



"""simple docstring"""






import json
import os
from typing import Optional, Tuple

import regex as re

from ...tokenization_utils import PreTrainedTokenizer
from ...utils import logging


_lowercase : Union[str, Any]      						=						logging.get_logger(__name__)

_lowercase : Union[str, Any]      						=						{
    "vocab_file": "vocab.json",
    "merges_file": "merges.txt",
}

_lowercase : str      						=						{
    "vocab_file": {"ctrl": "https://raw.githubusercontent.com/salesforce/ctrl/master/ctrl-vocab.json"},
    "merges_file": {"ctrl": "https://raw.githubusercontent.com/salesforce/ctrl/master/ctrl-merges.txt"},
}

_lowercase : str      						=						{
    "ctrl": 2_5_6,
}

_lowercase : Optional[Any]      						=						{
    "Pregnancy": 1_6_8_6_2_9,
    "Christianity": 7_6_7_5,
    "Explain": 1_0_6_4_2_3,
    "Fitness": 6_3_4_4_0,
    "Saving": 6_3_1_6_3,
    "Ask": 2_7_1_7_1,
    "Ass": 9_5_9_8_5,
    "Joke": 1_6_3_5_0_9,
    "Questions": 4_5_6_2_2,
    "Thoughts": 4_9_6_0_5,
    "Retail": 5_2_3_4_2,
    "Feminism": 1_6_4_3_3_8,
    "Writing": 1_1_9_9_2,
    "Atheism": 1_9_2_2_6_3,
    "Netflix": 4_8_6_1_6,
    "Computing": 3_9_6_3_9,
    "Opinion": 4_3_2_1_3,
    "Alone": 4_4_9_6_7,
    "Funny": 5_8_9_1_7,
    "Gaming": 4_0_3_5_8,
    "Human": 4_0_8_8,
    "India": 1_3_3_1,
    "Joker": 7_7_1_3_8,
    "Diet": 3_6_2_0_6,
    "Legal": 1_1_8_5_9,
    "Norman": 4_9_3_9,
    "Tip": 7_2_6_8_9,
    "Weight": 5_2_3_4_3,
    "Movies": 4_6_2_7_3,
    "Running": 2_3_4_2_5,
    "Science": 2_0_9_0,
    "Horror": 3_7_7_9_3,
    "Confession": 6_0_5_7_2,
    "Finance": 1_2_2_5_0,
    "Politics": 1_6_3_6_0,
    "Scary": 1_9_1_9_8_5,
    "Support": 1_2_6_5_4,
    "Technologies": 3_2_5_1_6,
    "Teenage": 6_6_1_6_0,
    "Event": 3_2_7_6_9,
    "Learned": 6_7_4_6_0,
    "Notion": 1_8_2_7_7_0,
    "Wikipedia": 3_7_5_8_3,
    "Books": 6_6_6_5,
    "Extract": 7_6_0_5_0,
    "Confessions": 1_0_2_7_0_1,
    "Conspiracy": 7_5_9_3_2,
    "Links": 6_3_6_7_4,
    "Narcissus": 1_5_0_4_2_5,
    "Relationship": 5_4_7_6_6,
    "Relationships": 1_3_4_7_9_6,
    "Reviews": 4_1_6_7_1,
    "News": 4_2_5_6,
    "Translation": 2_6_8_2_0,
    "multilingual": 1_2_8_4_0_6,
}






def      snake_case__   (		__lowerCamelCase				:    str	):
			"""simple docstring"""
			lowerCamelCase__		:		Dict			=set()
			lowerCamelCase__		:		Union[str, Any]			=word[0]
			for char in word[1:]:
						pairs.add((prev_char, char)	)
						lowerCamelCase__		:		int			=char

			lowerCamelCase__		:		Dict			=set(__lowerCamelCase	)
			return pairs

class        __SCREAMING_SNAKE_CASE	(      lowerCAmelCase_   ):


					'''simple docstring'''





					_a   			=							VOCAB_FILES_NAMES
					_a   			=							PRETRAINED_VOCAB_FILES_MAP
					_a   			=							PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
					_a   			=							CONTROL_CODES



					def __init__(       self							:  List[Any],  lowerCamelCase							:  str,  lowerCamelCase							:  Dict,  lowerCamelCase							:  List[str]="<unk>",  **lowerCamelCase							:  List[Any]     )->					str:
								super().__init__(unk_token=lowerCamelCase,  **lowerCamelCase     )

								with open(lowerCamelCase,  encoding='''utf-8'''     ) as vocab_handle:
											lowerCamelCase__		:		Any			=json.load(lowerCamelCase     )
								lowerCamelCase__		:		Any			={v: k for k, v in self.encoder.items()}
								with open(lowerCamelCase,  encoding='''utf-8'''     ) as merges_handle:
											lowerCamelCase__		:		Optional[int]			=merges_handle.read().split('''\n'''     )[1:-1]
								lowerCamelCase__		:		List[str]			=[tuple(merge.split()     ) for merge in merges]
								lowerCamelCase__		:		Tuple			=dict(zip(lowerCamelCase,  range(len(lowerCamelCase     )     )     )     )
								lowerCamelCase__		:		Dict			={}



					@property
					def 		snake_case       (       self							:  str     )->					List[Any]:
								return len(self.encoder     )



					def 		snake_case       (       self							:  List[str]     )->					str:
								return dict(self.encoder,  **self.added_tokens_encoder     )



					def 		snake_case       (       self							:  int,  lowerCamelCase							:  str     )->					Union[str, Any]:
								if token in self.cache:
											return self.cache[token]
								lowerCamelCase__		:		Tuple			=tuple(lowerCamelCase     )
								lowerCamelCase__		:		Any			=tuple(list(word[:-1]     ) + [word[-1] + '''</w>''']     )
								lowerCamelCase__		:		List[str]			=get_pairs(lowerCamelCase     )

								if not pairs:
											return token

								while True:
											lowerCamelCase__		:		str			=min(lowerCamelCase,  key=lambda lowerCamelCase     : self.bpe_ranks.get(lowerCamelCase,  float('''inf'''     )     )     )
											if bigram not in self.bpe_ranks:
														break
											lowerCamelCase__	,   lowerCamelCase__		:		Optional[int]			=bigram
											lowerCamelCase__		:		List[Any]			=[]
											lowerCamelCase__		:		Optional[Any]			=0
											while i < len(lowerCamelCase     ):
														try:
																	lowerCamelCase__		:		Tuple			=word.index(lowerCamelCase,  lowerCamelCase     )
														except ValueError:
																	new_word.extend(word[i:]     )
																	break
														else:
																	new_word.extend(word[i:j]     )
																	lowerCamelCase__		:		Any			=j

														if word[i] == first and i < len(lowerCamelCase     ) - 1 and word[i + 1] == second:
																	new_word.append(first + second     )
																	i += 2
														else:
																	new_word.append(word[i]     )
																	i += 1
											lowerCamelCase__		:		List[str]			=tuple(lowerCamelCase     )
											lowerCamelCase__		:		Tuple			=new_word
											if len(lowerCamelCase     ) == 1:
														break
											else:
														lowerCamelCase__		:		str			=get_pairs(lowerCamelCase     )
								lowerCamelCase__		:		Dict			='''@@ '''.join(lowerCamelCase     )
								lowerCamelCase__		:		Optional[Any]			=word[:-4]
								lowerCamelCase__		:		int			=word
								return word



					def 		snake_case       (       self							:  str,  lowerCamelCase							:  Dict     )->					Optional[Any]:
								lowerCamelCase__		:		Dict			=[]

								lowerCamelCase__		:		List[str]			=re.findall(r'''\S+\n?''',  lowerCamelCase     )

								for token in words:
											split_tokens.extend(list(self.bpe(lowerCamelCase     ).split(''' '''     )     )     )
								return split_tokens



					def 		snake_case       (       self							:  Dict,  lowerCamelCase							:  List[str]     )->					Optional[int]:
								return self.encoder.get(lowerCamelCase,  self.encoder.get(self.unk_token     )     )



					def 		snake_case       (       self							:  Union[str, Any],  lowerCamelCase							:  Optional[Any]     )->					List[str]:
								return self.decoder.get(lowerCamelCase,  self.unk_token     )



					def 		snake_case       (       self							:  str,  lowerCamelCase							:  str     )->					str:
								lowerCamelCase__		:		Union[str, Any]			=''' '''.join(lowerCamelCase     ).replace('''@@ ''',  ''''''     ).strip()
								return out_string




					def 		snake_case       (       self							:  int,  lowerCamelCase							:  str,  lowerCamelCase							:  Optional[str] = None     )->					Tuple[str]:
								if not os.path.isdir(lowerCamelCase     ):
											logger.error(F'''Vocabulary path ({save_directory}) should be a directory'''     )
											return
								lowerCamelCase__		:		str			=os.path.join(
								    lowerCamelCase,  (filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']     )
								lowerCamelCase__		:		Tuple			=os.path.join(
								    lowerCamelCase,  (filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''merges_file''']     )

								with open(lowerCamelCase,  '''w''',  encoding='''utf-8'''     ) as f:
											f.write(json.dumps(self.encoder,  indent=2,  sort_keys=lowerCamelCase,  ensure_ascii=lowerCamelCase     ) + '''\n'''     )

								lowerCamelCase__		:		int			=0
								with open(lowerCamelCase,  '''w''',  encoding='''utf-8'''     ) as writer:
											writer.write('''#version: 0.2\n'''     )
											for bpe_tokens, token_index in sorted(self.bpe_ranks.items(),  key=lambda lowerCamelCase     : kv[1]     ):
														if index != token_index:
																	logger.warning(
																	    F'''Saving vocabulary to {merge_file}: BPE merge indices are not consecutive.'''
																	    ''' Please check that the tokenizer is not corrupted!'''     )
																	lowerCamelCase__		:		Union[str, Any]			=token_index
														writer.write(''' '''.join(lowerCamelCase     ) + '''\n'''     )
														index += 1

								return vocab_file, merge_file

					# def decode(self, token_ids, skip_special_tokens=False, clean_up_tokenization_spaces=True):
					#     filtered_tokens = ' '.join(self.convert_ids_to_tokens(token_ids, skip_special_tokens=skip_special_tokens))
					#     tokens_generated_so_far = re.sub('(@@ )', '', string=filtered_tokens)
					#     tokens_generated_so_far = re.sub('(@@ ?$)', '', string=tokens_generated_so_far)
					#     return ''.join(tokens_generated_so_far)









"""simple docstring"""






import argparse
import os
import re


_lowercase : str      						=						"src/diffusers"

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






def      snake_case__   (		__lowerCamelCase				:    Optional[int]	):
			"""simple docstring"""
			lowerCamelCase__		:		List[str]			=_re_indent.search(__lowerCamelCase	)
			return "" if search is None else search.groups()[0]






def      snake_case__   (		__lowerCamelCase				:    Any							,		__lowerCamelCase				:    List[Any]=""							,		__lowerCamelCase				:    int=None							,		__lowerCamelCase				:    Optional[int]=None	):
			"""simple docstring"""
			lowerCamelCase__		:		Optional[int]			=0
			lowerCamelCase__		:		Any			=code.split('''\n'''	)
			if start_prompt is not None:
						while not lines[index].startswith(__lowerCamelCase	):
									index += 1
						lowerCamelCase__		:		Dict			=['''\n'''.join(lines[:index]	)]
			else:
						lowerCamelCase__		:		Tuple			=[]

			# We split into blocks until we get to the `end_prompt` (or the end of the block).
			lowerCamelCase__		:		int			=[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:
															lowerCamelCase__		:		str			=[lines[index + 1]]
															index += 1
												else:
															lowerCamelCase__		:		str			=[]
									else:
												blocks.append('''\n'''.join(__lowerCamelCase	)	)
												lowerCamelCase__		:		str			=[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				:    Any	):
			"""simple docstring"""

			def _inner(__lowerCamelCase				:    Any	):
						return key(__lowerCamelCase	).lower().replace('''_'''							,		''''''	)

			return _inner






def      snake_case__   (		__lowerCamelCase				:    int							,		__lowerCamelCase				:    Any=None	):
			"""simple docstring"""

			# If no key is provided, we use a noop.
			def noop(__lowerCamelCase				:    List[str]	):
						return x

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

			lowerCamelCase__		:		int			=ignore_underscore(__lowerCamelCase	)
			return sorted(__lowerCamelCase							,		key=__lowerCamelCase	) + sorted(__lowerCamelCase							,		key=__lowerCamelCase	) + sorted(__lowerCamelCase							,		key=__lowerCamelCase	)






def      snake_case__   (		__lowerCamelCase				:    Optional[Any]	):
			"""simple docstring"""

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

			lowerCamelCase__		:		List[Any]			=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.
						lowerCamelCase__		:		Tuple			=2 if lines[1].strip() == '''[''' else 1
						lowerCamelCase__		:		Any			=[(i, _re_strip_line.search(__lowerCamelCase	).groups()[0]) for i, line in enumerate(lines[idx:-idx]	)]
						lowerCamelCase__		:		List[Any]			=sort_objects(__lowerCamelCase							,		key=lambda __lowerCamelCase	: x[1]	)
						lowerCamelCase__		:		Union[str, Any]			=[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:
									lowerCamelCase__		:		List[str]			=_re_bracket_content.sub(_replace							,		lines[1]	)
						else:
									lowerCamelCase__		:		str			=[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__		:		Any			=keys[:-1]
									lowerCamelCase__		:		List[Any]			=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
						lowerCamelCase__		:		Union[str, Any]			=_re_bracket_content.sub(_replace							,		__lowerCamelCase	)
						return import_statement






def      snake_case__   (		__lowerCamelCase				:    Optional[int]							,		__lowerCamelCase				:    List[Any]=True	):
			"""simple docstring"""
			with open(__lowerCamelCase							,		'''r'''	) as f:
						lowerCamelCase__		:		Optional[int]			=f.read()

			if "_import_structure" not in code:
						return

			# Blocks of indent level 0
			lowerCamelCase__		:		int			=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.
						lowerCamelCase__		:		Optional[Any]			=main_blocks[block_idx]
						lowerCamelCase__		:		List[str]			=block.split('''\n'''	)

						# Get to the start of the imports.
						lowerCamelCase__		:		Any			=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]:
												lowerCamelCase__		:		Tuple			=len(__lowerCamelCase	)
									else:
												line_idx += 1
						if line_idx >= len(__lowerCamelCase	):
									continue

						# Ignore beginning and last line: they don't contain anything.
						lowerCamelCase__		:		Any			='''\n'''.join(block_lines[line_idx:-1]	)
						lowerCamelCase__		:		Dict			=get_indent(block_lines[1]	)
						# Slit the internal block into blocks of indent level 1.
						lowerCamelCase__		:		List[Any]			=split_code_in_indented_blocks(__lowerCamelCase							,		indent_level=__lowerCamelCase	)
						# We have two categories of import key: list or _import_structure[key].append/extend
						lowerCamelCase__		:		List[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__		:		Union[str, 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.
						lowerCamelCase__		:		Optional[Any]			=[(i, key) for i, key in enumerate(__lowerCamelCase	) if key is not None]
						lowerCamelCase__		:		List[Any]			=[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.
						lowerCamelCase__		:		Optional[Any]			=0
						lowerCamelCase__		:		Tuple			=[]
						for i in range(len(__lowerCamelCase	)	):
									if keys[i] is None:
												reordered_blocks.append(internal_blocks[i]	)
									else:
												lowerCamelCase__		:		List[Any]			=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.
						lowerCamelCase__		:		str			='''\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				:    Optional[Any]=True	):
			"""simple docstring"""
			lowerCamelCase__		:		Any			=[]
			for root, _, files in os.walk(__lowerCamelCase	):
						if "__init__.py" in files:
									lowerCamelCase__		:		Tuple			=sort_imports(os.path.join(__lowerCamelCase							,		'''__init__.py'''	)							,		check_only=__lowerCamelCase	)
									if result:
												lowerCamelCase__		:		List[str]			=[os.path.join(__lowerCamelCase							,		'''__init__.py'''	)]
			if len(__lowerCamelCase	) > 0:
						raise ValueError(f'''Would overwrite {len(__lowerCamelCase	)} files, run `make style`.'''	)


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

		sort_imports_in_all_inits(check_only=args.check_only)




