have two categories of import key: list or _import_structure[key].append/extend
      lowerCAmelCase_:							str       =	_re_direct_key if "_import_structure" in block_lines[0] else _re_indirect_key
      # Grab the keys, but there is a trap: some lines are empty or just comments.
      lowerCAmelCase_:							Union[str, Any]       =	[(pattern.search(lowercase					).groups()[0] if pattern.search(lowercase					) is not None else None) for b in internal_blocks]
      # We only sort the lines with a key.
      lowerCAmelCase_:							Union[str, Any]       =	[(i, key) for i, key in enumerate(lowercase					) if key is not None]
      lowerCAmelCase_:							Any       =	[x[0] for x in sorted(lowercase							,				key=lambda lowercase					: x[1]					)]

      # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
      lowerCAmelCase_:							Union[str, Any]       =	0
      lowerCAmelCase_:							Any       =	[]
      for i in range(len(lowercase					)					):
         if keys[i] is None:
            reordered_blocks.append(internal_blocks[i]					)
         else:
            lowerCAmelCase_:							int       =	sort_objects_in_import(internal_blocks[sorted_indices[count]]					)
            reordered_blocks.append(lowercase					)
            count += 1

        # And we put our main block back together with its first and last line.
      lowerCAmelCase_:							int       =	"\n".join(block_lines[:line_idx] + reordered_blocks + [block_lines[-1]]					)

   if code != "\n".join(lowercase					):
      if check_only:
         return True
      else:
         print(F'''Overwriting {file}.'''					)
         with open(lowercase							,				"w"					) as f:
            f.write("\n".join(lowercase					)					)
def 		snake_case__	(		lowercase=True					):
   lowerCAmelCase_:							Tuple       =	[]
   for root, _, files in os.walk(lowercase					):
      if "__init__.py" in files:
         lowerCAmelCase_:							List[Any]       =	sort_imports(os.path.join(lowercase							,				"__init__.py"					)							,				check_only=lowercase					)
         if result:
            lowerCAmelCase_:							str       =	[os.path.join(lowercase							,				"__init__.py"					)]
   if len(lowercase					) > 0:
      raise ValueError(F'''Would overwrite {len(lowercase					)} files, run `make style`.'''					)


if __name__ == "__main__":
 a  :      Optional[Any]            =    argparse.ArgumentParser()
 parser.add_argument("""--check_only""", action="""store_true""", help="""Whether to only check or fix style.""")
 a  :      Optional[int]            =    parser.parse_args()

 sort_imports_in_all_inits(check_only=args.check_only)
import tempfile
import unittest
from pathlib import Path
from shutil import copyfile

from transformers import BatchEncoding, MarianTokenizer
from transformers.testing_utils import get_tests_dir, require_sentencepiece, slow
from transformers.utils import is_sentencepiece_available, is_tf_available, is_torch_available


if is_sentencepiece_available():
 from transformers.models.marian.tokenization_marian import VOCAB_FILES_NAMES, save_json

from ...test_tokenization_common import TokenizerTesterMixin


a  :      List[Any]            =    get_tests_dir("""fixtures/test_sentencepiece.model""")

a  :      Union[str, Any]            =    {"""target_lang""": """fi""", """source_lang""": """en"""}
a  :      Optional[int]            =    """>>zh<<"""
a  :      Optional[int]            =    """Helsinki-NLP/"""

if is_torch_available():
 a  :      str            =    """pt"""
elif is_tf_available():
 a  :      List[Any]            =    """tf"""
else:
 a  :      str            =    """jax"""

@require_sentencepiece
class 					_lowercase    (     UpperCAmelCase__ ,  unittest.TestCase			):






    '''simple docstring'''
    SCREAMING_SNAKE_CASE:				str          =    MarianTokenizer
    SCREAMING_SNAKE_CASE:				Tuple          =    False
    SCREAMING_SNAKE_CASE:				Optional[int]          =    True




    def      _a    (    self ):
       super().setUp()
       lowerCAmelCase_:							Optional[Any]       =	["</s>", "<unk>", "▁This", "▁is", "▁a", "▁t", "est", "\u0120", "<pad>"]
       lowerCAmelCase_:							Optional[Any]       =	dict(zip(lowerCamelCase__       ,						range(len(lowerCamelCase__ ) ) ) )
       lowerCAmelCase_:							Any       =	Path(self.tmpdirname )
       save_json(lowerCamelCase__       ,						save_dir / VOCAB_FILES_NAMES["vocab"] )
       save_json(lowerCamelCase__       ,						save_dir / VOCAB_FILES_NAMES["tokenizer_config_file"] )
       if not (save_dir / VOCAB_FILES_NAMES["source_spm"]).exists():
          copyfile(lowerCamelCase__       ,						save_dir / VOCAB_FILES_NAMES["source_spm"] )
          copyfile(lowerCamelCase__       ,						save_dir / VOCAB_FILES_NAMES["target_spm"] )

       lowerCAmelCase_:							Any       =	MarianTokenizer.from_pretrained(self.tmpdirname )
       tokenizer.save_pretrained(self.tmpdirname )




    def      _a    (    self       ,						**lowerCamelCase__ ):
       return MarianTokenizer.from_pretrained(self.tmpdirname       ,						**lowerCamelCase__ )




    def      _a    (    self       ,						lowerCamelCase__ ):
       return (
           "This is a test",
           "This is a test",
       )




    def      _a    (    self ):
       lowerCAmelCase_:							Optional[Any]       =	"</s>"
       lowerCAmelCase_:							Tuple       =	0

       self.assertEqual(self.get_tokenizer()._convert_token_to_id(lowerCamelCase__ )       ,						lowerCamelCase__ )
       self.assertEqual(self.get_tokenizer()._convert_id_to_token(lowerCamelCase__ )       ,						lowerCamelCase__ )




    def      _a    (    self ):
       lowerCAmelCase_:							Dict       =	list(self.get_tokenizer().get_vocab().keys() )

       self.assertEqual(vocab_keys[0]       ,						"</s>" )
       self.assertEqual(vocab_keys[1]       ,						"<unk>" )
       self.assertEqual(vocab_keys[-1]       ,						"<pad>" )
       self.assertEqual(len(lowerCamelCase__ )       ,						9 )




    def      _a    (    self ):
       self.assertEqual(self.get_tokenizer().vocab_size       ,						9 )




    def      _a    (    self ):
       lowerCAmelCase_:							Union[str, Any]       =	MarianTokenizer.from_pretrained(F'''{ORG_NAME}opus-mt-en-de''' )
       lowerCAmelCase_:							List[str]       =	en_de_tokenizer(["I am a small frog"]       ,						return_tensors=lowerCamelCase__ )
       self.assertIsInstance(lowerCamelCase__       ,						lowerCamelCase__ )
       lowerCAmelCase_:							List[Any]       =	[38, 121, 14, 697, 38_848, 0]
       self.assertListEqual(lowerCamelCase__       ,						batch.input_ids[0] )

       lowerCAmelCase_:							int       =	tempfile.mkdtemp()
       en_de_tokenizer.save_pretrained(lowerCamelCase__ )
       lowerCAmelCase_:							List[Any]       =	[x.name for x in Path(lowerCamelCase__ ).glob("*" )]
       self.assertIn("source.spm"       ,						lowerCamelCase__ )
       MarianTokenizer.from_pretrained(lowerCamelCase__ )




    def      _a    (    self ):
       lowerCAmelCase_:							Union[str, Any]       =	self.get_tokenizer()

       lowerCAmelCase_:							Tuple       =	tok(
           ["I am a small frog" * 1_000, "I am a small frog"]       ,						padding=lowerCamelCase__       ,						truncation=lowerCamelCase__       ,						return_tensors=lowerCamelCase__ )
       self.assertIsInstance(lowerCamelCase__       ,						lowerCamelCase__ )
       self.assertEqual(batch.input_ids.shape       ,						(2, 512) )




    def      _a    (    self ):
       lowerCAmelCase_:							str       =	self.get_tokenizer()
       lowerCAmelCase_:							List[Any]       =	tok(["I am a tiny frog", "I am a small frog"]       ,						padding=lowerCamelCase__       ,						return_tensors=lowerCamelCase__ )
       self.assertIsInstance(lowerCamelCase__       ,						lowerCamelCase__ )
       self.assertEqual(batch_smaller.input_ids.shape       ,						(2, 10) )




    @slow
    def      _a    (    self ):
       # fmt: off
       lowerCAmelCase_:							int       =	{"input_ids": [[43_495, 462, 20, 42_164, 1_369, 52, 464, 132, 1_703, 492, 13, 7_491, 38_999, 6, 8, 464, 132, 1_703, 492, 13, 4_669, 37_867, 13, 7_525, 27, 1_593, 988, 13, 33_972, 7_029, 6, 20, 8_251, 383, 2, 270, 5_866, 3_788, 2, 2_353, 8_251, 12_338, 2, 13_958, 387, 2, 3_629, 6_953, 188, 2_900, 2, 13_958, 8_011, 11_501, 23, 8_460, 4_073, 34_009, 20, 435, 11_439, 27, 8, 8_460, 4_073, 6_004, 20, 9_988, 375, 27, 33, 266, 1_945, 1_076, 1_350, 37_867, 3_288, 5, 577, 1_076, 4_374, 8, 5_082, 5, 26_453, 257, 556, 403, 2, 242, 132, 383, 316, 492, 8, 10_767, 6, 316, 304, 4_239, 3, 0], [148, 15_722, 19, 1_839, 12, 1_350, 13, 22_327, 5_082, 5_418, 47_567, 35_938, 59, 318, 19_552, 108, 2_183, 54, 14_976, 4_835, 32, 547, 1_114, 8, 315, 2_417, 5, 92, 19_088, 3, 0, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100], [36, 6_395, 12_570, 39_147, 11_597, 6, 266, 4, 45_405, 7_296, 3, 0, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100, 58_100]], "attention_mask": [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
       # fmt: on

       self.tokenizer_integration_test_util(
           expected_encoding=lowerCamelCase__       ,						model_name="Helsinki-NLP/opus-mt-en-de"       ,						revision="1a8c2263da11e68e50938f97e10cd57820bd504c"       ,						decode_kwargs={"use_source_tokenizer": True}       ,						)




    def      _a    (    self ):
       lowerCAmelCase_:							Dict       =	MarianTokenizer.from_pretrained("hf-internal-testing/test-marian-two-vocabs" )

       lowerCAmelCase_:							Any       =	"Tämä on testi"
       lowerCAmelCase_:							Optional[int]       =	"This is a test"

       lowerCAmelCase_:							List[str]       =	[76, 7, 2_047, 2]
       lowerCAmelCase_:							str       =	[69, 12, 11, 940, 2]

       lowerCAmelCase_:							Dict       =	tokenizer(lowerCamelCase__ ).input_ids
       self.assertListEqual(lowerCamelCase__       ,						lowerCamelCase__ )

       lowerCAmelCase_:							List[Any]       =	tokenizer(text_target=lowerCamelCase__ ).input_ids
       self.assertListEqual(lowerCamelCase__       ,						lowerCamelCase__ )

       lowerCAmelCase_:							Any       =	tokenizer.decode(lowerCamelCase__       ,						skip_special_tokens=lowerCamelCase__ )
       self.assertEqual(lowerCamelCase__       ,						lowerCamelCase__ )