


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


__snake_case				 =	'''src/diffusers'''

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


def      a (     __a  )    ->      Dict:



					'''simple docstring'''






					UpperCamelCase__  :Optional[Any]				   =					_re_indent.search(__a  )
					return "" if search is None else search.groups()[0]


def      a (     __a					,   __a=""					,   __a=None					,   __a=None  )    ->      int:



					'''simple docstring'''






					UpperCamelCase__  :Dict				   =					0
					UpperCamelCase__  :Optional[Any]				   =					code.split('''\n'''  )
					if start_prompt is not None:
										while not lines[index].startswith(__a  ):
															index += 1
										UpperCamelCase__  :List[str]				   =					['''\n'''.join(lines[:index]  )]
					else:
										UpperCamelCase__  :Union[str, Any]				   =					[]

					# We split into blocks until we get to the `end_prompt` (or the end of the block).
					UpperCamelCase__  :Tuple				   =					[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:
																									UpperCamelCase__  :int				   =					[lines[index + 1]]
																									index += 1
																				else:
																									UpperCamelCase__  :Union[str, Any]				   =					[]
															else:
																				blocks.append('''\n'''.join(__a  )  )
																				UpperCamelCase__  :Dict				   =					[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  )    ->      Union[str, Any]:



					'''simple docstring'''






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

					return _inner


def      a (     __a					,   __a=None  )    ->      Union[str, Any]:



					'''simple docstring'''






					def noop(__a  ):
										return x

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

					UpperCamelCase__  :Dict				   =					ignore_underscore(__a  )
					return sorted(__a					,   key=__a  ) + sorted(__a					,   key=__a  ) + sorted(__a					,   key=__a  )


def      a (     __a  )    ->      List[Any]:



					'''simple docstring'''






					def _replace(__a  ):
										UpperCamelCase__  :List[Any]				   =					match.groups()[0]
										if "," not in imports:
															return f'''[{imports}]'''
										UpperCamelCase__  :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:
															UpperCamelCase__  :Optional[Any]				   =					keys[:-1]
										return "[" + ", ".join([f'''"{k}"''' for k in sort_objects(__a  )]  ) + "]"

					UpperCamelCase__  :int				   =					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.
										UpperCamelCase__  :Optional[int]				   =					2 if lines[1].strip() == '''[''' else 1
										UpperCamelCase__  :Dict				   =					[(i, _re_strip_line.search(__a  ).groups()[0]) for i, line in enumerate(lines[idx:-idx]  )]
										UpperCamelCase__  :str				   =					sort_objects(__a					,   key=lambda __a  : x[1]  )
										UpperCamelCase__  :Optional[int]				   =					[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:
															UpperCamelCase__  :Any				   =					_re_bracket_content.sub(_replace					,   lines[1]  )
										else:
															UpperCamelCase__  :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:
																				UpperCamelCase__  :str				   =					keys[:-1]
															UpperCamelCase__  :Any				   =					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
										UpperCamelCase__  :Optional[int]				   =					_re_bracket_content.sub(_replace					,   __a  )
										return import_statement


def      a (     __a					,   __a=True  )    ->      Tuple:



					'''simple docstring'''






					with open(__a					,   '''r'''  ) as f:
										UpperCamelCase__  :Optional[int]				   =					f.read()

					if "_import_structure" not in code:
										return

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

										# Get to the start of the imports.
										UpperCamelCase__  :Union[str, Any]				   =					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]:
																				UpperCamelCase__  :List[Any]				   =					len(__a  )
															else:
																				line_idx += 1
										if line_idx >= len(__a  ):
															continue

										# Ignore beginning and last line: they don't contain anything.
										UpperCamelCase__  :Tuple				   =					'''\n'''.join(block_lines[line_idx:-1]  )
										UpperCamelCase__  :int				   =					get_indent(block_lines[1]  )
										# Slit the internal block into blocks of indent level 1.
										UpperCamelCase__  :List[Any]				   =					split_code_in_indented_blocks(__a					,   indent_level=__a  )
										# We have two categories of import key: list or _import_structure[key].append/extend
										UpperCamelCase__  :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.
										UpperCamelCase__  :Dict				   =					[(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.
										UpperCamelCase__  :Optional[int]				   =					[(i, key) for i, key in enumerate(__a  ) if key is not None]
										UpperCamelCase__  :str				   =					[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.
										UpperCamelCase__  :Optional[Any]				   =					0
										UpperCamelCase__  :Dict				   =					[]
										for i in range(len(__a  )  ):
															if keys[i] is None:
																				reordered_blocks.append(internal_blocks[i]  )
															else:
																				UpperCamelCase__  :List[Any]				   =					sort_objects_in_import(internal_blocks[sorted_indices[count]]  )
																				reordered_blocks.append(__a  )
																				count += 1

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

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


def      a (     __a=True  )    ->      List[Any]:



					'''simple docstring'''






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


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

		sort_imports_in_all_inits(check_only=args.check_only)



'''simple docstring'''
from __future__ import annotations

from decimal import Decimal

from numpy import array


def      a (     __a  )    ->      list[list[float]]:



					'''simple docstring'''






					UpperCamelCase__  :int				   =					Decimal

					# Check if the provided matrix has 2 rows and 2 columns
					# since this implementation only works for 2x2 matrices
					if len(__a  ) == 2 and len(matrix[0]  ) == 2 and len(matrix[1]  ) == 2:
										# Calculate the determinant of the matrix
										UpperCamelCase__  :str				   =					float(
										    d(matrix[0][0]  ) * d(matrix[1][1]  ) - d(matrix[1][0]  ) * d(matrix[0][1]  )  )
										if determinant == 0:
															raise ValueError('''This matrix has no inverse.'''  )

										# Creates a copy of the matrix with swapped positions of the elements
										UpperCamelCase__  :List[Any]				   =					[[0.0, 0.0], [0.0, 0.0]]
										UpperCamelCase__   ,							UpperCamelCase__  :Union[str, Any]				   =					matrix[1][1], matrix[0][0]
										UpperCamelCase__   ,							UpperCamelCase__  :Dict				   =					-matrix[1][0], -matrix[0][1]

										# Calculate the inverse of the matrix
										return [
										    [(float(d(__a  )  ) / determinant) or 0.0 for n in row] for row in swapped_matrix
										]
					elif (
					    len(__a  ) == 3
					    and len(matrix[0]  ) == 3
					    and len(matrix[1]  ) == 3
					    and len(matrix[2]  ) == 3
					):
										# Calculate the determinant of the matrix using Sarrus rule
										UpperCamelCase__  :int				   =					float(
										    (
										        (d(matrix[0][0]  ) * d(matrix[1][1]  ) * d(matrix[2][2]  ))
										        + (d(matrix[0][1]  ) * d(matrix[1][2]  ) * d(matrix[2][0]  ))
										        + (d(matrix[0][2]  ) * d(matrix[1][0]  ) * d(matrix[2][1]  ))
										    )
										    - (
										        (d(matrix[0][2]  ) * d(matrix[1][1]  ) * d(matrix[2][0]  ))
										        + (d(matrix[0][1]  ) * d(matrix[1][0]  ) * d(matrix[2][2]  ))
										        + (d(matrix[0][0]  ) * d(matrix[1][2]  ) * d(matrix[2][1]  ))
										    )  )
										if determinant == 0:
															raise ValueError('''This matrix has no inverse.'''  )

										# Creating cofactor matrix
										UpperCamelCase__  :List[Any]				   =					[
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										    [d(0.0  ), d(0.0  ), d(0.0  )],
										]
										UpperCamelCase__  :Tuple				   =					(d(matrix[1][1]  ) * d(matrix[2][2]  )) - (
										    d(matrix[1][2]  ) * d(matrix[2][1]  )
										)
										UpperCamelCase__  :List[str]				   =					-(
										    (d(matrix[1][0]  ) * d(matrix[2][2]  )) - (d(matrix[1][2]  ) * d(matrix[2][0]  ))
										)
										UpperCamelCase__  :Union[str, Any]				   =					(d(matrix[1][0]  ) * d(matrix[2][1]  )) - (
										    d(matrix[1][1]  ) * d(matrix[2][0]  )
										)
										UpperCamelCase__  :List[Any]				   =					-(
										    (d(matrix[0][1]  ) * d(matrix[2][2]  )) - (d(matrix[0][2]  ) * d(matrix[2][1]  ))
										)
										UpperCamelCase__  :Optional[int]				   =					(d(matrix[0][0]  ) * d(matrix[2][2]  )) - (
										    d(matrix[0][2]  ) * d(matrix[2][0]  )
										)
										UpperCamelCase__  :List[Any]				   =					-(
										    (d(matrix[0][0]  ) * d(matrix[2][1]  )) - (d(matrix[0][1]  ) * d(matrix[2][0]  ))
										)
										UpperCamelCase__  :List[Any]				   =					(d(matrix[0][1]  ) * d(matrix[1][2]  )) - (
										    d(matrix[0][2]  ) * d(matrix[1][1]  )
										)
										UpperCamelCase__  :List[str]				   =					-(
										    (d(matrix[0][0]  ) * d(matrix[1][2]  )) - (d(matrix[0][2]  ) * d(matrix[1][0]  ))
										)
										UpperCamelCase__  :Dict				   =					(d(matrix[0][0]  ) * d(matrix[1][1]  )) - (
										    d(matrix[0][1]  ) * d(matrix[1][0]  )
										)

										# Transpose the cofactor matrix (Adjoint matrix)
										UpperCamelCase__  :Optional[Any]				   =					array(__a  )
										for i in range(3  ):
															for j in range(3  ):
																				UpperCamelCase__  :Optional[Any]				   =					cofactor_matrix[j][i]

        # Inverse of the matrix using the formula (1/determinant) * adjoint matrix
										UpperCamelCase__  :Any				   =					array(__a  )
										for i in range(3  ):
															for j in range(3  ):
																				inverse_matrix[i][j] /= d(__a  )

        # Calculate the inverse of the matrix
										return [[float(d(__a  )  ) or 0.0 for n in row] for row in inverse_matrix]
					raise ValueError('''Please provide a matrix of size 2x2 or 3x3.'''  )