


import argparse
import os
import re


snake_case							:       int										=	'''src/transformers'''

# Pattern that looks at the indentation in a line.
snake_case							:       Dict										=	re.compile(R'''^(\s*)\S''')
# Pattern that matches `"key":" and puts `key` in group 0.
snake_case							:       Dict										=	re.compile(R'''^\s*"([^"]+)":''')
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
snake_case							:       List[Any]										=	re.compile(R'''^\s*_import_structure\["([^"]+)"\]''')
# Pattern that matches `"key",` and puts `key` in group 0.
snake_case							:       Optional[Any]										=	re.compile(R'''^\s*"([^"]+)",\s*$''')
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
snake_case							:       int										=	re.compile(R'''\[([^\]]+)\]''')
def 							__lowerCamelCase		(					UpperCAmelCase_		:						int		):




      """simple docstring"""





      a		:str									=			_re_indent.search(UpperCAmelCase_		)
      return "" if search is None else search.groups()[0]
def 							__lowerCamelCase		(					UpperCAmelCase_		:						Union[str, Any]					,    UpperCAmelCase_		:						Union[str, Any]=""					,    UpperCAmelCase_		:						List[Any]=None					,    UpperCAmelCase_		:						Tuple=None		):




      """simple docstring"""





      a		:Optional[int]									=			0
      a		:Optional[Any]									=			code.split('''\n'''		)
      if start_prompt is not None:
            while not lines[index].startswith(UpperCAmelCase_		):
                  index += 1
            a		:int									=			['''\n'''.join(lines[:index]		)]
      else:
            a		:Optional[int]									=			[]

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

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

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

      return blocks
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str		):




      """simple docstring"""





      def _inner(UpperCAmelCase_		:						int		):
            return key(UpperCAmelCase_		).lower().replace('''_'''					,    ''''''		)

      return _inner
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						Any=None		):




      """simple docstring"""





      def noop(UpperCAmelCase_		:						Optional[int]		):
            return x

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

      a		:Optional[int]									=			ignore_underscore(UpperCAmelCase_		)
      return sorted(UpperCAmelCase_					,    key=UpperCAmelCase_		) + sorted(UpperCAmelCase_					,    key=UpperCAmelCase_		) + sorted(UpperCAmelCase_					,    key=UpperCAmelCase_		)
def 							__lowerCamelCase		(					UpperCAmelCase_		:						Tuple		):




      """simple docstring"""





      def _replace(UpperCAmelCase_		:						Optional[Any]		):
            a		:Tuple									=			match.groups()[0]
            if "," not in imports:
                  return F'''[{imports}]'''
            a		:List[Any]									=			[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:
                  a		:Union[str, Any]									=			keys[:-1]
            return "[" + ", ".join([F'''"{k}"''' for k in sort_objects(UpperCAmelCase_		)]		) + "]"

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




      """simple docstring"""





      with open(UpperCAmelCase_					,    encoding='''utf-8'''		) as f:
            a		:int									=			f.read()

      if "_import_structure" not in code:
            return

      # Blocks of indent level 0
      a		:List[Any]									=			split_code_in_indented_blocks(
          UpperCAmelCase_					,    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(UpperCAmelCase_		) - 1		):
            # Check if the block contains some `_import_structure`s thingy to sort.
            a		:Tuple									=			main_blocks[block_idx]
            a		:List[Any]									=			block.split('''\n'''		)

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

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

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

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

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




      """simple docstring"""





      a		:Optional[Any]									=			[]
      for root, _, files in os.walk(UpperCAmelCase_		):
            if "__init__.py" in files:
                  a		:Tuple									=			sort_imports(os.path.join(UpperCAmelCase_					,    '''__init__.py'''		)					,    check_only=UpperCAmelCase_		)
                  if result:
                        a		:Any									=			[os.path.join(UpperCAmelCase_					,    '''__init__.py'''		)]
      if len(UpperCAmelCase_		) > 0:
            raise ValueError(F'''Would overwrite {len(UpperCAmelCase_		)} files, run `make style`.'''		)


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

     sort_imports_in_all_inits(check_only=args.check_only)









import warnings

from ...utils import is_sklearn_available, requires_backends


if is_sklearn_available():
     from scipy.stats import pearsonr, spearmanr
     from sklearn.metrics import fa_score, matthews_corrcoef


snake_case							:       List[str]										=	(
    '''This metric will be removed from the library soon, metrics should be handled with the 🤗 Evaluate '''
    '''library. You can have a look at this example script for pointers: '''
    '''https://github.com/huggingface/transformers/blob/main/examples/pytorch/text-classification/run_glue.py'''
)
def 							__lowerCamelCase		(					UpperCAmelCase_		:						List[str]					,    UpperCAmelCase_		:						Optional[Any]		):




      """simple docstring"""





      warnings.warn(UpperCAmelCase_					,    UpperCAmelCase_		)
      requires_backends(UpperCAmelCase_					,    '''sklearn'''		)
      return (preds == labels).mean()
def 							__lowerCamelCase		(					UpperCAmelCase_		:						str					,    UpperCAmelCase_		:						int		):




      """simple docstring"""





      warnings.warn(UpperCAmelCase_					,    UpperCAmelCase_		)
      requires_backends(UpperCAmelCase_					,    '''sklearn'''		)
      a		:Dict									=			simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)
      a		:Any									=			fa_score(y_true=UpperCAmelCase_					,    y_pred=UpperCAmelCase_		)
      return {
          "acc": acc,
          "f1": fa,
          "acc_and_f1": (acc + fa) / 2,
      }
def 							__lowerCamelCase		(					UpperCAmelCase_		:						Dict					,    UpperCAmelCase_		:						List[Any]		):




      """simple docstring"""





      warnings.warn(UpperCAmelCase_					,    UpperCAmelCase_		)
      requires_backends(UpperCAmelCase_					,    '''sklearn'''		)
      a		:str									=			pearsonr(UpperCAmelCase_					,    UpperCAmelCase_		)[0]
      a		:Union[str, Any]									=			spearmanr(UpperCAmelCase_					,    UpperCAmelCase_		)[0]
      return {
          "pearson": pearson_corr,
          "spearmanr": spearman_corr,
          "corr": (pearson_corr + spearman_corr) / 2,
      }
def 							__lowerCamelCase		(					UpperCAmelCase_		:						int					,    UpperCAmelCase_		:						int					,    UpperCAmelCase_		:						Dict		):




      """simple docstring"""





      warnings.warn(UpperCAmelCase_					,    UpperCAmelCase_		)
      requires_backends(UpperCAmelCase_					,    '''sklearn'''		)
      assert len(UpperCAmelCase_		) == len(UpperCAmelCase_		), F'''Predictions and labels have mismatched lengths {len(UpperCAmelCase_		)} and {len(UpperCAmelCase_		)}'''
      if task_name == "cola":
            return {"mcc": matthews_corrcoef(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "sst-2":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "mrpc":
            return acc_and_fa(UpperCAmelCase_					,    UpperCAmelCase_		)
      elif task_name == "sts-b":
            return pearson_and_spearman(UpperCAmelCase_					,    UpperCAmelCase_		)
      elif task_name == "qqp":
            return acc_and_fa(UpperCAmelCase_					,    UpperCAmelCase_		)
      elif task_name == "mnli":
            return {"mnli/acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "mnli-mm":
            return {"mnli-mm/acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "qnli":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "rte":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "wnli":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      elif task_name == "hans":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      else:
            raise KeyError(UpperCAmelCase_		)






def 							__lowerCamelCase		(					UpperCAmelCase_		:						List[str]					,    UpperCAmelCase_		:						int					,    UpperCAmelCase_		:						List[Any]		):




      """simple docstring"""





      warnings.warn(UpperCAmelCase_					,    UpperCAmelCase_		)
      requires_backends(UpperCAmelCase_					,    '''sklearn'''		)
      if len(UpperCAmelCase_		) != len(UpperCAmelCase_		):
            raise ValueError(F'''Predictions and labels have mismatched lengths {len(UpperCAmelCase_		)} and {len(UpperCAmelCase_		)}'''		)
      if task_name == "xnli":
            return {"acc": simple_accuracy(UpperCAmelCase_					,    UpperCAmelCase_		)}
      else:
            raise KeyError(UpperCAmelCase_		)





