




import argparse
import os
import re


_lowerCAmelCase						:   List[Any]		=   "src/diffusers"

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



def 						lowerCAmelCase		(		_lowerCAmelCase							:   Union[str, Any]	):




 """simple docstring"""







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



def 						lowerCAmelCase		(		_lowerCAmelCase							:   Tuple						,							_lowerCAmelCase							:   int=""						,							_lowerCAmelCase							:   Tuple=None						,							_lowerCAmelCase							:   Tuple=None	):




 """simple docstring"""







 UpperCAmelCase__							 =						0
 UpperCAmelCase__							 =						code.split("\n"	)
 if start_prompt is not None:
  while not lines[index].startswith(_lowerCAmelCase	):
   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(_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:
     UpperCAmelCase__							 =						[lines[index + 1]]
     index += 1
    else:
     UpperCAmelCase__							 =						[]
   else:
    blocks.append("\n".join(_lowerCAmelCase	)	)
    UpperCAmelCase__							 =						[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 						lowerCAmelCase		(		_lowerCAmelCase							:   Tuple	):




 """simple docstring"""







 def _inner(_lowerCAmelCase							:   Optional[int]	):
  return key(_lowerCAmelCase	).lower().replace("_"						,							""	)

 return _inner



def 						lowerCAmelCase		(		_lowerCAmelCase							:   Optional[Any]						,							_lowerCAmelCase							:   Any=None	):




 """simple docstring"""







 def noop(_lowerCAmelCase							:   str	):
  return x

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

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



def 						lowerCAmelCase		(		_lowerCAmelCase							:   Union[str, Any]	):




 """simple docstring"""







 def _replace(_lowerCAmelCase							:   Dict	):
  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(_lowerCAmelCase	)]	) + "]"

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



def 						lowerCAmelCase		(		_lowerCAmelCase							:   Union[str, Any]						,							_lowerCAmelCase							:   Tuple=True	):




 """simple docstring"""







 with open(_lowerCAmelCase						,							"r"	) as f:
  UpperCAmelCase__							 =						f.read()

 if "_import_structure" not in code:
  return

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

  # Get to the start of the imports.
  UpperCAmelCase__							 =						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]:
    UpperCAmelCase__							 =						len(_lowerCAmelCase	)
   else:
    line_idx += 1
  if line_idx >= len(_lowerCAmelCase	):
   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(_lowerCAmelCase						,							indent_level=_lowerCAmelCase	)
  # 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(_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.
  UpperCAmelCase__							 =						[(i, key) for i, key in enumerate(_lowerCAmelCase	) if key is not None]
  UpperCAmelCase__							 =						[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.
  UpperCAmelCase__							 =						0
  UpperCAmelCase__							 =						[]
  for i in range(len(_lowerCAmelCase	)	):
   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(_lowerCAmelCase	)
    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(_lowerCAmelCase	):
  if check_only:
   return True
  else:
   print(F'''Overwriting {file}.'''	)
   with open(_lowerCAmelCase						,							"w"	) as f:
    f.write("\n".join(_lowerCAmelCase	)	)



def 						lowerCAmelCase		(		_lowerCAmelCase							:   List[Any]=True	):




 """simple docstring"""







 UpperCAmelCase__							 =						[]
 for root, _, files in os.walk(_lowerCAmelCase	):
  if "__init__.py" in files:
   UpperCAmelCase__							 =						sort_imports(os.path.join(_lowerCAmelCase						,							"__init__.py"	)						,							check_only=_lowerCAmelCase	)
   if result:
    UpperCAmelCase__							 =						[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						:   Optional[int]		=   argparse.ArgumentParser()
  parser.add_argument("--check_only", action="store_true", help="Whether to only check or fix style.")
  _lowerCAmelCase						:   Dict		=   parser.parse_args()

  sort_imports_in_all_inits(check_only=args.check_only)











import glob
import os
import random
from string import ascii_lowercase, digits

import cva
import numpy as np

# Parrameters
_lowerCAmelCase						:   Union[str, Any]		=   (7_2_0, 1_2_8_0)  # Height, Width
_lowerCAmelCase						:   Any		=   (0.4, 0.6)  # if height or width lower than this scale, drop it.
_lowerCAmelCase						:   List[str]		=   1 / 1_0_0
_lowerCAmelCase						:   Union[str, Any]		=   ""
_lowerCAmelCase						:   Any		=   ""
_lowerCAmelCase						:   List[str]		=   ""
_lowerCAmelCase						:   Union[str, Any]		=   2_5_0



def 						lowerCAmelCase		(		):




 """simple docstring"""







 UpperCAmelCase__ , UpperCAmelCase__							 =						get_dataset(_lowerCAmelCase						,							_lowerCAmelCase	)
 for index in range(_lowerCAmelCase	):
  UpperCAmelCase__							 =						random.sample(range(len(_lowerCAmelCase	)	)						,							4	)
  UpperCAmelCase__ , UpperCAmelCase__ , UpperCAmelCase__							 =						update_image_and_anno(
      _lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							_lowerCAmelCase						,							filter_scale=_lowerCAmelCase						,							)

  # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
  UpperCAmelCase__							 =						random_chars(32	)
  UpperCAmelCase__							 =						path.split(os.sep	)[-1].rsplit("."						,							1	)[0]
  UpperCAmelCase__							 =						F'''{OUTPUT_DIR}/{file_name}_MOSAIC_{letter_code}'''
  cva.imwrite(F'''{file_root}.jpg'''						,							_lowerCAmelCase						,							[cva.IMWRITE_JPEG_QUALITY, 85]	)
  print(F'''Succeeded {index+1}/{NUMBER_IMAGES} with {file_name}'''	)
  UpperCAmelCase__							 =						[]
  for anno in new_annos:
   UpperCAmelCase__							 =						anno[3] - anno[1]
   UpperCAmelCase__							 =						anno[4] - anno[2]
   UpperCAmelCase__							 =						anno[1] + width / 2
   UpperCAmelCase__							 =						anno[2] + height / 2
   UpperCAmelCase__							 =						F'''{anno[0]} {x_center} {y_center} {width} {height}'''
   annos_list.append(_lowerCAmelCase	)
  with open(F'''{file_root}.txt'''						,							"w"	) as outfile:
   outfile.write("\n".join(line for line in annos_list	)	)



def 						lowerCAmelCase		(		_lowerCAmelCase							:   str						,							_lowerCAmelCase							:   str	):




 """simple docstring"""







 UpperCAmelCase__							 =						[]
 UpperCAmelCase__							 =						[]
 for label_file in glob.glob(os.path.join(_lowerCAmelCase						,							"*.txt"	)	):
  UpperCAmelCase__							 =						label_file.split(os.sep	)[-1].rsplit("."						,							1	)[0]
  with open(_lowerCAmelCase	) as in_file:
   UpperCAmelCase__							 =						in_file.readlines()
  UpperCAmelCase__							 =						os.path.join(_lowerCAmelCase						,							F'''{label_name}.jpg'''	)

  UpperCAmelCase__							 =						[]
  for obj_list in obj_lists:
   UpperCAmelCase__							 =						obj_list.rstrip("\n"	).split(" "	)
   UpperCAmelCase__							 =						float(obj[1]	) - float(obj[3]	) / 2
   UpperCAmelCase__							 =						float(obj[2]	) - float(obj[4]	) / 2
   UpperCAmelCase__							 =						float(obj[1]	) + float(obj[3]	) / 2
   UpperCAmelCase__							 =						float(obj[2]	) + float(obj[4]	) / 2

   boxes.append([int(obj[0]	), xmin, ymin, xmax, ymax]	)
  if not boxes:
   continue
  img_paths.append(_lowerCAmelCase	)
  labels.append(_lowerCAmelCase	)
 return img_paths, labels



def 						lowerCAmelCase		(		_lowerCAmelCase							:   list						,							_lowerCAmelCase							:   list						,							_lowerCAmelCase							:   list[int]						,							_lowerCAmelCase							:   tuple[int, int]						,							_lowerCAmelCase							:   tuple[float, float]						,							_lowerCAmelCase							:   float = 0.0						,							):




 """simple docstring"""







 UpperCAmelCase__							 =						np.zeros([output_size[0], output_size[1], 3]						,							dtype=np.uinta	)
 UpperCAmelCase__							 =						scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 UpperCAmelCase__							 =						scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
 UpperCAmelCase__							 =						int(scale_x * output_size[1]	)
 UpperCAmelCase__							 =						int(scale_y * output_size[0]	)

 UpperCAmelCase__							 =						[]
 UpperCAmelCase__							 =						[]
 for i, index in enumerate(_lowerCAmelCase	):
  UpperCAmelCase__							 =						all_img_list[index]
  path_list.append(_lowerCAmelCase	)
  UpperCAmelCase__							 =						all_annos[index]
  UpperCAmelCase__							 =						cva.imread(_lowerCAmelCase	)
  if i == 0:  # top-left
   UpperCAmelCase__							 =						cva.resize(_lowerCAmelCase						,							(divid_point_x, divid_point_y)	)
   UpperCAmelCase__							 =						img
   for bbox in img_annos:
    UpperCAmelCase__							 =						bbox[1] * scale_x
    UpperCAmelCase__							 =						bbox[2] * scale_y
    UpperCAmelCase__							 =						bbox[3] * scale_x
    UpperCAmelCase__							 =						bbox[4] * scale_y
    new_anno.append([bbox[0], xmin, ymin, xmax, ymax]	)
  elif i == 1:  # top-right
   UpperCAmelCase__							 =						cva.resize(_lowerCAmelCase						,							(output_size[1] - divid_point_x, divid_point_y)	)
   UpperCAmelCase__							 =						img
   for bbox in img_annos:
    UpperCAmelCase__							 =						scale_x + bbox[1] * (1 - scale_x)
    UpperCAmelCase__							 =						bbox[2] * scale_y
    UpperCAmelCase__							 =						scale_x + bbox[3] * (1 - scale_x)
    UpperCAmelCase__							 =						bbox[4] * scale_y
    new_anno.append([bbox[0], xmin, ymin, xmax, ymax]	)
  elif i == 2:  # bottom-left
   UpperCAmelCase__							 =						cva.resize(_lowerCAmelCase						,							(divid_point_x, output_size[0] - divid_point_y)	)
   UpperCAmelCase__							 =						img
   for bbox in img_annos:
    UpperCAmelCase__							 =						bbox[1] * scale_x
    UpperCAmelCase__							 =						scale_y + bbox[2] * (1 - scale_y)
    UpperCAmelCase__							 =						bbox[3] * scale_x
    UpperCAmelCase__							 =						scale_y + bbox[4] * (1 - scale_y)
    new_anno.append([bbox[0], xmin, ymin, xmax, ymax]	)
  else:  # bottom-right
   UpperCAmelCase__							 =						cva.resize(
       _lowerCAmelCase						,							(output_size[1] - divid_point_x, output_size[0] - divid_point_y)	)
   UpperCAmelCase__							 =						img
   for bbox in img_annos:
    UpperCAmelCase__							 =						scale_x + bbox[1] * (1 - scale_x)
    UpperCAmelCase__							 =						scale_y + bbox[2] * (1 - scale_y)
    UpperCAmelCase__							 =						scale_x + bbox[3] * (1 - scale_x)
    UpperCAmelCase__							 =						scale_y + bbox[4] * (1 - scale_y)
    new_anno.append([bbox[0], xmin, ymin, xmax, ymax]	)

    # Remove bounding box small than scale of filter
 if filter_scale > 0:
  UpperCAmelCase__							 =						[
      anno
      for anno in new_anno
      if filter_scale < (anno[3] - anno[1]) and filter_scale < (anno[4] - anno[2])
  ]

 return output_img, new_anno, path_list[0]



def 						lowerCAmelCase		(		_lowerCAmelCase							:   int	):




 """simple docstring"""







 assert number_char > 1, "The number of character should greater than 1"
 UpperCAmelCase__							 =						ascii_lowercase + digits
 return "".join(random.choice(_lowerCAmelCase	) for _ in range(_lowerCAmelCase	)	)


if __name__ == "__main__":
  main()
  print("DONE ✅")





