





import collections
import importlib.util
import os
import re
from pathlib import Path


_SCREAMING_SNAKE_CASE      	=		"""src/transformers"""


# Matches is_xxx_available()
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""is\_([a-z_]*)_available()""")
# Catches a one-line _import_struct = {xxx}
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^_import_structure\s+=\s+\{([^\}]+)\}""")
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""\s+\"\S*\":\s+\[([^\]]*)\]""")
# Catches a line if not is_foo_available
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^\s*if\s+not\s+is\_[a-z_]*\_available\(\)""")
# Catches a line _import_struct["bla"].append("foo")
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^\s*_import_structure\[\"\S*\"\]\.append\(\"(\S*)\"\)""")
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]""")
# Catches a line with an object between quotes and a comma:     "MyModel",
_SCREAMING_SNAKE_CASE      	=		re.compile("""^\s+\"([^\"]+)\",""")
# Catches a line with objects between brackets only:    ["foo", "bar"],
_SCREAMING_SNAKE_CASE      	=		re.compile("""^\s+\[([^\]]+)\]""")
# Catches a line with from foo import bar, bla, boo
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""\s+from\s+\S*\s+import\s+([^\(\s].*)\n""")
# Catches a line with try:
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^\s*try:""")
# Catches a line with else:
_SCREAMING_SNAKE_CASE      	=		re.compile(R"""^\s*else:""")


def 							SCREAMING_SNAKE_CASE__						(    __a   ):
	if _re_test_backend.search(__a   ) is None:
		return None
	snake_case_		:			Optional[Any]											=	[b[0] for b in _re_backend.findall(__a   )]
	backends.sort()
	return "_and_".join(__a   )


def 							SCREAMING_SNAKE_CASE__						(    __a   ):
	with open(__a   , 'r'   , encoding='utf-8'   , newline='\n'   ) as f:
		snake_case_		:			int											=	f.readlines()

	snake_case_		:			int											=	0
	while line_index < len(__a   ) and not lines[line_index].startswith('_import_structure = {'   ):
		line_index += 1

	# If this is a traditional init, just return.
	if line_index >= len(__a   ):
		return None

	# First grab the objects without a specific backend in _import_structure
	snake_case_		:			Union[str, Any]											=	[]
	while not lines[line_index].startswith('if TYPE_CHECKING'   ) and find_backend(lines[line_index]   ) is None:
		snake_case_		:			Dict											=	lines[line_index]
		# If we have everything on a single line, let's deal with it.
		if _re_one_line_import_struct.search(__a   ):
			snake_case_		:			Any											=	_re_one_line_import_struct.search(__a   ).groups()[0]
			snake_case_		:			Optional[Any]											=	re.findall('\[([^\]]+)\]'   , __a   )
			for imp in imports:
				objects.extend([obj[1:-1] for obj in imp.split(', '   )]   )
			line_index += 1
			continue
		snake_case_		:			str											=	_re_import_struct_key_value.search(__a   )
		if single_line_import_search is not None:
			snake_case_		:			str											=	[obj[1:-1] for obj in single_line_import_search.groups()[0].split(', '   ) if len(__a   ) > 0]
			objects.extend(__a   )
		elif line.startswith(' ' * 8 + '"'   ):
			objects.append(line[9:-3]   )
		line_index += 1

	snake_case_		:			List[str]											=	{'none': objects}
	# Let's continue with backend-specific objects in _import_structure
	while not lines[line_index].startswith('if TYPE_CHECKING'   ):
		# If the line is an if not is_backend_available, we grab all objects associated.
		snake_case_		:			Optional[Any]											=	find_backend(lines[line_index]   )
		# Check if the backend declaration is inside a try block:
		if _re_try.search(lines[line_index - 1]   ) is None:
			snake_case_		:			Optional[int]											=	None

		if backend is not None:
			line_index += 1

			# Scroll until we hit the else block of try-except-else
			while _re_else.search(lines[line_index]   ) is None:
				line_index += 1

			line_index += 1

			snake_case_		:			Union[str, Any]											=	[]
			# Until we unindent, add backend objects to the list
			while len(lines[line_index]   ) <= 1 or lines[line_index].startswith(' ' * 4   ):
				snake_case_		:			Dict											=	lines[line_index]
				if _re_import_struct_add_one.search(__a   ) is not None:
					objects.append(_re_import_struct_add_one.search(__a   ).groups()[0]   )
				elif _re_import_struct_add_many.search(__a   ) is not None:
					snake_case_		:			int											=	_re_import_struct_add_many.search(__a   ).groups()[0].split(', '   )
					snake_case_		:			Dict											=	[obj[1:-1] for obj in imports if len(__a   ) > 0]
					objects.extend(__a   )
				elif _re_between_brackets.search(__a   ) is not None:
					snake_case_		:			Optional[int]											=	_re_between_brackets.search(__a   ).groups()[0].split(', '   )
					snake_case_		:			Optional[Any]											=	[obj[1:-1] for obj in imports if len(__a   ) > 0]
					objects.extend(__a   )
				elif _re_quote_object.search(__a   ) is not None:
					objects.append(_re_quote_object.search(__a   ).groups()[0]   )
				elif line.startswith(' ' * 8 + '"'   ):
					objects.append(line[9:-3]   )
				elif line.startswith(' ' * 12 + '"'   ):
					objects.append(line[13:-3]   )
				line_index += 1

			snake_case_		:			int											=	objects
		else:
			line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
	snake_case_		:			Optional[Any]											=	[]
	while (
	    line_index < len(__a   )
	    and find_backend(lines[line_index]   ) is None
	    and not lines[line_index].startswith('else'   )
	):
		snake_case_		:			Optional[int]											=	lines[line_index]
		snake_case_		:			Tuple											=	_re_import.search(__a   )
		if single_line_import_search is not None:
			objects.extend(single_line_import_search.groups()[0].split(', '   )   )
		elif line.startswith(' ' * 8   ):
			objects.append(line[8:-2]   )
		line_index += 1

	snake_case_		:			Tuple											=	{'none': objects}
	# Let's continue with backend-specific objects
	while line_index < len(__a   ):
		# If the line is an if is_backend_available, we grab all objects associated.
		snake_case_		:			Optional[int]											=	find_backend(lines[line_index]   )
		# Check if the backend declaration is inside a try block:
		if _re_try.search(lines[line_index - 1]   ) is None:
			snake_case_		:			Any											=	None

		if backend is not None:
			line_index += 1

			# Scroll until we hit the else block of try-except-else
			while _re_else.search(lines[line_index]   ) is None:
				line_index += 1

			line_index += 1

			snake_case_		:			Dict											=	[]
			# Until we unindent, add backend objects to the list
			while len(lines[line_index]   ) <= 1 or lines[line_index].startswith(' ' * 8   ):
				snake_case_		:			Tuple											=	lines[line_index]
				snake_case_		:			Any											=	_re_import.search(__a   )
				if single_line_import_search is not None:
					objects.extend(single_line_import_search.groups()[0].split(', '   )   )
				elif line.startswith(' ' * 12   ):
					objects.append(line[12:-2]   )
				line_index += 1

			snake_case_		:			Dict											=	objects
		else:
			line_index += 1

	return import_dict_objects, type_hint_objects


def 							SCREAMING_SNAKE_CASE__						(    __a   , __a   ):

	def find_duplicates(__a   ):
		return [k for k, v in collections.Counter(__a   ).items() if v > 1]

	if list(import_dict_objects.keys()   ) != list(type_hint_objects.keys()   ):
		return ["Both sides of the init do not have the same backends!"]

	snake_case_		:			List[str]											=	[]
	for key in import_dict_objects.keys():
		snake_case_		:			Any											=	find_duplicates(import_dict_objects[key]   )
		if duplicate_imports:
			errors.append(f"""Duplicate _import_structure definitions for: {duplicate_imports}"""   )
		snake_case_		:			Tuple											=	find_duplicates(type_hint_objects[key]   )
		if duplicate_type_hints:
			errors.append(f"""Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}"""   )

		if sorted(set(import_dict_objects[key]   )   ) != sorted(set(type_hint_objects[key]   )   ):
			snake_case_		:			Tuple											=	'base imports' if key == 'none' else f"""{key} backend"""
			errors.append(f"""Differences for {name}:"""   )
			for a in type_hint_objects[key]:
				if a not in import_dict_objects[key]:
					errors.append(f"""  {a} in TYPE_HINT but not in _import_structure."""   )
			for a in import_dict_objects[key]:
				if a not in type_hint_objects[key]:
					errors.append(f"""  {a} in _import_structure but not in TYPE_HINT."""   )
	return errors


def 							SCREAMING_SNAKE_CASE__						(    ):
	snake_case_		:			int											=	[]
	for root, _, files in os.walk(__a   ):
		if "__init__.py" in files:
			snake_case_		:			Dict											=	os.path.join(__a   , '__init__.py'   )
			snake_case_		:			Dict											=	parse_init(__a   )
			if objects is not None:
				snake_case_		:			Tuple											=	analyze_results(*__a   )
				if len(__a   ) > 0:
					snake_case_		:			Dict											=	f"""Problem in {fname}, both halves do not define the same objects.\n{errors[0]}"""
					failures.append('\n'.join(__a   )   )
	if len(__a   ) > 0:
		raise ValueError('\n\n'.join(__a   )   )


def 							SCREAMING_SNAKE_CASE__						(    ):
	snake_case_		:			Optional[int]											=	[]
	for path, directories, files in os.walk(__a   ):
		for folder in directories:
			# Ignore private modules
			if folder.startswith('_'   ):
				directories.remove(__a   )
				continue
			# Ignore leftovers from branches (empty folders apart from pycache)
			if len(list((Path(__a   ) / folder).glob('*.py'   )   )   ) == 0:
				continue
			snake_case_		:			Dict											=	str((Path(__a   ) / folder).relative_to(__a   )   )
			snake_case_		:			Union[str, Any]											=	short_path.replace(os.path.sep   , '.'   )
			submodules.append(__a   )
		for fname in files:
			if fname == "__init__.py":
				continue
			snake_case_		:			Any											=	str((Path(__a   ) / fname).relative_to(__a   )   )
			snake_case_		:			str											=	short_path.replace('.py'   , ''   ).replace(os.path.sep   , '.'   )
			if len(submodule.split('.'   )   ) == 1:
				submodules.append(__a   )
	return submodules


_SCREAMING_SNAKE_CASE      	=		[
    """convert_pytorch_checkpoint_to_tf2""",
    """modeling_flax_pytorch_utils""",
]


def 							SCREAMING_SNAKE_CASE__						(    ):
	# This is to make sure the transformers module imported is the one in the repo.
	snake_case_		:			Optional[int]											=	importlib.util.spec_from_file_location(
	    'transformers'   , os.path.join(__a   , '__init__.py'   )   , submodule_search_locations=[PATH_TO_TRANSFORMERS]   , )
	snake_case_		:			Optional[int]											=	spec.loader.load_module()

	snake_case_		:			Dict											=	[
	    module
	    for module in get_transformers_submodules()
	    if module not in IGNORE_SUBMODULES and module not in transformers._import_structure.keys()
	]
	if len(__a   ) > 0:
		snake_case_		:			Any											=	'\n'.join(f"""- {module}""" for module in module_not_registered   )
		raise ValueError(
		    'The following submodules are not properly registered in the main init of Transformers:\n'
		    f"""{list_of_modules}\n"""
		    'Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value.'   )


if __name__ == "__main__":
						check_all_inits()
						check_submodules()











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

import cva
import numpy as np

# Parrameters
_SCREAMING_SNAKE_CASE      	=		(7_20, 12_80)  # Height, Width
_SCREAMING_SNAKE_CASE      	=		(0.4, 0.6)  # if height or width lower than this scale, drop it.
_SCREAMING_SNAKE_CASE      	=		1 / 1_00
_SCREAMING_SNAKE_CASE      	=		""""""
_SCREAMING_SNAKE_CASE      	=		""""""
_SCREAMING_SNAKE_CASE      	=		""""""
_SCREAMING_SNAKE_CASE      	=		2_50


def 							SCREAMING_SNAKE_CASE__						(    ):
	snake_case_						,snake_case_		:			Any											=	get_dataset(__a   , __a   )
	for index in range(__a   ):
		snake_case_		:			Dict											=	random.sample(range(len(__a   )   )   , 4   )
		snake_case_						,snake_case_						,snake_case_		:			Optional[int]											=	update_image_and_anno(
		    __a   , __a   , __a   , __a   , __a   , filter_scale=__a   , )

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


def 							SCREAMING_SNAKE_CASE__						(    __a   , __a   ):
	snake_case_		:			List[Any]											=	[]
	snake_case_		:			Optional[int]											=	[]
	for label_file in glob.glob(os.path.join(__a   , '*.txt'   )   ):
		snake_case_		:			List[str]											=	label_file.split(os.sep   )[-1].rsplit('.'   , 1   )[0]
		with open(__a   ) as in_file:
			snake_case_		:			Dict											=	in_file.readlines()
		snake_case_		:			int											=	os.path.join(__a   , f"""{label_name}.jpg"""   )

		snake_case_		:			int											=	[]
		for obj_list in obj_lists:
			snake_case_		:			str											=	obj_list.rstrip('\n'   ).split(' '   )
			snake_case_		:			Tuple											=	float(obj[1]   ) - float(obj[3]   ) / 2
			snake_case_		:			str											=	float(obj[2]   ) - float(obj[4]   ) / 2
			snake_case_		:			Optional[Any]											=	float(obj[1]   ) + float(obj[3]   ) / 2
			snake_case_		:			List[Any]											=	float(obj[2]   ) + float(obj[4]   ) / 2

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


def 							SCREAMING_SNAKE_CASE__						(    __a   , __a   , __a   , __a   , __a   , __a = 0.0   , ):
	snake_case_		:			str											=	np.zeros([output_size[0], output_size[1], 3]   , dtype=np.uinta   )
	snake_case_		:			Tuple											=	scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
	snake_case_		:			int											=	scale_range[0] + random.random() * (scale_range[1] - scale_range[0])
	snake_case_		:			Optional[Any]											=	int(scale_x * output_size[1]   )
	snake_case_		:			int											=	int(scale_y * output_size[0]   )

	snake_case_		:			str											=	[]
	snake_case_		:			Dict											=	[]
	for i, index in enumerate(__a   ):
		snake_case_		:			Any											=	all_img_list[index]
		path_list.append(__a   )
		snake_case_		:			List[str]											=	all_annos[index]
		snake_case_		:			Any											=	cva.imread(__a   )
		if i == 0:  # top-left
			snake_case_		:			Optional[Any]											=	cva.resize(__a   , (divid_point_x, divid_point_y)   )
			snake_case_		:			Dict											=	img
			for bbox in img_annos:
				snake_case_		:			Dict											=	bbox[1] * scale_x
				snake_case_		:			Tuple											=	bbox[2] * scale_y
				snake_case_		:			Optional[Any]											=	bbox[3] * scale_x
				snake_case_		:			str											=	bbox[4] * scale_y
				new_anno.append([bbox[0], xmin, ymin, xmax, ymax]   )
		elif i == 1:  # top-right
			snake_case_		:			Tuple											=	cva.resize(__a   , (output_size[1] - divid_point_x, divid_point_y)   )
			snake_case_		:			Optional[Any]											=	img
			for bbox in img_annos:
				snake_case_		:			int											=	scale_x + bbox[1] * (1 - scale_x)
				snake_case_		:			Dict											=	bbox[2] * scale_y
				snake_case_		:			Union[str, Any]											=	scale_x + bbox[3] * (1 - scale_x)
				snake_case_		:			Union[str, Any]											=	bbox[4] * scale_y
				new_anno.append([bbox[0], xmin, ymin, xmax, ymax]   )
		elif i == 2:  # bottom-left
			snake_case_		:			Optional[Any]											=	cva.resize(__a   , (divid_point_x, output_size[0] - divid_point_y)   )
			snake_case_		:			int											=	img
			for bbox in img_annos:
				snake_case_		:			int											=	bbox[1] * scale_x
				snake_case_		:			List[str]											=	scale_y + bbox[2] * (1 - scale_y)
				snake_case_		:			List[str]											=	bbox[3] * scale_x
				snake_case_		:			Union[str, Any]											=	scale_y + bbox[4] * (1 - scale_y)
				new_anno.append([bbox[0], xmin, ymin, xmax, ymax]   )
		else:  # bottom-right
			snake_case_		:			str											=	cva.resize(
			    __a   , (output_size[1] - divid_point_x, output_size[0] - divid_point_y)   )
			snake_case_		:			Dict											=	img
			for bbox in img_annos:
				snake_case_		:			Dict											=	scale_x + bbox[1] * (1 - scale_x)
				snake_case_		:			Tuple											=	scale_y + bbox[2] * (1 - scale_y)
				snake_case_		:			Union[str, Any]											=	scale_x + bbox[3] * (1 - scale_x)
				snake_case_		:			List[Any]											=	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:
		snake_case_		:			Dict											=	[
		    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 							SCREAMING_SNAKE_CASE__						(    __a   ):
	assert number_char > 1, "The number of character should greater than 1"
	snake_case_		:			Tuple											=	ascii_lowercase + digits
	return "".join(random.choice(__a   ) for _ in range(__a   )   )


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

