


'''simple docstring'''



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

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


__lowercase     :						Dict	=     logging.getLogger(__name__)





class 							__UpperCamelCase    (		a_ ):




	def __init__(       self						,    __a=-1							):

						'''simple docstring'''





						__a      :	List[Any]    =  label_idx




	def 				__UpperCAmelCase							(       self						,    __a						,    __a							):

						'''simple docstring'''





						if isinstance(lowercase_						,    lowercase_							):
											__a      :	Optional[Any]    =  mode.value
						__a      :	Tuple    =  os.path.join(lowercase_						,    f"""{mode}.txt"""							)
						__a      :	List[Any]    =  1
						__a      :	Tuple    =  []
						with open(lowercase_						,    encoding='utf-8'							) as f:
											__a      :	Union[str, Any]    =  []
											__a      :	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=lowercase_						,    labels=lowercase_							)							)
																										guid_index += 1
																										__a      :	Any    =  []
																										__a      :	Union[str, Any]    =  []
																else:
																					__a      :	Any    =  line.split(' '							)
																					words.append(splits[0]							)
																					if len(lowercase_							) > 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=lowercase_						,    labels=lowercase_							)							)
						return examples




	def 				__UpperCAmelCase							(       self						,    __a						,    __a						,    __a							):

						'''simple docstring'''





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





	def 				__UpperCAmelCase							(       self						,    __a							):

						'''simple docstring'''





						if path:
											with open(lowercase_						,    'r'							) as f:
																__a      :	str    =  f.read().splitlines()
											if "O" not in labels:
																__a      :	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    (		a_ ):




	def __init__(       self							):

						'''simple docstring'''





						super().__init__(label_idx=-2							)





	def 				__UpperCAmelCase							(       self						,    __a							):

						'''simple docstring'''





						if path:
											with open(lowercase_						,    'r'							) as f:
																__a      :	str    =  f.read().splitlines()
											if "O" not in labels:
																__a      :	int    =  ['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    (		a_ ):




	def 				__UpperCAmelCase							(       self						,    __a						,    __a							):

						'''simple docstring'''





						if isinstance(lowercase_						,    lowercase_							):
											__a      :	str    =  mode.value
						__a      :	Dict    =  os.path.join(lowercase_						,    f"""{mode}.txt"""							)
						__a      :	Dict    =  1
						__a      :	Optional[int]    =  []

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




	def 				__UpperCAmelCase							(       self						,    __a						,    __a						,    __a							):

						'''simple docstring'''





						__a      :	Any    =  0
						for sentence in parse_incr(lowercase_							):
											__a      :	str    =  preds_list[example_id]
											__a      :	Tuple    =  ''
											for token in sentence:
																out += f"""{token["form"]} ({token["upos"]}|{s_p.pop(0							)}) """
											out += "\n"
											writer.write(lowercase_							)
											example_id += 1





	def 				__UpperCAmelCase							(       self						,    __a							):

						'''simple docstring'''





						if path:
											with open(lowercase_						,    '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

from dataclasses import dataclass





@dataclass
class 							__UpperCamelCase    :
	A_           =   42
	A_           =   None
	A_           =   None






def   lowerCamelCase							(_SCREAMING_SNAKE_CASE				:       TreeNode | None       ):

					# Validation
					def is_valid_tree(_SCREAMING_SNAKE_CASE				:       TreeNode | None       ) -> bool:
										if node is None:
															return True

										if not isinstance(_SCREAMING_SNAKE_CASE						,				_SCREAMING_SNAKE_CASE       ):
															return False

										try:
															float(node.data       )
										except (TypeError, ValueError):
															return False

										return is_valid_tree(node.left       ) and is_valid_tree(node.right       )

					if not is_valid_tree(_SCREAMING_SNAKE_CASE       ):
										raise ValueError(
										    'Each node should be type of TreeNode and data should be float.'       )

					def is_binary_search_tree_recursive_check(
					    _SCREAMING_SNAKE_CASE				:       TreeNode | None						,				_SCREAMING_SNAKE_CASE				:       float						,				_SCREAMING_SNAKE_CASE				:       float       ) -> bool:

										if node is None:
															return True

										return (
										    left_bound < node.data < right_bound
										    and is_binary_search_tree_recursive_check(node.left						,				_SCREAMING_SNAKE_CASE						,				node.data       )
										    and is_binary_search_tree_recursive_check(
										        node.right						,				node.data						,				_SCREAMING_SNAKE_CASE       )
										)

					return is_binary_search_tree_recursive_check(_SCREAMING_SNAKE_CASE						,				-float('inf'       )						,				float('inf'       )       )


if __name__ == "__main__":
	import doctest

	doctest.testmod()



