
import logging
import os
from typing import List, TextIO, Union

from conllu import parse_incr
from utils_ner import InputExample, Split, TokenClassificationTask


lowercase_      							=       logging.getLogger(__name__)





class   __UpperCamelCase      (				__SCREAMING_SNAKE_CASE    ):






     """simple docstring"""







     def __init__(							self				:				Union[str, Any]			,		_A				:				Union[str, Any]=-1      ):







       """simple docstring"""




       __SCREAMING_SNAKE_CASE	:     int =						label_idx



     def       UpperCAmelCase__				(							self				:				Optional[Any]			,		_A				:				Any			,		_A				:				Union[Split, str]      ):







       """simple docstring"""




       if isinstance(_SCREAMING_SNAKE_CASE			,		_SCREAMING_SNAKE_CASE      ):
         __SCREAMING_SNAKE_CASE	:     int =						mode.value
       __SCREAMING_SNAKE_CASE	:     Union[str, Any] =						os.path.join(_SCREAMING_SNAKE_CASE			,		F'''{mode}.txt'''      )
       __SCREAMING_SNAKE_CASE	:     str =						1
       __SCREAMING_SNAKE_CASE	:     Optional[int] =						[]
       with open(_SCREAMING_SNAKE_CASE			,		encoding='''utf-8'''      ) as f:
         __SCREAMING_SNAKE_CASE	:     Dict =						[]
         __SCREAMING_SNAKE_CASE	:     Optional[Any] =						[]
         for line in f:
           if line.startswith('''-DOCSTART-'''      ) or line == "" or line == "\n":
             if words:
               examples.append(InputExample(guid=F'''{mode}-{guid_index}'''			,		words=_SCREAMING_SNAKE_CASE			,		labels=_SCREAMING_SNAKE_CASE      )      )
               guid_index += 1
               __SCREAMING_SNAKE_CASE	:     Tuple =						[]
               __SCREAMING_SNAKE_CASE	:     str =						[]
           else:
             __SCREAMING_SNAKE_CASE	:     Optional[Any] =						line.split(''' '''      )
             words.append(splits[0]      )
             if len(_SCREAMING_SNAKE_CASE      ) > 1:
               labels.append(splits[self.label_idx].replace('''\n'''			,		''''''      )      )
             else:
               # Examples could have no label for mode = "test"
               labels.append('''O'''      )
         if words:
           examples.append(InputExample(guid=F'''{mode}-{guid_index}'''			,		words=_SCREAMING_SNAKE_CASE			,		labels=_SCREAMING_SNAKE_CASE      )      )
       return examples



     def       UpperCAmelCase__				(							self				:				Optional[Any]			,		_A				:				TextIO			,		_A				:				TextIO			,		_A				:				List      ):







       """simple docstring"""




       __SCREAMING_SNAKE_CASE	:     Dict =						0
       for line in test_input_reader:
         if line.startswith('''-DOCSTART-'''      ) or line == "" or line == "\n":
           writer.write(_SCREAMING_SNAKE_CASE      )
           if not preds_list[example_id]:
             example_id += 1
         elif preds_list[example_id]:
           __SCREAMING_SNAKE_CASE	:     List[str] =						line.split()[0] + " " + preds_list[example_id].pop(0      ) + "\n"
           writer.write(_SCREAMING_SNAKE_CASE      )
         else:
           logger.warning('''Maximum sequence length exceeded: No prediction for \'%s\'.'''			,		line.split()[0]      )




     def       UpperCAmelCase__				(							self				:				int			,		_A				:				str      ):







       """simple docstring"""




       if path:
         with open(_SCREAMING_SNAKE_CASE			,		'''r'''      ) as f:
           __SCREAMING_SNAKE_CASE	:     int =						f.read().splitlines()
         if "O" not in labels:
           __SCREAMING_SNAKE_CASE	:     str =						["O"] + labels
         return labels
       else:
         return ["O", "B-MISC", "I-MISC", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC"]






class   __UpperCamelCase      (				__SCREAMING_SNAKE_CASE    ):






     """simple docstring"""







     def __init__(							self				:				Union[str, Any]      ):







       """simple docstring"""




       super().__init__(label_idx=-2      )




     def       UpperCAmelCase__				(							self				:				Tuple			,		_A				:				str      ):







       """simple docstring"""




       if path:
         with open(_SCREAMING_SNAKE_CASE			,		'''r'''      ) as f:
           __SCREAMING_SNAKE_CASE	:     str =						f.read().splitlines()
         if "O" not in labels:
           __SCREAMING_SNAKE_CASE	:     str =						["O"] + labels
         return labels
       else:
         return [
             "O",
             "B-ADVP",
             "B-INTJ",
             "B-LST",
             "B-PRT",
             "B-NP",
             "B-SBAR",
             "B-VP",
             "B-ADJP",
             "B-CONJP",
             "B-PP",
             "I-ADVP",
             "I-INTJ",
             "I-LST",
             "I-PRT",
             "I-NP",
             "I-SBAR",
             "I-VP",
             "I-ADJP",
             "I-CONJP",
             "I-PP",
         ]






class   __UpperCamelCase      (				__SCREAMING_SNAKE_CASE    ):






     """simple docstring"""







     def       UpperCAmelCase__				(							self				:				Optional[int]			,		_A				:				int			,		_A				:				Union[Split, str]      ):







       """simple docstring"""




       if isinstance(_SCREAMING_SNAKE_CASE			,		_SCREAMING_SNAKE_CASE      ):
         __SCREAMING_SNAKE_CASE	:     str =						mode.value
       __SCREAMING_SNAKE_CASE	:     Union[str, Any] =						os.path.join(_SCREAMING_SNAKE_CASE			,		F'''{mode}.txt'''      )
       __SCREAMING_SNAKE_CASE	:     Tuple =						1
       __SCREAMING_SNAKE_CASE	:     int =						[]

       with open(_SCREAMING_SNAKE_CASE			,		encoding='''utf-8'''      ) as f:
         for sentence in parse_incr(_SCREAMING_SNAKE_CASE      ):
           __SCREAMING_SNAKE_CASE	:     str =						[]
           __SCREAMING_SNAKE_CASE	:     Union[str, Any] =						[]
           for token in sentence:
             words.append(token['''form''']      )
             labels.append(token['''upos''']      )
           assert len(_SCREAMING_SNAKE_CASE      ) == len(_SCREAMING_SNAKE_CASE      )
           if words:
             examples.append(InputExample(guid=F'''{mode}-{guid_index}'''			,		words=_SCREAMING_SNAKE_CASE			,		labels=_SCREAMING_SNAKE_CASE      )      )
             guid_index += 1
       return examples



     def       UpperCAmelCase__				(							self				:				Tuple			,		_A				:				TextIO			,		_A				:				TextIO			,		_A				:				List      ):







       """simple docstring"""




       __SCREAMING_SNAKE_CASE	:     Dict =						0
       for sentence in parse_incr(_SCREAMING_SNAKE_CASE      ):
         __SCREAMING_SNAKE_CASE	:     Dict =						preds_list[example_id]
         __SCREAMING_SNAKE_CASE	:     Tuple =						""
         for token in sentence:
           out += F'''{token["form"]} ({token["upos"]}|{s_p.pop(0      )}) '''
         out += "\n"
         writer.write(_SCREAMING_SNAKE_CASE      )
         example_id += 1




     def       UpperCAmelCase__				(							self				:				Optional[int]			,		_A				:				str      ):







       """simple docstring"""




       if path:
         with open(_SCREAMING_SNAKE_CASE			,		'''r'''      ) as f:
           return f.read().splitlines()
       else:
         return [
             "ADJ",
             "ADP",
             "ADV",
             "AUX",
             "CCONJ",
             "DET",
             "INTJ",
             "NOUN",
             "NUM",
             "PART",
             "PRON",
             "PROPN",
             "PUNCT",
             "SCONJ",
             "SYM",
             "VERB",
             "X",
         ]





"""simple docstring"""






from __future__ import annotations


def 			_lowercase				(  __snake_case					,__snake_case					,__snake_case					,__snake_case	)						->   list:
			__lowerCAmelCase      :  Dict												=       []
			__lowerCAmelCase						,	__lowerCAmelCase      :  Any												=       input_list[low:mid], input_list[mid : high + 1]
			while left and right:
						result.append((left if left[0] <= right[0] else right).pop(0	)	)
			__lowerCAmelCase      :  int												=       result + left + right
			return input_list


def 			_lowercase				(  __snake_case	)						->   list:
			if len(__snake_case	) <= 1:
						return input_list
			__lowerCAmelCase      :  int												=       list(__snake_case	)

			# iteration for two-way merging
			__lowerCAmelCase      :  Optional[int]												=       2
			while p <= len(__snake_case	):
						# getting low, high and middle value for merge-sort of single list
						for i in range(0					,len(__snake_case	)					,__snake_case	):
									__lowerCAmelCase      :  Union[str, Any]												=       i
									__lowerCAmelCase      :  Tuple												=       i + p - 1
									__lowerCAmelCase      :  Optional[Any]												=       (low + high + 1) // 2
									__lowerCAmelCase      :  Any												=       merge(__snake_case					,__snake_case					,__snake_case					,__snake_case	)
						# final merge of last two parts
						if p * 2 >= len(__snake_case	):
									__lowerCAmelCase      :  Optional[Any]												=       i
									__lowerCAmelCase      :  Union[str, Any]												=       merge(__snake_case					,0					,__snake_case					,len(__snake_case	) - 1	)
									break
						p *= 2

			return input_list


if __name__ == "__main__":
	__snake_case							:   Union[str, Any]      =    input('Enter numbers separated by a comma:\n').strip()
	if user_input == "":
		__snake_case							:   Optional[int]      =    []
	else:
		__snake_case							:   int      =    [int(item.strip()) for item in user_input.split(',')]
	print(iter_merge_sort(unsorted))