import argparse
import os
import re


__lowerCamelCase					:	int       =  '''src/diffusers'''

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




def       _snake_case	(   lowerCAmelCase							:   int	):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		List[str]				      =    _re_indent.search(lowerCAmelCase	)
		return "" if search is None else search.groups()[0]




def       _snake_case	(   lowerCAmelCase							:   List[str]   , lowerCAmelCase							:   List[Any]=""   , lowerCAmelCase							:   Dict=None   , lowerCAmelCase							:   Any=None	):
		"""simple docstring"""







		SCREAMING_SNAKE_CASE_  :		Optional[int]				      =    0
		SCREAMING_SNAKE_CASE_  :		Optional[Any]				      =    code.split("\n"	)
		if start_prompt is not None:
				while not lines[index].startswith(lowerCAmelCase	):
						index += 1
				SCREAMING_SNAKE_CASE_  :		List[Any]				      =    ["\n".join(lines[:index]	)]
		else:
				SCREAMING_SNAKE_CASE_  :		List[str]				      =    []

		# We split into blocks until we get to the `end_prompt` (or the end of the block).
		SCREAMING_SNAKE_CASE_  :		List[Any]				      =    [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:
										SCREAMING_SNAKE_CASE_  :		Any				      =    [lines[index + 1]]
										index += 1
								else:
										SCREAMING_SNAKE_CASE_  :		Tuple				      =    []
						else:
								blocks.append("\n".join(lowerCAmelCase	)	)
								SCREAMING_SNAKE_CASE_  :		Dict				      =    [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							:   Tuple	):
		"""simple docstring"""







		def _inner(lowerCAmelCase							:   List[str]	):
				return key(lowerCAmelCase	).lower().replace("_"   , ""	)

		return _inner




def       _snake_case	(   lowerCAmelCase							:   int   , lowerCAmelCase							:   Dict=None	):
		"""simple docstring"""







		def noop(lowerCAmelCase							:   Optional[Any]	):
				return x

		if key is None:
				SCREAMING_SNAKE_CASE_  :		Dict				      =    noop
		# Constants are all uppercase, they go first.
		SCREAMING_SNAKE_CASE_  :		List[Any]				      =    [obj for obj in objects if key(lowerCAmelCase	).isupper()]
		# Classes are not all uppercase but start with a capital, they go second.
		SCREAMING_SNAKE_CASE_  :		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.
		SCREAMING_SNAKE_CASE_  :		str				      =    [obj for obj in objects if not key(lowerCAmelCase	)[0].isupper()]

		SCREAMING_SNAKE_CASE_  :		Union[str, Any]				      =    ignore_underscore(lowerCAmelCase	)
		return sorted(lowerCAmelCase   , key=lowerCAmelCase	) + sorted(lowerCAmelCase   , key=lowerCAmelCase	) + sorted(lowerCAmelCase   , key=lowerCAmelCase	)




def       _snake_case	(   lowerCAmelCase							:   Tuple	):
		"""simple docstring"""







		def _replace(lowerCAmelCase							:   Any	):
				SCREAMING_SNAKE_CASE_  :		Optional[int]				      =    match.groups()[0]
				if "," not in imports:
						return f'[{imports}]'
				SCREAMING_SNAKE_CASE_  :		List[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:
						SCREAMING_SNAKE_CASE_  :		Union[str, Any]				      =    keys[:-1]
				return "[" + ", ".join([f'"{k}"' for k in sort_objects(lowerCAmelCase	)]	) + "]"

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




def       _snake_case	(   lowerCAmelCase							:   Optional[Any]   , lowerCAmelCase							:   List[Any]=True	):
		"""simple docstring"""







		with open(lowerCAmelCase   , "r"	) as f:
				SCREAMING_SNAKE_CASE_  :		List[str]				      =    f.read()

		if "_import_structure" not in code:
				return

		# Blocks of indent level 0
		SCREAMING_SNAKE_CASE_  :		Tuple				      =    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.
				SCREAMING_SNAKE_CASE_  :		int				      =    main_blocks[block_idx]
				SCREAMING_SNAKE_CASE_  :		Any				      =    block.split("\n"	)

				# Get to the start of the imports.
				SCREAMING_SNAKE_CASE_  :		str				      =    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]:
								SCREAMING_SNAKE_CASE_  :		Optional[int]				      =    len(lowerCAmelCase	)
						else:
								line_idx += 1
				if line_idx >= len(lowerCAmelCase	):
						continue

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







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

		sort_imports_in_all_inits(check_only=args.check_only)


import argparse
import json
import os

import torch
from transformers.file_utils import has_file

from diffusers import UNetaDConditionModel, UNetaDModel


SCREAMING_SNAKE_CASE							:Union[str, Any]							 =				False
SCREAMING_SNAKE_CASE							:Any							 =				True
SCREAMING_SNAKE_CASE							:Tuple							 =				False


if __name__ == "__main__":
					SCREAMING_SNAKE_CASE							:Tuple							 =				argparse.ArgumentParser()

					parser.add_argument(
					    '--repo_path',
					    default=None,
					    type=str,
					    required=True,
					    help='The config json file corresponding to the architecture.',
					)

					parser.add_argument('--dump_path', default=None, type=str, required=True, help='Path to the output model.')

					SCREAMING_SNAKE_CASE							:Union[str, Any]							 =				parser.parse_args()

					SCREAMING_SNAKE_CASE							:Dict							 =				{
					    'image_size': 'sample_size',
					    'num_res_blocks': 'layers_per_block',
					    'block_channels': 'block_out_channels',
					    'down_blocks': 'down_block_types',
					    'up_blocks': 'up_block_types',
					    'downscale_freq_shift': 'freq_shift',
					    'resnet_num_groups': 'norm_num_groups',
					    'resnet_act_fn': 'act_fn',
					    'resnet_eps': 'norm_eps',
					    'num_head_channels': 'attention_head_dim',
					}

					SCREAMING_SNAKE_CASE							:Optional[int]							 =				{
					    'time_steps': 'time_proj',
					    'mid': 'mid_block',
					    'downsample_blocks': 'down_blocks',
					    'upsample_blocks': 'up_blocks',
					}

					SCREAMING_SNAKE_CASE							:int							 =				'' if has_file(args.repo_path, 'config.json') else 'unet'

					with open(os.path.join(args.repo_path, subfolder, 'config.json'), 'r', encoding='utf-8') as reader:
										SCREAMING_SNAKE_CASE							:Dict							 =				reader.read()
										SCREAMING_SNAKE_CASE							:List[str]							 =				json.loads(text)

					if do_only_config:
										for key in config_parameters_to_change.keys():
															config.pop(key, None)

					if has_file(args.repo_path, 'config.json'):
										SCREAMING_SNAKE_CASE							:Optional[int]							 =				UNetaDModel(**config)
					else:
										SCREAMING_SNAKE_CASE							:Optional[Any]							 =				UNetaDConditionModel if 'ldm-text2im-large-256' in args.repo_path else UNetaDModel
										SCREAMING_SNAKE_CASE							:List[str]							 =				class_name(**config)

					if do_only_config:
										model.save_config(os.path.join(args.repo_path, subfolder))

					SCREAMING_SNAKE_CASE							:List[str]							 =				dict(model.config)

					if do_only_renaming:
										for key, value in config_parameters_to_change.items():
															if key in config:
																				SCREAMING_SNAKE_CASE							:Optional[Any]							 =				config[key]
																				del config[key]

										SCREAMING_SNAKE_CASE							:Optional[Any]							 =				[k.replace('UNetRes', '') for k in config['down_block_types']]
										SCREAMING_SNAKE_CASE							:List[Any]							 =				[k.replace('UNetRes', '') for k in config['up_block_types']]

					if do_only_weights:
										SCREAMING_SNAKE_CASE							:Tuple							 =				torch.load(os.path.join(args.repo_path, subfolder, 'diffusion_pytorch_model.bin'))

										SCREAMING_SNAKE_CASE							:Any							 =				{}
										for param_key, param_value in state_dict.items():
															if param_key.endswith('.op.bias') or param_key.endswith('.op.weight'):
																				continue
															SCREAMING_SNAKE_CASE							:List[str]							 =				False
															for key, new_key in key_parameters_to_change.items():
																				if not has_changed and param_key.split('.')[0] == key:
																									SCREAMING_SNAKE_CASE							:List[Any]							 =				param_value
																									SCREAMING_SNAKE_CASE							:str							 =				True
															if not has_changed:
																				SCREAMING_SNAKE_CASE							:List[str]							 =				param_value

										model.load_state_dict(new_state_dict)
										model.save_pretrained(os.path.join(args.repo_path, subfolder))
