

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

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


lowerCAmelCase__		      =       logging.getLogger(__name__)

class     a__  (    snake_case	):
			"""simple docstring"""







			def __init__(			self					,					lowercase=-1				)     ->  Optional[Any]:
							'''simple docstring'''






							A__						=	label_idx


			def    UpperCamelCase						(			self					,					lowercase					,					lowercase				)     ->  List[InputExample]:
							'''simple docstring'''






							if isinstance(lowercase					,					lowercase				):
											A__						=	mode.value
							A__						=	os.path.join(lowercase					,					F'{mode}.txt'				)
							A__						=	1
							A__						=	[]
							with open(lowercase					,					encoding="utf-8"				) as f:
											A__						=	[]
											A__						=	[]
											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__						=	[]
																							A__						=	[]
															else:
																			A__						=	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					,					lowercase					,					lowercase					,					lowercase				)     ->  Optional[Any]:
							'''simple docstring'''






							A__						=	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__						=	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					,					lowercase				)     ->  List[str]:
							'''simple docstring'''






							if path:
											with open(lowercase					,					"r"				) as f:
															A__						=	f.read().splitlines()
											if "O" not in labels:
															A__						=	["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__  (    snake_case	):
			"""simple docstring"""







			def __init__(			self				)     ->  Union[str, Any]:
							'''simple docstring'''






							super().__init__(label_idx=-2				)


			def    UpperCamelCase						(			self					,					lowercase				)     ->  List[str]:
							'''simple docstring'''






							if path:
											with open(lowercase					,					"r"				) as f:
															A__						=	f.read().splitlines()
											if "O" not in labels:
															A__						=	["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__  (    snake_case	):
			"""simple docstring"""







			def    UpperCamelCase						(			self					,					lowercase					,					lowercase				)     ->  List[InputExample]:
							'''simple docstring'''






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

							with open(lowercase					,					encoding="utf-8"				) as f:
											for sentence in parse_incr(lowercase				):
															A__						=	[]
															A__						=	[]
															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					,					lowercase					,					lowercase					,					lowercase				)     ->  List[Any]:
							'''simple docstring'''






							A__						=	0
							for sentence in parse_incr(lowercase				):
											A__						=	preds_list[example_id]
											A__						=	""
											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					,					lowercase				)     ->  List[str]:
							'''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"""
def 				snake_case      (   A__	,A__						):
			# "extended trapezoidal rule"
			# int(f) = dx/2 * (f1 + 2f2 + ... + fn)
			UpperCAmelCase_     : Dict			     =					(boundary[1] - boundary[0]) / steps
			UpperCAmelCase_     : Optional[int]			     =					boundary[0]
			UpperCAmelCase_     : str			     =					boundary[1]
			UpperCAmelCase_     : Tuple			     =					make_points(A__	,A__	,A__						)
			UpperCAmelCase_     : List[str]			     =					0.0
			y += (h / 2.0) * f(A__						)
			for i in x_i:
						# print(i)
						y += h * f(A__						)
			y += (h / 2.0) * f(A__						)
			return y

def 				snake_case      (   A__	,A__	,A__						):
			UpperCAmelCase_     : Union[str, Any]			     =					a + h
			while x < (b - h):
						yield x
						UpperCAmelCase_     : Optional[Any]			     =					x + h

def 				snake_case      (   A__						):  # enter your function here
			UpperCAmelCase_     : Dict			     =					(x - 0) * (x - 0)
			return y

def 				snake_case      (   ):
			UpperCAmelCase_     : Dict			     =					0.0  # Lower bound of integration
			UpperCAmelCase_     : Optional[int]			     =					1.0  # Upper bound of integration
			UpperCAmelCase_     : Dict			     =					10.0  # define number of steps or resolution
			UpperCAmelCase_     : List[Any]			     =					[a, b]  # define boundary of integration
			UpperCAmelCase_     : Union[str, Any]			     =					method_a(A__	,A__						)
			print(F"""y = {y}"""						)


if __name__ == "__main__":
			main()



