
"""simple docstring"""

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

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


UpperCamelCase     :    List[str]       =			logging.getLogger(__name__)

class __lowerCAmelCase		(				__SCREAMING_SNAKE_CASE      ):





     def __init__(     self     ,					__UpperCAmelCase=-1				):

      '''simple docstring'''




      __UpperCamelCase      =	label_idx





     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase     ,					__UpperCAmelCase				):

      '''simple docstring'''




      if isinstance(__UpperCAmelCase     ,					__UpperCAmelCase				):
       __UpperCamelCase      =	mode.value
      __UpperCamelCase      =	os.path.join(__UpperCAmelCase     ,					F'{mode}.txt'				)
      __UpperCamelCase      =	1
      __UpperCamelCase      =	[]
      with open(__UpperCAmelCase     ,					encoding='utf-8'				) as f:
       __UpperCamelCase      =	[]
       __UpperCamelCase      =	[]
       for line in f:
        if line.startswith('-DOCSTART-'				) or line == "" or line == "\n":
         if words:
          examples.append(InputExample(guid=F'{mode}-{guid_index}'     ,					words=__UpperCAmelCase     ,					labels=__UpperCAmelCase				)				)
          guid_index += 1
          __UpperCamelCase      =	[]
          __UpperCamelCase      =	[]
        else:
         __UpperCamelCase      =	line.split(' '				)
         words.append(splits[0]				)
         if len(__UpperCAmelCase				) > 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=__UpperCAmelCase     ,					labels=__UpperCAmelCase				)				)
      return examples





     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase     ,					__UpperCAmelCase     ,					__UpperCAmelCase				):

      '''simple docstring'''




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







     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase				):

      '''simple docstring'''




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


class __lowerCAmelCase		(				__SCREAMING_SNAKE_CASE      ):





     def __init__(     self				):

      '''simple docstring'''




      super().__init__(label_idx=-2				)







     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase				):

      '''simple docstring'''




      if path:
       with open(__UpperCAmelCase     ,					'r'				) as f:
        __UpperCamelCase      =	f.read().splitlines()
       if "O" not in labels:
        __UpperCamelCase      =	['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 __lowerCAmelCase		(				__SCREAMING_SNAKE_CASE      ):





     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase     ,					__UpperCAmelCase				):

      '''simple docstring'''




      if isinstance(__UpperCAmelCase     ,					__UpperCAmelCase				):
       __UpperCamelCase      =	mode.value
      __UpperCamelCase      =	os.path.join(__UpperCAmelCase     ,					F'{mode}.txt'				)
      __UpperCamelCase      =	1
      __UpperCamelCase      =	[]

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





     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase     ,					__UpperCAmelCase     ,					__UpperCAmelCase				):

      '''simple docstring'''




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







     def 						UpperCAmelCase (     self     ,					__UpperCAmelCase				):

      '''simple docstring'''




      if path:
       with open(__UpperCAmelCase     ,					'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"""

def 							A						(    snake_case				:int		)				->     int:
 __UpperCamelCase      =	abs(snake_case		)
 __UpperCamelCase      =	0
 while n > 0:
  res += n % 1_0
  n //= 1_0
 return res






def 							A						(    snake_case				:int		)				->     int:
 __UpperCamelCase      =	abs(snake_case		)
 return n if n < 1_0 else n % 1_0 + sum_of_digits(n // 1_0		)






def 							A						(    snake_case				:int		)				->     int:
 return sum(int(snake_case		) for c in str(abs(snake_case		)		)		)






def 							A						(    )				->     None:
 from collections.abc import Callable
 from timeit import timeit

 def benchmark_a_function(snake_case				:Callable    , snake_case				:int		) -> None:
  __UpperCamelCase      =	f'{func.__name__}({value})'
  __UpperCamelCase      =	timeit(f'__main__.{call}'    , setup='import __main__'		)
  print(f'{call:56} = {func(snake_case		)} -- {timing:.4f} seconds'		)

 for value in (2_6_2_1_4_4, 1_1_2_5_8_9_9_9_0_6_8_4_2_6_2_4, 1_2_6_7_6_5_0_6_0_0_2_2_8_2_2_9_4_0_1_4_9_6_7_0_3_2_0_5_3_7_6):
  for func in (sum_of_digits, sum_of_digits_recursion, sum_of_digits_compact):
   benchmark_a_function(snake_case    , snake_case		)
  print()


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      benchmark()



