





import argparse
import os
import re


_lowerCAmelCase				:   List[str]						       =						'''src/diffusers'''

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

def   __snake_case    (       _lowerCAmelCase			:			List[Any]						)			->    int:
   A_       :					Optional[Any]        =      _re_indent.search(_lowerCAmelCase						)
   return "" if search is None else search.groups()[0]

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

   # We split into blocks until we get to the `end_prompt` (or the end of the block).
   A_       :					Optional[int]        =      [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:
               A_       :					str        =      [lines[index + 1]]
               index += 1
            else:
               A_       :					int        =      []
         else:
            blocks.append("\n".join(_lowerCAmelCase						)						)
            A_       :					Optional[Any]        =      [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   __snake_case    (       _lowerCAmelCase			:			List[str]						)			->    Union[str, Any]:

   def _inner(_lowerCAmelCase			:			Tuple						):
      return key(_lowerCAmelCase						).lower().replace("_"					,					""						)

   return _inner

def   __snake_case    (       _lowerCAmelCase			:			Tuple					,					_lowerCAmelCase			:			Any=None						)			->    List[Any]:

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

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

   A_       :					int        =      ignore_underscore(_lowerCAmelCase						)
   return sorted(_lowerCAmelCase					,					key=_lowerCAmelCase						) + sorted(_lowerCAmelCase					,					key=_lowerCAmelCase						) + sorted(_lowerCAmelCase					,					key=_lowerCAmelCase						)

def   __snake_case    (       _lowerCAmelCase			:			str						)			->    str:

   # This inner function sort imports between [ ].
   def _replace(_lowerCAmelCase			:			str						):
      A_       :					Tuple        =      match.groups()[0]
      if "," not in imports:
         return f"[{imports}]"
      A_       :					Union[str, 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_       :					List[str]        =      keys[:-1]
      return "[" + ", ".join([f"\"{k}\"" for k in sort_objects(_lowerCAmelCase						)]						) + "]"

   A_       :					int        =      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.
      A_       :					Optional[int]        =      2 if lines[1].strip() == "[" else 1
      A_       :					Tuple        =      [(i, _re_strip_line.search(_lowerCAmelCase						).groups()[0]) for i, line in enumerate(lines[idx:-idx]						)]
      A_       :					List[str]        =      sort_objects(_lowerCAmelCase					,					key=lambda _lowerCAmelCase						: x[1]						)
      A_       :					int        =      [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:
         A_       :					Any        =      _re_bracket_content.sub(_replace					,					lines[1]						)
      else:
         A_       :					str        =      [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_       :					str        =      keys[:-1]
         A_       :					List[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
      A_       :					Tuple        =      _re_bracket_content.sub(_replace					,					_lowerCAmelCase						)
      return import_statement

def   __snake_case    (       _lowerCAmelCase			:			Dict					,					_lowerCAmelCase			:			Union[str, Any]=True						)			->    int:
   with open(_lowerCAmelCase					,					"r"						) as f:
      A_       :					Union[str, Any]        =      f.read()

   if "_import_structure" not in code:
      return

   # Blocks of indent level 0
   A_       :					int        =      split_code_in_indented_blocks(
       _lowerCAmelCase					,					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(_lowerCAmelCase						) - 1						):
      # Check if the block contains some `_import_structure`s thingy to sort.
      A_       :					Union[str, Any]        =      main_blocks[block_idx]
      A_       :					Optional[int]        =      block.split("\n"						)

      # Get to the start of the imports.
      A_       :					Tuple        =      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]:
            A_       :					Any        =      len(_lowerCAmelCase						)
         else:
            line_idx += 1
      if line_idx >= len(_lowerCAmelCase						):
         continue

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

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

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

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


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

 sort_imports_in_all_inits(check_only=args.check_only)







import random
import unittest

import torch

from diffusers import IFInpaintingPipeline
from diffusers.utils import floats_tensor
from diffusers.utils.import_utils import is_xformers_available
from diffusers.utils.testing_utils import skip_mps, torch_device

from ..pipeline_params import (
    TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS,
    TEXT_GUIDED_IMAGE_INPAINTING_PARAMS,
)
from ..test_pipelines_common import PipelineTesterMixin
from . import IFPipelineTesterMixin


@skip_mps
class        __magic_name__	(				lowerCamelCase__     ,					lowerCamelCase__     ,					unittest.TestCase				):





     """simple docstring"""



     __UpperCamelCase            =  IFInpaintingPipeline
     __UpperCamelCase            =  TEXT_GUIDED_IMAGE_INPAINTING_PARAMS - {'''width''', '''height'''}
     __UpperCamelCase            =  TEXT_GUIDED_IMAGE_INPAINTING_BATCH_PARAMS
     __UpperCamelCase            =  PipelineTesterMixin.required_optional_params - {'''latents'''}



     def     SCREAMING_SNAKE_CASE		(				self							:Optional[Any]	):





        '''simple docstring'''




        return self._get_dummy_components()



     def     SCREAMING_SNAKE_CASE		(				self							:List[Any]      ,   snake_case							:str      ,   snake_case							:List[Any]=0	):





        '''simple docstring'''




        if str(snake_case	).startswith("mps"	):
           A_       :					Optional[Any]        =      torch.manual_seed(snake_case	)
        else:
           A_       :					Any        =      torch.Generator(device=snake_case	).manual_seed(snake_case	)

        A_       :					Optional[Any]        =      floats_tensor((1, 3, 32, 32)      ,   rng=random.Random(snake_case	)	).to(snake_case	)
        A_       :					Any        =      floats_tensor((1, 3, 32, 32)      ,   rng=random.Random(snake_case	)	).to(snake_case	)

        A_       :					List[Any]        =      {
            "prompt": "A painting of a squirrel eating a burger",
            "image": image,
            "mask_image": mask_image,
            "generator": generator,
            "num_inference_steps": 2,
            "output_type": "numpy",
        }

        return inputs



     @unittest.skipIf(
         torch_device != "cuda" or not is_xformers_available()      ,   reason="XFormers attention is only available with CUDA and `xformers` installed"      ,   )
     def     SCREAMING_SNAKE_CASE		(				self							:Any	):





        '''simple docstring'''




        self._test_xformers_attention_forwardGenerator_pass(expected_max_diff=1e-3	)



     def     SCREAMING_SNAKE_CASE		(				self							:Optional[int]	):





        '''simple docstring'''




        self._test_save_load_optional_components()



     @unittest.skipIf(torch_device != "cuda"      ,   reason="float16 requires CUDA"	)
     def     SCREAMING_SNAKE_CASE		(				self							:Union[str, Any]	):





        '''simple docstring'''




        super().test_save_load_floataa(expected_max_diff=1e-1	)



     def     SCREAMING_SNAKE_CASE		(				self							:Dict	):





        '''simple docstring'''




        self._test_attention_slicing_forward_pass(expected_max_diff=1e-2	)



     def     SCREAMING_SNAKE_CASE		(				self							:List[Any]	):





        '''simple docstring'''




        self._test_save_load_local()





     def     SCREAMING_SNAKE_CASE		(				self							:Dict	):





        '''simple docstring'''




        self._test_inference_batch_single_identical(
            expected_max_diff=1e-2      ,   )
