
'''simple docstring'''

import argparse
import os
import re


UpperCamelCase_   	=				"""src/transformers"""

# Pattern that looks at the indentation in a line.
UpperCamelCase_   	=				re.compile(r"""^(\s*)\S""")
# Pattern that matches `"key":" and puts `key` in group 0.
UpperCamelCase_   	=				re.compile(r"""^\s*\"([^\"]+)\":""")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
UpperCamelCase_   	=				re.compile(r"""^\s*_import_structure\[\"([^\"]+)\"\]""")
# Pattern that matches `"key",` and puts `key` in group 0.
UpperCamelCase_   	=				re.compile(r"""^\s*\"([^\"]+)\",\s*$""")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
UpperCamelCase_   	=				re.compile(r"""\[([^\]]+)\]""")


def 		_UpperCAmelCase (     _lowerCamelCase  :				int						)			->  Optional[int]:
  _lowerCAmelCase				:     str       =    _re_indent.search(_lowerCamelCase						)
  return "" if search is None else search.groups()[0]


def 		_UpperCAmelCase (     _lowerCamelCase  :				List[Any]     ,					_lowerCamelCase  :				Tuple=""     ,					_lowerCamelCase  :				Any=None     ,					_lowerCamelCase  :				Tuple=None						)			->  List[str]:
  _lowerCAmelCase				:     Optional[Any]       =    0
  _lowerCAmelCase				:     Optional[int]       =    code.split("""\n"""						)
  if start_prompt is not None:
    while not lines[index].startswith(_lowerCamelCase						):
      index += 1
    _lowerCAmelCase				:     str       =    ["\n".join(lines[:index]						)]
  else:
    _lowerCAmelCase				:     List[Any]       =    []

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

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

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

  return blocks


def 		_UpperCAmelCase (     _lowerCamelCase  :				Optional[int]						)			->  Optional[int]:

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

  return _inner


def 		_UpperCAmelCase (     _lowerCamelCase  :				Tuple     ,					_lowerCamelCase  :				Any=None						)			->  Union[str, Any]:

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

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

  _lowerCAmelCase				:     Dict       =    ignore_underscore(_lowerCamelCase						)
  return sorted(_lowerCamelCase     ,					key=_lowerCamelCase						) + sorted(_lowerCamelCase     ,					key=_lowerCamelCase						) + sorted(_lowerCamelCase     ,					key=_lowerCamelCase						)


def 		_UpperCAmelCase (     _lowerCamelCase  :				str						)			->  Tuple:

  # This inner function sort imports between [ ].
  def _replace(_lowerCamelCase  :				List[Any]						):
    _lowerCAmelCase				:     Optional[Any]       =    match.groups()[0]
    if "," not in imports:
      return f'[{imports}]'
    _lowerCAmelCase				:     Optional[int]       =    [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				:     Optional[int]       =    keys[:-1]
    return "[" + ", ".join([f'"{k}"' for k in sort_objects(_lowerCamelCase						)]						) + "]"

  _lowerCAmelCase				:     List[Any]       =    import_statement.split("""\n"""						)
  if len(_lowerCamelCase						) > 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				:     Dict       =    2 if lines[1].strip() == "[" else 1
    _lowerCAmelCase				:     Optional[Any]       =    [(i, _re_strip_line.search(_lowerCamelCase						).groups()[0]) for i, line in enumerate(lines[idx:-idx]						)]
    _lowerCAmelCase				:     Any       =    sort_objects(_lowerCamelCase     ,					key=lambda _lowerCamelCase						: x[1]						)
    _lowerCAmelCase				:     List[str]       =    [lines[x[0] + idx] for x in sorted_indices]
    return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]						)
  elif len(_lowerCamelCase						) == 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				:     Any       =    _re_bracket_content.sub(_replace     ,					lines[1]						)
    else:
      _lowerCAmelCase				:     List[Any]       =    [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				:     Optional[Any]       =    get_indent(lines[1]						) + ", ".join([f'"{k}"' for k in sort_objects(_lowerCamelCase						)]						)
    return "\n".join(_lowerCamelCase						)
  else:
    # Finally we have to deal with imports fitting on one line
    _lowerCAmelCase				:     Any       =    _re_bracket_content.sub(_replace     ,					_lowerCamelCase						)
    return import_statement


def 		_UpperCAmelCase (     _lowerCamelCase  :				Tuple     ,					_lowerCamelCase  :				List[Any]=True						)			->  Optional[int]:
  with open(_lowerCamelCase     ,					encoding="""utf-8"""						) as f:
    _lowerCAmelCase				:     Any       =    f.read()

  if "_import_structure" not in code:
    return

  # Blocks of indent level 0
  _lowerCAmelCase				:     List[Any]       =    split_code_in_indented_blocks(
      _lowerCamelCase     ,					start_prompt="""_import_structure = {"""     ,					end_prompt="""if TYPE_CHECKING:"""						)

  # We ignore block 0 (everything untils start_prompt) and the last block (everything after end_prompt).
  for block_idx in range(1     ,					len(_lowerCamelCase						) - 1						):
    # Check if the block contains some `_import_structure`s thingy to sort.
    _lowerCAmelCase				:     Optional[int]       =    main_blocks[block_idx]
    _lowerCAmelCase				:     Any       =    block.split("""\n"""						)

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

    # Ignore beginning and last line: they don't contain anything.
    _lowerCAmelCase				:     str       =    "\n".join(block_lines[line_idx:-1]						)
    _lowerCAmelCase				:     Optional[Any]       =    get_indent(block_lines[1]						)
    # Slit the internal block into blocks of indent level 1.
    _lowerCAmelCase				:     List[Any]       =    split_code_in_indented_blocks(_lowerCamelCase     ,					indent_level=_lowerCamelCase						)
    # We have two categories of import key: list or _import_structure[key].append/extend
    _lowerCAmelCase				:     Optional[int]       =    _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				:     Dict       =    [(pattern.search(_lowerCamelCase						).groups()[0] if pattern.search(_lowerCamelCase						) is not None else None) for b in internal_blocks]
    # We only sort the lines with a key.
    _lowerCAmelCase				:     Optional[int]       =    [(i, key) for i, key in enumerate(_lowerCamelCase						) if key is not None]
    _lowerCAmelCase				:     List[Any]       =    [x[0] for x in sorted(_lowerCamelCase     ,					key=lambda _lowerCamelCase						: x[1]						)]

    # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
    _lowerCAmelCase				:     Tuple       =    0
    _lowerCAmelCase				:     Tuple       =    []
    for i in range(len(_lowerCamelCase						)						):
      if keys[i] is None:
        reorderded_blocks.append(internal_blocks[i]						)
      else:
        _lowerCAmelCase				:     int       =    sort_objects_in_import(internal_blocks[sorted_indices[count]]						)
        reorderded_blocks.append(_lowerCamelCase						)
        count += 1

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

  if code != "\n".join(_lowerCamelCase						):
    if check_only:
      return True
    else:
      print(f'Overwriting {file}.'						)
      with open(_lowerCamelCase     ,					"""w"""     ,					encoding="""utf-8"""						) as f:
        f.write("""\n""".join(_lowerCamelCase						)						)


def 		_UpperCAmelCase (     _lowerCamelCase  :				List[Any]=True						)			->  Any:
  _lowerCAmelCase				:     Optional[int]       =    []
  for root, _, files in os.walk(_lowerCamelCase						):
    if "__init__.py" in files:
      _lowerCAmelCase				:     Optional[int]       =    sort_imports(os.path.join(_lowerCamelCase     ,					"""__init__.py"""						)     ,					check_only=_lowerCamelCase						)
      if result:
        _lowerCAmelCase				:     List[str]       =    [os.path.join(_lowerCamelCase     ,					"""__init__.py"""						)]
  if len(_lowerCamelCase						) > 0:
    raise ValueError(f'Would overwrite {len(_lowerCamelCase						)} files, run `make style`.'						)


if __name__ == "__main__":
     UpperCamelCase_   	=				argparse.ArgumentParser()
     parser.add_argument("""--check_only""", action="""store_true""", help="""Whether to only check or fix style.""")
     UpperCamelCase_   	=				parser.parse_args()

     sort_imports_in_all_inits(check_only=args.check_only)



import unittest

from datasets import load_dataset

from transformers.pipelines import pipeline
from transformers.testing_utils import is_pipeline_test, nested_simplify, require_torch, slow



@is_pipeline_test
@require_torch
class   snake_case_       (		unittest.TestCase       ):






   @require_torch
   def       __UpperCamelCase     (      self				:     Optional[int]  )					->						List[Any]:
       lowercase__ :   Union[str, Any]    					=				pipeline(
           task="zero-shot-audio-classification"	,						model="hf-internal-testing/tiny-clap-htsat-unfused"  )
       lowercase__ :   List[str]    					=				load_dataset("ashraq/esc50"  )
       lowercase__ :   List[Any]    					=				dataset["train"]["audio"][-1]["array"]
       lowercase__ :   Dict    					=				audio_classifier(lowercase_	,						candidate_labels=["Sound of a dog", "Sound of vaccum cleaner"]  )
       self.assertEqual(
           nested_simplify(lowercase_  )	,						[{"score": 0.5_01, "label": "Sound of a dog"}, {"score": 0.4_99, "label": "Sound of vaccum cleaner"}]	,						)






   @unittest.skip("No models are available in TF"  )
   def       __UpperCamelCase     (      self				:     str  )					->						Optional[int]:
       pass






   @slow
   @require_torch
   def       __UpperCamelCase     (      self				:     List[str]  )					->						int:
       lowercase__ :   Tuple    					=				pipeline(
           task="zero-shot-audio-classification"	,						model="laion/clap-htsat-unfused"	,						)
       # This is an audio of a dog
       lowercase__ :   Union[str, Any]    					=				load_dataset("ashraq/esc50"  )
       lowercase__ :   Tuple    					=				dataset["train"]["audio"][-1]["array"]
       lowercase__ :   List[Any]    					=				audio_classifier(lowercase_	,						candidate_labels=["Sound of a dog", "Sound of vaccum cleaner"]  )

       self.assertEqual(
           nested_simplify(lowercase_  )	,						[
               {"score": 0.9_99, "label": "Sound of a dog"},
               {"score": 0.0_01, "label": "Sound of vaccum cleaner"},
           ]	,						)

       lowercase__ :   int    					=				audio_classifier([audio] * 5	,						candidate_labels=["Sound of a dog", "Sound of vaccum cleaner"]  )
       self.assertEqual(
           nested_simplify(lowercase_  )	,						[
               [
                   {"score": 0.9_99, "label": "Sound of a dog"},
                   {"score": 0.0_01, "label": "Sound of vaccum cleaner"},
               ],
           ]
           * 5	,						)
       lowercase__ :   Tuple    					=				audio_classifier(
           [audio] * 5	,						candidate_labels=["Sound of a dog", "Sound of vaccum cleaner"]	,						batch_size=5  )
       self.assertEqual(
           nested_simplify(lowercase_  )	,						[
               [
                   {"score": 0.9_99, "label": "Sound of a dog"},
                   {"score": 0.0_01, "label": "Sound of vaccum cleaner"},
               ],
           ]
           * 5	,						)







   @unittest.skip("No models are available in TF"  )
   def       __UpperCamelCase     (      self				:     Union[str, Any]  )					->						Dict:
       pass



