


import argparse
import os
import re


a					  =     'src/diffusers'

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


def 			UpperCAmelCase_				(      UpperCAmelCase__  ):
					lowercase_  							=			_re_indent.search(UpperCAmelCase__  )
					return "" if search is None else search.groups()[0]


def 			UpperCAmelCase_				(      UpperCAmelCase__						,							UpperCAmelCase__=""						,							UpperCAmelCase__=None						,							UpperCAmelCase__=None  ):
					lowercase_  							=			0
					lowercase_  							=			code.split("""\n"""  )
					if start_prompt is not None:
										while not lines[index].startswith(UpperCAmelCase__  ):
															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(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:
																									lowercase_  							=			[lines[index + 1]]
																									index += 1
																				else:
																									lowercase_  							=			[]
															else:
																				blocks.append("""\n""".join(UpperCAmelCase__  )  )
																				lowercase_  							=			[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 			UpperCAmelCase_				(      UpperCAmelCase__  ):

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

					return _inner


def 			UpperCAmelCase_				(      UpperCAmelCase__						,							UpperCAmelCase__=None  ):

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

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

					lowercase_  							=			ignore_underscore(UpperCAmelCase__  )
					return sorted(UpperCAmelCase__						,							key=UpperCAmelCase__  ) + sorted(UpperCAmelCase__						,							key=UpperCAmelCase__  ) + sorted(UpperCAmelCase__						,							key=UpperCAmelCase__  )


def 			UpperCAmelCase_				(      UpperCAmelCase__  ):

					# This inner function sort imports between [ ].
					def _replace(UpperCAmelCase__  ):
										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(UpperCAmelCase__  )]  ) + "]"

					lowercase_  							=			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.
										lowercase_  							=			2 if lines[1].strip() == """[""" else 1
										lowercase_  							=			[(i, _re_strip_line.search(UpperCAmelCase__  ).groups()[0]) for i, line in enumerate(lines[idx:-idx]  )]
										lowercase_  							=			sort_objects(UpperCAmelCase__						,							key=lambda UpperCAmelCase__  : x[1]  )
										lowercase_  							=			[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:
															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(UpperCAmelCase__  )]  )
										return "\n".join(UpperCAmelCase__  )
					else:
										# Finally we have to deal with imports fitting on one line
										lowercase_  							=			_re_bracket_content.sub(_replace						,							UpperCAmelCase__  )
										return import_statement


def 			UpperCAmelCase_				(      UpperCAmelCase__						,							UpperCAmelCase__=True  ):
					with open(UpperCAmelCase__						,							"""r"""  ) as f:
										lowercase_  							=			f.read()

					if "_import_structure" not in code:
										return

					# Blocks of indent level 0
					lowercase_  							=			split_code_in_indented_blocks(
					    UpperCAmelCase__						,							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(UpperCAmelCase__  ) - 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(UpperCAmelCase__  ) and "_import_structure" not in block_lines[line_idx]:
															# Skip dummy import blocks
															if "import dummy" in block_lines[line_idx]:
																				lowercase_  							=			len(UpperCAmelCase__  )
															else:
																				line_idx += 1
										if line_idx >= len(UpperCAmelCase__  ):
															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(UpperCAmelCase__						,							indent_level=UpperCAmelCase__  )
										# 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(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.
										lowercase_  							=			[(i, key) for i, key in enumerate(UpperCAmelCase__  ) if key is not None]
										lowercase_  							=			[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.
										lowercase_  							=			0
										lowercase_  							=			[]
										for i in range(len(UpperCAmelCase__  )  ):
															if keys[i] is None:
																				reordered_blocks.append(internal_blocks[i]  )
															else:
																				lowercase_  							=			sort_objects_in_import(internal_blocks[sorted_indices[count]]  )
																				reordered_blocks.append(UpperCAmelCase__  )
																				count += 1

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

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


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


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

							sort_imports_in_all_inits(check_only=args.check_only)






import cva
import numpy as np







class        UpperCamelCase__   :

					def __init__(     self       :   List[str]							,					UpperCamelCase__       :   float							,					UpperCamelCase__       :   int       ):






										'''simple docstring'''






										if k in (0.04, 0.06):
															lowercase_  							=			k
															lowercase_  							=			window_size
										else:
															raise ValueError("""invalid k value"""       )

					def __str__(     self       :   Optional[int]       ):






										'''simple docstring'''






										return str(self.k       )







					def   UpperCAmelCase__       (     self       :   Optional[Any]							,					UpperCamelCase__       :   str       ):






										'''simple docstring'''






										lowercase_  							=			cva.imread(UpperCamelCase__							,					0       )
										lowercase_							,					lowercase_  							=			img.shape
										lowercase_  							=			[]
										lowercase_  							=			img.copy()
										lowercase_  							=			cva.cvtColor(UpperCamelCase__							,					cva.COLOR_GRAY2RGB       )
										lowercase_							,					lowercase_  							=			np.gradient(UpperCamelCase__       )
										lowercase_  							=			dx**2
										lowercase_  							=			dy**2
										lowercase_  							=			dx * dy
										lowercase_  							=			0.04
										lowercase_  							=			self.window_size // 2
										for y in range(UpperCamelCase__							,					h - offset       ):
															for x in range(UpperCamelCase__							,					w - offset       ):
																				lowercase_  							=			ixx[
																				    y - offset : y + offset + 1, x - offset : x + offset + 1
																				].sum()
																				lowercase_  							=			iyy[
																				    y - offset : y + offset + 1, x - offset : x + offset + 1
																				].sum()
																				lowercase_  							=			ixy[
																				    y - offset : y + offset + 1, x - offset : x + offset + 1
																				].sum()

																				lowercase_  							=			(wxx * wyy) - (wxy**2)
																				lowercase_  							=			wxx + wyy
																				lowercase_  							=			det - k * (trace**2)
																				# Can change the value
																				if r > 0.5:
																									corner_list.append([x, y, r]       )
																									color_img.itemset((y, x, 0)							,					0       )
																									color_img.itemset((y, x, 1)							,					0       )
																									color_img.itemset((y, x, 2)							,					255       )
										return color_img, corner_list


if __name__ == "__main__":
							a					  =     HarrisCorner(0.04, 3)
							a  ,					a					  =     edge_detect.detect('path_to_image')
							cva.imwrite('detect.png', color_img)


