


import argparse
import os
import re


_A		:				Dict									=       '''src/diffusers'''

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



def     __lowerCAmelCase						(							snake_case	:    List[str] )       ->							Optional[Any]:
   __lowerCamelCase:				int     =	_re_indent.search(snake_case )
   return "" if search is None else search.groups()[0]



def     __lowerCAmelCase						(							snake_case	:    Dict						,      snake_case	:    List[str]=""						,      snake_case	:    Union[str, Any]=None						,      snake_case	:    Optional[int]=None )       ->							Optional[Any]:
   __lowerCamelCase:				str     =	0
   __lowerCamelCase:				Tuple     =	code.split("""\n""" )
   if start_prompt is not None:
      while not lines[index].startswith(snake_case ):
         index += 1
      __lowerCamelCase:				List[str]     =	["""\n""".join(lines[:index] )]
   else:
      __lowerCamelCase:				List[Any]     =	[]

   # We split into blocks until we get to the `end_prompt` (or the end of the block).
   __lowerCamelCase:				Dict     =	[lines[index]]
   index += 1
   while index < len(snake_case ) and (end_prompt is None or not lines[index].startswith(snake_case )):
      if len(lines[index] ) > 0 and get_indent(lines[index] ) == indent_level:
         if len(snake_case ) > 0 and get_indent(current_block[-1] ).startswith(indent_level + """ """ ):
            current_block.append(lines[index] )
            blocks.append("""\n""".join(snake_case ) )
            if index < len(snake_case ) - 1:
               __lowerCamelCase:				List[Any]     =	[lines[index + 1]]
               index += 1
            else:
               __lowerCamelCase:				Optional[Any]     =	[]
         else:
            blocks.append("""\n""".join(snake_case ) )
            __lowerCamelCase:				Tuple     =	[lines[index]]
      else:
         current_block.append(lines[index] )
      index += 1

   # Adds current block if it's nonempty.
   if len(snake_case ) > 0:
      blocks.append("""\n""".join(snake_case ) )

   # Add final block after end_prompt if provided.
   if end_prompt is not None and index < len(snake_case ):
      blocks.append("""\n""".join(lines[index:] ) )

   return blocks



def     __lowerCAmelCase						(							snake_case	:    List[Any] )       ->							Tuple:

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

   return _inner



def     __lowerCAmelCase						(							snake_case	:    Any						,      snake_case	:    List[Any]=None )       ->							Tuple:

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

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

   __lowerCamelCase:				Tuple     =	ignore_underscore(snake_case )
   return sorted(snake_case						,      key=snake_case ) + sorted(snake_case						,      key=snake_case ) + sorted(snake_case						,      key=snake_case )



def     __lowerCAmelCase						(							snake_case	:    Union[str, Any] )       ->							Optional[Any]:

   # This inner function sort imports between [ ].
   def _replace(snake_case	:    Dict ):
      __lowerCamelCase:				Tuple     =	match.groups()[0]
      if "," not in imports:
         return f'[{imports}]'
      __lowerCamelCase:				List[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:
         __lowerCamelCase:				List[str]     =	keys[:-1]
      return "[" + ", ".join([f'"{k}"' for k in sort_objects(snake_case )] ) + "]"

   __lowerCamelCase:				Dict     =	import_statement.split("""\n""" )
   if len(snake_case ) > 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.
      __lowerCamelCase:				Tuple     =	2 if lines[1].strip() == """[""" else 1
      __lowerCamelCase:				Any     =	[(i, _re_strip_line.search(snake_case ).groups()[0]) for i, line in enumerate(lines[idx:-idx] )]
      __lowerCamelCase:				Optional[Any]     =	sort_objects(snake_case						,      key=lambda snake_case : x[1] )
      __lowerCamelCase:				Dict     =	[lines[x[0] + idx] for x in sorted_indices]
      return "\n".join(lines[:idx] + sorted_lines + lines[-idx:] )
   elif len(snake_case ) == 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:
         __lowerCamelCase:				List[str]     =	_re_bracket_content.sub(_replace						,      lines[1] )
      else:
         __lowerCamelCase:				Tuple     =	[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:
            __lowerCamelCase:				int     =	keys[:-1]
         __lowerCamelCase:				Dict     =	get_indent(lines[1] ) + """, """.join([f'"{k}"' for k in sort_objects(snake_case )] )
      return "\n".join(snake_case )
   else:
      # Finally we have to deal with imports fitting on one line
      __lowerCamelCase:				Optional[int]     =	_re_bracket_content.sub(_replace						,      snake_case )
      return import_statement



def     __lowerCAmelCase						(							snake_case	:    List[Any]						,      snake_case	:    int=True )       ->							List[Any]:
   with open(snake_case						,      """r""" ) as f:
      __lowerCamelCase:				str     =	f.read()

   if "_import_structure" not in code:
      return

   # Blocks of indent level 0
   __lowerCamelCase:				Union[str, Any]     =	split_code_in_indented_blocks(
       snake_case						,      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(snake_case ) - 1 ):
      # Check if the block contains some `_import_structure`s thingy to sort.
      __lowerCamelCase:				List[str]     =	main_blocks[block_idx]
      __lowerCamelCase:				Dict     =	block.split("""\n""" )

      # Get to the start of the imports.
      __lowerCamelCase:				Tuple     =	0
      while line_idx < len(snake_case ) and "_import_structure" not in block_lines[line_idx]:
         # Skip dummy import blocks
         if "import dummy" in block_lines[line_idx]:
            __lowerCamelCase:				List[str]     =	len(snake_case )
         else:
            line_idx += 1
      if line_idx >= len(snake_case ):
         continue

      # Ignore beginning and last line: they don't contain anything.
      __lowerCamelCase:				List[str]     =	"""\n""".join(block_lines[line_idx:-1] )
      __lowerCamelCase:				int     =	get_indent(block_lines[1] )
      # Slit the internal block into blocks of indent level 1.
      __lowerCamelCase:				Any     =	split_code_in_indented_blocks(snake_case						,      indent_level=snake_case )
      # We have two categories of import key: list or _import_structure[key].append/extend
      __lowerCamelCase:				Union[str, 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.
      __lowerCamelCase:				int     =	[(pattern.search(snake_case ).groups()[0] if pattern.search(snake_case ) is not None else None) for b in internal_blocks]
      # We only sort the lines with a key.
      __lowerCamelCase:				Optional[int]     =	[(i, key) for i, key in enumerate(snake_case ) if key is not None]
      __lowerCamelCase:				List[str]     =	[x[0] for x in sorted(snake_case						,      key=lambda snake_case : x[1] )]

      # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
      __lowerCamelCase:				int     =	0
      __lowerCamelCase:				Union[str, Any]     =	[]
      for i in range(len(snake_case ) ):
         if keys[i] is None:
            reordered_blocks.append(internal_blocks[i] )
         else:
            __lowerCamelCase:				int     =	sort_objects_in_import(internal_blocks[sorted_indices[count]] )
            reordered_blocks.append(snake_case )
            count += 1

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

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



def     __lowerCAmelCase						(							snake_case	:    Any=True )       ->							str:
   __lowerCamelCase:				Any     =	[]
   for root, _, files in os.walk(snake_case ):
      if "__init__.py" in files:
         __lowerCamelCase:				Optional[int]     =	sort_imports(os.path.join(snake_case						,      """__init__.py""" )						,      check_only=snake_case )
         if result:
            __lowerCamelCase:				List[str]     =	[os.path.join(snake_case						,      """__init__.py""" )]
   if len(snake_case ) > 0:
      raise ValueError(f'Would overwrite {len(snake_case )} files, run `make style`.' )


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

   sort_imports_in_all_inits(check_only=args.check_only)






import argparse

from transformers import CLIPImageProcessor, CLIPVisionModelWithProjection

from diffusers import UnCLIPImageVariationPipeline, UnCLIPPipeline


if __name__ == "__main__":
   _A		:				str									=       argparse.ArgumentParser()

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

   parser.add_argument(
       '''--txt2img_unclip''',
       default='''kakaobrain/karlo-v1-alpha''',
       type=str,
       required=False,
       help='''The pretrained txt2img unclip.''',
   )

   _A		:				Optional[Any]									=       parser.parse_args()

   _A		:				str									=       UnCLIPPipeline.from_pretrained(args.txtaimg_unclip)

   _A		:				Optional[Any]									=       CLIPImageProcessor()
   _A		:				List[Any]									=       CLIPVisionModelWithProjection.from_pretrained('''openai/clip-vit-large-patch14''')

   _A		:				str									=       UnCLIPImageVariationPipeline(
       decoder=txtaimg.decoder,
       text_encoder=txtaimg.text_encoder,
       tokenizer=txtaimg.tokenizer,
       text_proj=txtaimg.text_proj,
       feature_extractor=feature_extractor,
       image_encoder=image_encoder,
       super_res_first=txtaimg.super_res_first,
       super_res_last=txtaimg.super_res_last,
       decoder_scheduler=txtaimg.decoder_scheduler,
       super_res_scheduler=txtaimg.super_res_scheduler,
   )

   imgaimg.save_pretrained(args.dump_path)


