



"""simple docstring"""
import argparse
import os
import re


_lowerCAmelCase    :Tuple     =					'src/transformers'

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





def  lowerCamelCase_						(UpperCamelCase__		:		str							):
    _UpperCAmelCase							:  List[str]											=    _re_indent.search(__UpperCAmelCase							)
    return "" if search is None else search.groups()[0]





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

    # We split into blocks until we get to the `end_prompt` (or the end of the block).
    _UpperCAmelCase							:  Union[str, 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:
                    _UpperCAmelCase							:  List[str]											=    [lines[index + 1]]
                    index += 1
                else:
                    _UpperCAmelCase							:  List[str]											=    []
            else:
                blocks.append('''\n'''.join(__UpperCAmelCase							)							)
                _UpperCAmelCase							:  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							):

    def _inner(UpperCamelCase__		:		Optional[int]							):
        return key(__UpperCAmelCase							).lower().replace('''_'''     ,       ''''''							)

    return _inner





def  lowerCamelCase_						(UpperCamelCase__		:		Any     ,       UpperCamelCase__		:		Dict=None							):

    # If no key is provided, we use a noop.
    def noop(UpperCamelCase__		:		List[Any]							):
        return x

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

    _UpperCAmelCase							:  Union[str, Any]											=    ignore_underscore(__UpperCAmelCase							)
    return sorted(__UpperCAmelCase     ,       key=__UpperCAmelCase							) + sorted(__UpperCAmelCase     ,       key=__UpperCAmelCase							) + sorted(__UpperCAmelCase     ,       key=__UpperCAmelCase							)





def  lowerCamelCase_						(UpperCamelCase__		:		str							):

    # This inner function sort imports between [ ].
    def _replace(UpperCamelCase__		:		Dict							):
        _UpperCAmelCase							:  Any											=    match.groups()[0]
        if "," not in imports:
            return F'[{imports}]'
        _UpperCAmelCase							:  str											=    [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							:  str											=    keys[:-1]
        return "[" + ", ".join([F'\"{k}\"' for k in sort_objects(__UpperCAmelCase							)]							) + "]"

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





def  lowerCamelCase_						(UpperCamelCase__		:		Optional[int]     ,       UpperCamelCase__		:		Optional[Any]=True							):
    with open(__UpperCAmelCase     ,       encoding='''utf-8'''							) as f:
        _UpperCAmelCase							:  Union[str, Any]											=    f.read()

    if "_import_structure" not in code:
        return

    # Blocks of indent level 0
    _UpperCAmelCase							:  Optional[int]											=    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.
        _UpperCAmelCase							:  int											=    main_blocks[block_idx]
        _UpperCAmelCase							:  Optional[int]											=    block.split('''\n'''							)

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

        # Ignore beginning and last line: they don't contain anything.
        _UpperCAmelCase							:  Optional[int]											=    '''\n'''.join(block_lines[line_idx:-1]							)
        _UpperCAmelCase							:  Optional[int]											=    get_indent(block_lines[1]							)
        # Slit the internal block into blocks of indent level 1.
        _UpperCAmelCase							:  Tuple											=    split_code_in_indented_blocks(__UpperCAmelCase     ,       indent_level=__UpperCAmelCase							)
        # We have two categories of import key: list or _import_structure[key].append/extend
        _UpperCAmelCase							:  Any											=    _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							:  List[str]											=    [(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.
        _UpperCAmelCase							:  Any											=    [(i, key) for i, key in enumerate(__UpperCAmelCase							) if key is not None]
        _UpperCAmelCase							:  Tuple											=    [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.
        _UpperCAmelCase							:  Union[str, Any]											=    0
        _UpperCAmelCase							:  Optional[Any]											=    []
        for i in range(len(__UpperCAmelCase							)							):
            if keys[i] is None:
                reorderded_blocks.append(internal_blocks[i]							)
            else:
                _UpperCAmelCase							:  int											=    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.
        _UpperCAmelCase							:  int											=    '''\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__		:		Dict=True							):
    _UpperCAmelCase							:  Optional[int]											=    []
    for root, _, files in os.walk(__UpperCAmelCase							):
        if "__init__.py" in files:
            _UpperCAmelCase							:  int											=    sort_imports(os.path.join(__UpperCAmelCase     ,       '''__init__.py'''							)     ,       check_only=__UpperCAmelCase							)
            if result:
                _UpperCAmelCase							:  Optional[int]											=    [os.path.join(__UpperCAmelCase     ,       '''__init__.py'''							)]
    if len(__UpperCAmelCase							) > 0:
        raise ValueError(F'Would overwrite {len(__UpperCAmelCase							)} files, run `make style`.'							)


if __name__ == "__main__":
  _lowerCAmelCase    :Optional[Any]     =					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 unittest

import numpy as np

from diffusers import OnnxStableDiffusionInpaintPipelineLegacy
from diffusers.utils.testing_utils import (
    is_onnx_available,
    load_image,
    load_numpy,
    nightly,
    require_onnxruntime,
    require_torch_gpu,
)


if is_onnx_available():
   import onnxruntime as ort





@nightly
@require_onnxruntime
@require_torch_gpu
class        lowerCamelCase_							(      unittest.TestCase					):


 '''simple docstring'''







 @property
 def       lowerCAmelCase_  (							self  :		Optional[Any]						):
       return (
           "CUDAExecutionProvider",
           {
               "gpu_mem_limit": "15000000000",  # 15GB
               "arena_extend_strategy": "kSameAsRequested",
           },
       )



 @property
 def       lowerCAmelCase_  (							self  :		str						):
       SCREAMING_SNAKE_CASE_							=			ort.SessionOptions()
       SCREAMING_SNAKE_CASE_							=			False
       return options




 def       lowerCAmelCase_  (							self  :		Tuple						):
       SCREAMING_SNAKE_CASE_							=			load_image(
           'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
           '/in_paint/overture-creations-5sI6fQgYIuo.png'						)
       SCREAMING_SNAKE_CASE_							=			load_image(
           'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
           '/in_paint/overture-creations-5sI6fQgYIuo_mask.png'						)
       SCREAMING_SNAKE_CASE_							=			load_numpy(
           'https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'
           '/in_paint/red_cat_sitting_on_a_park_bench_onnx.npy'						)

       # using the PNDM scheduler by default
       SCREAMING_SNAKE_CASE_							=			OnnxStableDiffusionInpaintPipelineLegacy.from_pretrained(
           'CompVis/stable-diffusion-v1-4'				,				revision='onnx'				,				safety_checker=_lowerCAmelCase				,				feature_extractor=_lowerCAmelCase				,				provider=self.gpu_provider				,				sess_options=self.gpu_options				,				)
       pipe.set_progress_bar_config(disable=_lowerCAmelCase						)

       SCREAMING_SNAKE_CASE_							=			'A red cat sitting on a park bench'

       SCREAMING_SNAKE_CASE_							=			np.random.RandomState(0						)
       SCREAMING_SNAKE_CASE_							=			pipe(
           prompt=_lowerCAmelCase				,				image=_lowerCAmelCase				,				mask_image=_lowerCAmelCase				,				strength=0.75				,				guidance_scale=7.5				,				num_inference_steps=15				,				generator=_lowerCAmelCase				,				output_type='np'				,				)

       SCREAMING_SNAKE_CASE_							=			output.images[0]

       assert image.shape == (512, 512, 3)
       assert np.abs(expected_image - image						).max() < 1E-2