

import inspect
import re
from hashlib import shaaaa
from typing import Dict, List

from .arrow import arrow
from .audiofolder import audiofolder
from .csv import csv
from .imagefolder import imagefolder
from .json import json
from .pandas import pandas
from .parquet import parquet
from .sql import sql  # noqa F401
from .text import text
def      a      (			A__	:   List[str]     )    ->      str:





      """simple docstring"""



      _lowercase	       =[]
      for line in lines:
            _lowercase	       =re.sub(r'#.*'      ,   ''      ,   A__     )  # remove comments
            if line:
                  filtered_lines.append(A__     )
      _lowercase	       ='\n'.join(A__     )

      # Make a hash from all this code
      _lowercase	       =full_str.encode('utf-8'     )
      return shaaaa(A__     ).hexdigest()


# get importable module names and hash for caching
lowercase_									=   {
    'csv': (csv.__name__, _hash_python_lines(inspect.getsource(csv).splitlines())),
    'json': (json.__name__, _hash_python_lines(inspect.getsource(json).splitlines())),
    'pandas': (pandas.__name__, _hash_python_lines(inspect.getsource(pandas).splitlines())),
    'parquet': (parquet.__name__, _hash_python_lines(inspect.getsource(parquet).splitlines())),
    'arrow': (arrow.__name__, _hash_python_lines(inspect.getsource(arrow).splitlines())),
    'text': (text.__name__, _hash_python_lines(inspect.getsource(text).splitlines())),
    'imagefolder': (imagefolder.__name__, _hash_python_lines(inspect.getsource(imagefolder).splitlines())),
    'audiofolder': (audiofolder.__name__, _hash_python_lines(inspect.getsource(audiofolder).splitlines())),
}

# Used to infer the module to use based on the data files extensions
lowercase_									=   {
    '.csv': ('csv', {}),
    '.tsv': ('csv', {'sep': '\t'}),
    '.json': ('json', {}),
    '.jsonl': ('json', {}),
    '.parquet': ('parquet', {}),
    '.arrow': ('arrow', {}),
    '.txt': ('text', {}),
}
_EXTENSION_TO_MODULE.update({ext: ('imagefolder', {}) for ext in imagefolder.ImageFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext.upper(): ('imagefolder', {}) for ext in imagefolder.ImageFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext: ('audiofolder', {}) for ext in audiofolder.AudioFolder.EXTENSIONS})
_EXTENSION_TO_MODULE.update({ext.upper(): ('audiofolder', {}) for ext in audiofolder.AudioFolder.EXTENSIONS})
lowercase_									=   {'imagefolder', 'audiofolder'}

# Used to filter data files based on extensions given a module name
lowercase_									=   {}
for _ext, (_module, _) in _EXTENSION_TO_MODULE.items():
  _MODULE_TO_EXTENSIONS.setdefault(_module, []).append(_ext)

_MODULE_TO_EXTENSIONS["imagefolder"].append('.zip')







_MODULE_TO_EXTENSIONS["audiofolder"].append('.zip')





import argparse
import os
import re


lowercase_									=   'src/transformers'

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





      """simple docstring"""



      _lowercase	       =_re_indent.search(A__     )
      return "" if search is None else search.groups()[0]
def      a      (			A__	:   Optional[Any]      ,   A__	:   Dict=""      ,   A__	:   Union[str, Any]=None      ,   A__	:   Tuple=None     )    ->      Dict:





      """simple docstring"""



      _lowercase	       =0
      _lowercase	       =code.split('\n'     )
      if start_prompt is not None:
            while not lines[index].startswith(A__     ):
                  index += 1
            _lowercase	       =['\n'.join(lines[:index]     )]
      else:
            _lowercase	       =[]

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

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

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

      return blocks
def      a      (			A__	:   int     )    ->      Union[str, Any]:





      """simple docstring"""



      def _inner(A__	:   Any     ):
            return key(A__     ).lower().replace('_'      ,   ''     )

      return _inner
def      a      (			A__	:   Any      ,   A__	:   Union[str, Any]=None     )    ->      int:





      """simple docstring"""



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

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

      _lowercase	       =ignore_underscore(A__     )
      return sorted(A__      ,   key=A__     ) + sorted(A__      ,   key=A__     ) + sorted(A__      ,   key=A__     )
def      a      (			A__	:   Union[str, Any]     )    ->      Tuple:





      """simple docstring"""



      def _replace(A__	:   Optional[int]     ):
            _lowercase	       =match.groups()[0]
            if "," not in imports:
                  return F'''[{imports}]'''
            _lowercase	       =[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:
                  _lowercase	       =keys[:-1]
            return "[" + ", ".join([F'''"{k}"''' for k in sort_objects(A__     )]     ) + "]"

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





      """simple docstring"""



      with open(A__      ,   encoding='utf-8'     ) as f:
            _lowercase	       =f.read()

      if "_import_structure" not in code:
            return

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

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

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

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

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

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





      """simple docstring"""



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


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

  sort_imports_in_all_inits(check_only=args.check_only)


