






"""simple docstring"""
import argparse
import json
from typing import List

from ltp import LTP

from transformers import BertTokenizer






def       __UpperCamelCase						(		snake_case__       ):
	# This defines a "chinese character" as anything in the CJK Unicode block:
	#   https://en.wikipedia.org/wiki/CJK_Unified_Ideographs_(Unicode_block)
	#
	# Note that the CJK Unicode block is NOT all Japanese and Korean characters,
	# despite its name. The modern Korean Hangul alphabet is a different block,
	# as is Japanese Hiragana and Katakana. Those alphabets are used to write
	# space-separated words, so they are not treated specially and handled
	# like the all of the other languages.
	if (
	    (cp >= 0x4e00 and cp <= 0x9fff)
	    or (cp >= 0x3400 and cp <= 0x4dbf)  #
	    or (cp >= 0x20000 and cp <= 0x2a6df)  #
	    or (cp >= 0x2a700 and cp <= 0x2b73f)  #
	    or (cp >= 0x2b740 and cp <= 0x2b81f)  #
	    or (cp >= 0x2b820 and cp <= 0x2ceaf)  #
	    or (cp >= 0xf900 and cp <= 0xfaff)
	    or (cp >= 0x2f800 and cp <= 0x2fa1f)  #
	):  #
		return True

	return False






def       __UpperCamelCase						(		snake_case__       ):
	# word like '180' or '身高' or '神'
	for char in word:
		A_		:    Union[str, Any]						     = ord(snake_case__       )
		if not _is_chinese_char(snake_case__       ):
			return 0
	return 1






def       __UpperCamelCase						(		snake_case__       ):
	A_		:    Union[str, Any]						     = set()

	for token in tokens:
		A_		:    str						     = len(snake_case__       ) > 1 and is_chinese(snake_case__       )
		if chinese_word:
			word_set.add(snake_case__       )
	A_		:    List[str]						     = list(snake_case__       )
	return word_list






def       __UpperCamelCase						(		snake_case__ , snake_case__       ):
	if not chinese_word_set:
		return bert_tokens
	A_		:    int						     = max([len(snake_case__       ) for w in chinese_word_set]       )

	A_		:    List[str]						     = bert_tokens
	A_     ,  A_		:    int						     = 0, len(snake_case__       )
	while start < end:
		A_		:    List[Any]						     = True
		if is_chinese(bert_word[start]       ):
			A_		:    Any						     = min(end - start , snake_case__       )
			for i in range(snake_case__ , 1 , -1       ):
				A_		:    List[str]						     = """""".join(bert_word[start : start + i]       )
				if whole_word in chinese_word_set:
					for j in range(start + 1 , start + i       ):
						A_		:    List[str]						     = """##""" + bert_word[j]
					A_		:    Optional[Any]						     = start + i
					A_		:    int						     = False
					break
		if single_word:
			start += 1
	return bert_word






def       __UpperCamelCase						(		snake_case__ , snake_case__ , snake_case__       ):
	A_		:    Optional[Any]						     = []

	for i in range(0 , len(snake_case__       ) , 100       ):
		A_		:    Tuple						     = ltp_tokenizer.seg(lines[i : i + 100]       )[0]
		A_		:    Union[str, Any]						     = [get_chinese_word(snake_case__       ) for r in res]
		ltp_res.extend(snake_case__       )
	assert len(snake_case__       ) == len(snake_case__       )

	A_		:    str						     = []
	for i in range(0 , len(snake_case__       ) , 100       ):
		A_		:    Dict						     = bert_tokenizer(lines[i : i + 100] , add_special_tokens=snake_case__ , truncation=snake_case__ , max_length=512       )
		bert_res.extend(res["""input_ids"""]       )
	assert len(snake_case__       ) == len(snake_case__       )

	A_		:    Dict						     = []
	for input_ids, chinese_word in zip(snake_case__ , snake_case__       ):
		A_		:    int						     = []
		for id in input_ids:
			A_		:    List[Any]						     = bert_tokenizer._convert_id_to_token(snake_case__       )
			input_tokens.append(snake_case__       )
		A_		:    int						     = add_sub_symbol(snake_case__ , snake_case__       )
		A_		:    str						     = []
		# We only save pos of chinese subwords start with ##, which mean is part of a whole word.
		for i, token in enumerate(snake_case__       ):
			if token[:2] == "##":
				A_		:    Union[str, Any]						     = token[2:]
				# save chinese tokens' pos
				if len(snake_case__       ) == 1 and _is_chinese_char(ord(snake_case__       )       ):
					ref_id.append(snake_case__       )
		ref_ids.append(snake_case__       )

	assert len(snake_case__       ) == len(snake_case__       )

	return ref_ids






def       __UpperCamelCase						(		snake_case__       ):
	# For Chinese (Ro)Bert, the best result is from : RoBERTa-wwm-ext (https://github.com/ymcui/Chinese-BERT-wwm)
	# If we want to fine-tune these model, we have to use same tokenizer : LTP (https://github.com/HIT-SCIR/ltp)
	with open(args.file_name , """r""" , encoding="""utf-8"""       ) as f:
		A_		:    List[Any]						     = f.readlines()
	A_		:    int						     = [line.strip() for line in data if len(snake_case__       ) > 0 and not line.isspace()]  # avoid delimiter like '\u2029'
	A_		:    Optional[int]						     = LTP(args.ltp       )  # faster in GPU device
	A_		:    str						     = BertTokenizer.from_pretrained(args.bert       )

	A_		:    Dict						     = prepare_ref(snake_case__ , snake_case__ , snake_case__       )

	with open(args.save_path , """w""" , encoding="""utf-8"""       ) as f:
		A_		:    Union[str, Any]						     = [json.dumps(snake_case__       ) + """\n""" for ref in ref_ids]
		f.writelines(snake_case__       )


if __name__ == "__main__":
							_lowerCAmelCase       =				argparse.ArgumentParser(description="prepare_chinese_ref")
							parser.add_argument(
							    "--file_name",
							    type=str,
							    default="./resources/chinese-demo.txt",
							    help="file need process, same as training data in lm",
							)
							parser.add_argument(
							    "--ltp", type=str, default="./resources/ltp", help="resources for LTP tokenizer, usually a path"
							)
							parser.add_argument("--bert", type=str, default="./resources/robert", help="resources for Bert tokenizer")
							parser.add_argument("--save_path", type=str, default="./resources/ref.txt", help="path to save res")

							_lowerCAmelCase       =				parser.parse_args()
							main(args)









"""simple docstring"""
class   SCREAMING_SNAKE_CASE	:





	"""simple docstring"""




	def __init__(self  ,  lowerCAmelCase_  ,  lowerCAmelCase_=None  ,  lowerCAmelCase_=None				):
		A_		:    Dict						     = data
		A_		:    Dict						     = previous
		A_		:    int						     = next_node





	def __str__(self				):
		return f"""{self.data}"""





	def  lowerCamelCase(self				):
		return self.data





	def  lowerCamelCase(self				):
		return self.next





	def  lowerCamelCase(self				):
		return self.previous






class   SCREAMING_SNAKE_CASE	:





	"""simple docstring"""




	def __init__(self  ,  lowerCAmelCase_				):
		A_		:    Optional[Any]						     = head





	def __iter__(self				):
		return self





	def  lowerCamelCase(self				):
		if not self.current:
			raise StopIteration
		else:
			A_		:    str						     = self.current.get_data()
			A_		:    List[str]						     = self.current.get_next()
			return value






class   SCREAMING_SNAKE_CASE	:





	"""simple docstring"""




	def __init__(self				):
		A_		:    str						     = None  # First node in list
		A_		:    Tuple						     = None  # Last node in list





	def __str__(self				):
		A_		:    int						     = self.head
		A_		:    str						     = []
		while current is not None:
			nodes.append(current.get_data()				)
			A_		:    Any						     = current.get_next()
		return " ".join(str(lowerCAmelCase_				) for node in nodes				)





	def __contains__(self  ,  lowerCAmelCase_				):
		A_		:    Union[str, Any]						     = self.head
		while current:
			if current.get_data() == value:
				return True
			A_		:    Union[str, Any]						     = current.get_next()
		return False





	def __iter__(self				):
		return LinkedListIterator(self.head				)





	def  lowerCamelCase(self				):
		if self.head:
			return self.head.get_data()
		return None





	def  lowerCamelCase(self				):
		if self.tail:
			return self.tail.get_data()
		return None





	def  lowerCamelCase(self  ,  lowerCAmelCase_				):
		if self.head is None:
			A_		:    str						     = node
			A_		:    Optional[int]						     = node
		else:
			self.insert_before_node(self.head  ,  lowerCAmelCase_				)





	def  lowerCamelCase(self  ,  lowerCAmelCase_				):
		if self.head is None:
			self.set_head(lowerCAmelCase_				)
		else:
			self.insert_after_node(self.tail  ,  lowerCAmelCase_				)





	def  lowerCamelCase(self  ,  lowerCAmelCase_				):
		A_		:    List[Any]						     = Node(lowerCAmelCase_				)
		if self.head is None:
			self.set_head(lowerCAmelCase_				)
		else:
			self.set_tail(lowerCAmelCase_				)





	def  lowerCamelCase(self  ,  lowerCAmelCase_  ,  lowerCAmelCase_				):
		A_		:    str						     = node
		A_		:    Union[str, Any]						     = node.previous

		if node.get_previous() is None:
			A_		:    Dict						     = node_to_insert
		else:
			A_		:    Optional[Any]						     = node_to_insert

		A_		:    Any						     = node_to_insert





	def  lowerCamelCase(self  ,  lowerCAmelCase_  ,  lowerCAmelCase_				):
		A_		:    Dict						     = node
		A_		:    Optional[Any]						     = node.next

		if node.get_next() is None:
			A_		:    Optional[int]						     = node_to_insert
		else:
			A_		:    List[Any]						     = node_to_insert

		A_		:    Optional[Any]						     = node_to_insert





	def  lowerCamelCase(self  ,  lowerCAmelCase_  ,  lowerCAmelCase_				):
		A_		:    str						     = 1
		A_		:    Tuple						     = Node(lowerCAmelCase_				)
		A_		:    Dict						     = self.head
		while node:
			if current_position == position:
				self.insert_before_node(lowerCAmelCase_  ,  lowerCAmelCase_				)
				return
			current_position += 1
			A_		:    List[str]						     = node.next
		self.insert_after_node(self.tail  ,  lowerCAmelCase_				)





	def  lowerCamelCase(self  ,  lowerCAmelCase_				):
		A_		:    Dict						     = self.head
		while node:
			if node.get_data() == item:
				return node
			A_		:    Optional[int]						     = node.get_next()
		raise Exception("""Node not found"""				)





	def  lowerCamelCase(self  ,  lowerCAmelCase_				):
		if (node := self.get_node(lowerCAmelCase_				)) is not None:
			if node == self.head:
				A_		:    Tuple						     = self.head.get_next()

			if node == self.tail:
				A_		:    Dict						     = self.tail.get_previous()

			self.remove_node_pointers(lowerCAmelCase_				)





	@staticmethod
	def  lowerCamelCase(lowerCAmelCase_				):
		if node.get_next():
			A_		:    Any						     = node.previous

		if node.get_previous():
			A_		:    int						     = node.next

		A_		:    str						     = None
		A_		:    int						     = None





	def  lowerCamelCase(self				):
		return self.head is None






def       __UpperCamelCase						(		):
	pass


if __name__ == "__main__":
							import doctest

							doctest.testmod()

