



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

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


snake_case__					:     Optional[int]    		=   logging.getLogger(__name__)

class   _A   ( _a	):


						'''simple docstring'''





						def __init__(	self	:							int							,      lowerCamelCase	:							Optional[Any]=-1	):






							'''simple docstring'''



							__lowercase		       =			label_idx



						def     _snake_case	(	self	:							List[Any]							,      lowerCamelCase	:							Tuple							,      lowerCamelCase	:							List[Any]	):






							'''simple docstring'''



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



						def     _snake_case	(	self	:							Optional[int]							,      lowerCamelCase	:							Optional[Any]							,      lowerCamelCase	:							str							,      lowerCamelCase	:							Any	):






							'''simple docstring'''



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



						def     _snake_case	(	self	:							Optional[int]							,      lowerCamelCase	:							Optional[int]	):






							'''simple docstring'''



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

class   _A   ( _a	):


						'''simple docstring'''





						def __init__(	self	:							Optional[int]	):






							'''simple docstring'''



							super().__init__(label_idx=-2	)



						def     _snake_case	(	self	:							str							,      lowerCamelCase	:							str	):






							'''simple docstring'''



							if path:
								with open(_A							,      "r"	) as f:
									__lowercase		       =			f.read().splitlines()
								if "O" not in labels:
									__lowercase		       =			["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   _A   ( _a	):


						'''simple docstring'''





						def     _snake_case	(	self	:							str							,      lowerCamelCase	:							Optional[Any]							,      lowerCamelCase	:							str	):






							'''simple docstring'''



							if isinstance(_A							,      _A	):
								__lowercase		       =			mode.value
							__lowercase		       =			os.path.join(_A							,      f"""{mode}.txt"""	)
							__lowercase		       =			1
							__lowercase		       =			[]

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



						def     _snake_case	(	self	:							Dict							,      lowerCamelCase	:							Tuple							,      lowerCamelCase	:							Any							,      lowerCamelCase	:							Any	):






							'''simple docstring'''



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



						def     _snake_case	(	self	:							int							,      lowerCamelCase	:							int	):






							'''simple docstring'''



							if path:
								with open(_A							,      "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",
								]








import numpy as np

snake_case__					:     Tuple    		=   [
    ["""a""", """b""", """c""", """d""", """e"""],
    ["""f""", """g""", """h""", """i""", """k"""],
    ["""l""", """m""", """n""", """o""", """p"""],
    ["""q""", """r""", """s""", """t""", """u"""],
    ["""v""", """w""", """x""", """y""", """z"""],
]

class   _A   :


						'''simple docstring'''





						def __init__(	self	:							Dict	):






							'''simple docstring'''



							__lowercase		       =			np.array(lowerCamelCase	)



						def     _snake_case	(	self	:							Union[str, Any]							,      lowerCamelCase	:							str	):






							'''simple docstring'''



							__lowercase       ,    __lowercase		       =			np.where(letter == self.SQUARE	)
							__lowercase		       =			np.concatenate([indexa + 1, indexa + 1]	)
							return indexes



						def     _snake_case	(	self	:							List[Any]							,      lowerCamelCase	:							int							,      lowerCamelCase	:							int	):






							'''simple docstring'''



							__lowercase		       =			self.SQUARE[indexa - 1, indexa - 1]
							return letter



						def     _snake_case	(	self	:							int							,      lowerCamelCase	:							str	):






							'''simple docstring'''



							__lowercase		       =			message.lower()
							__lowercase		       =			message.replace(" "							,      ""	)
							__lowercase		       =			message.replace("j"							,      "i"	)

							__lowercase		       =			np.empty((2, len(lowerCamelCase	))	)
							for letter_index in range(len(lowerCamelCase	)	):
								__lowercase		       =			self.letter_to_numbers(message[letter_index]	)

								__lowercase		       =			numbers[0]
								__lowercase		       =			numbers[1]

							__lowercase		       =			first_step.reshape(2 * len(lowerCamelCase	)	)
							__lowercase		       =			""
							for numbers_index in range(len(lowerCamelCase	)	):
								__lowercase		       =			int(second_step[numbers_index * 2]	)
								__lowercase		       =			int(second_step[(numbers_index * 2) + 1]	)
								__lowercase		       =			self.numbers_to_letter(lowerCamelCase							,      lowerCamelCase	)
								__lowercase		       =			encoded_message + letter

							return encoded_message



						def     _snake_case	(	self	:							Optional[Any]							,      lowerCamelCase	:							str	):






							'''simple docstring'''



							__lowercase		       =			message.lower()
							message.replace(" "							,      ""	)
							__lowercase		       =			np.empty(2 * len(lowerCamelCase	)	)
							for letter_index in range(len(lowerCamelCase	)	):
								__lowercase		       =			self.letter_to_numbers(message[letter_index]	)
								__lowercase		       =			numbers[0]
								__lowercase		       =			numbers[1]

							__lowercase		       =			first_step.reshape((2, len(lowerCamelCase	))	)
							__lowercase		       =			""
							for numbers_index in range(len(lowerCamelCase	)	):
								__lowercase		       =			int(second_step[0, numbers_index]	)
								__lowercase		       =			int(second_step[1, numbers_index]	)
								__lowercase		       =			self.numbers_to_letter(lowerCamelCase							,      lowerCamelCase	)
								__lowercase		       =			decoded_message + letter

							return decoded_message



