'''simple docstring'''
import argparse
import os
import re


lowercase__  :      Optional[Any]     =					"src/diffusers"

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



def  __lowerCamelCase       (      _UpperCamelCase  :  Union[str, Any]					):


      '''simple docstring'''


      UpperCAmelCase_            =  _re_indent.search(lowercase__					)
      return "" if search is None else search.groups()[0]



def  __lowerCamelCase       (      _UpperCamelCase  :  Union[str, Any]							,    _UpperCamelCase  :  int=""							,    _UpperCamelCase  :  int=None							,    _UpperCamelCase  :  str=None					):


      '''simple docstring'''


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

      # We split into blocks until we get to the `end_prompt` (or the end of the block).
      UpperCAmelCase_            =  [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:
                              UpperCAmelCase_            =  [lines[index + 1]]
                              index += 1
                        else:
                              UpperCAmelCase_            =  []
                  else:
                        blocks.append('''\n'''.join(lowercase__					)					)
                        UpperCAmelCase_            =  [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  __lowerCamelCase       (      _UpperCamelCase  :  Dict					):


      '''simple docstring'''


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

      return _inner



def  __lowerCamelCase       (      _UpperCamelCase  :  Any							,    _UpperCamelCase  :  str=None					):


      '''simple docstring'''


      def noop(_UpperCamelCase  :  List[Any]					):
            return x

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

      UpperCAmelCase_            =  ignore_underscore(lowercase__					)
      return sorted(lowercase__							,    key=lowercase__					) + sorted(lowercase__							,    key=lowercase__					) + sorted(lowercase__							,    key=lowercase__					)



def  __lowerCamelCase       (      _UpperCamelCase  :  Dict					):


      '''simple docstring'''


      def _replace(_UpperCamelCase  :  List[str]					):
            UpperCAmelCase_            =  match.groups()[0]
            if "," not in imports:
                  return F"""[{imports}]"""
            UpperCAmelCase_            =  [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:
                  UpperCAmelCase_            =  keys[:-1]
            return "[" + ", ".join([F"""\"{k}\"""" for k in sort_objects(lowercase__					)]					) + "]"

      UpperCAmelCase_            =  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.
            UpperCAmelCase_            =  2 if lines[1].strip() == '''[''' else 1
            UpperCAmelCase_            =  [(i, _re_strip_line.search(lowercase__					).groups()[0]) for i, line in enumerate(lines[idx:-idx]					)]
            UpperCAmelCase_            =  sort_objects(lowercase__							,    key=lambda _UpperCamelCase					: x[1]					)
            UpperCAmelCase_            =  [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:
                  UpperCAmelCase_            =  _re_bracket_content.sub(_replace							,    lines[1]					)
            else:
                  UpperCAmelCase_            =  [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:
                        UpperCAmelCase_            =  keys[:-1]
                  UpperCAmelCase_            =  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
            UpperCAmelCase_            =  _re_bracket_content.sub(_replace							,    lowercase__					)
            return import_statement



def  __lowerCamelCase       (      _UpperCamelCase  :  Dict							,    _UpperCamelCase  :  Dict=True					):


      '''simple docstring'''


      with open(lowercase__							,    '''r'''					) as f:
            UpperCAmelCase_            =  f.read()

      if "_import_structure" not in code:
            return

      # Blocks of indent level 0
      UpperCAmelCase_            =  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.
            UpperCAmelCase_            =  main_blocks[block_idx]
            UpperCAmelCase_            =  block.split('''\n'''					)

            # Get to the start of the imports.
            UpperCAmelCase_            =  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]:
                        UpperCAmelCase_            =  len(lowercase__					)
                  else:
                        line_idx += 1
            if line_idx >= len(lowercase__					):
                  continue

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

            # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
            UpperCAmelCase_            =  0
            UpperCAmelCase_            =  []
            for i in range(len(lowercase__					)					):
                  if keys[i] is None:
                        reordered_blocks.append(internal_blocks[i]					)
                  else:
                        UpperCAmelCase_            =  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.
            UpperCAmelCase_            =  '''\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  __lowerCamelCase       (      _UpperCamelCase  :  Optional[Any]=True					):


      '''simple docstring'''


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


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

      sort_imports_in_all_inits(check_only=args.check_only)






'''simple docstring'''
from datetime import datetime

import matplotlib.pyplot as plt
import torch



def  __lowerCamelCase       (      _UpperCamelCase  :  Union[str, Any]					):


      '''simple docstring'''


      for param in module.parameters():
            UpperCAmelCase_            =  False



def  __lowerCamelCase       (      ):


      '''simple docstring'''


      UpperCAmelCase_            =  '''cuda''' if torch.cuda.is_available() else '''cpu'''
      if torch.backends.mps.is_available() and torch.backends.mps.is_built():
            UpperCAmelCase_            =  '''mps'''
      if device == "mps":
            print(
                '''WARNING: MPS currently doesn\'t seem to work, and messes up backpropagation without any visible torch'''
                ''' errors. I recommend using CUDA on a colab notebook or CPU instead if you\'re facing inexplicable issues'''
                ''' with generations.'''					)
      return device



def  __lowerCamelCase       (      _UpperCamelCase  :  Union[str, Any]					):


      '''simple docstring'''


      UpperCAmelCase_            =  plt.imshow(_UpperCamelCase					)
      fig.axes.get_xaxis().set_visible(_UpperCamelCase					)
      fig.axes.get_yaxis().set_visible(_UpperCamelCase					)
      plt.show()





def  __lowerCamelCase       (      ):


      '''simple docstring'''


      UpperCAmelCase_            =  datetime.now()
      UpperCAmelCase_            =  current_time.strftime('''%H:%M:%S'''					)
      return timestamp





