
'''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__						       =      logging.getLogger(__name__)






class 	snake_case__       (      __SCREAMING_SNAKE_CASE					):







		"""simple docstring"""

		def __init__(      self				:			Dict  ,	UpperCamelCase__				:			Tuple=-1      )						->			Dict:






				"""simple docstring"""







				snake_case  :       Dict     			=						label_idx



		def       lowerCAmelCase				(      self				:			Optional[Any]  ,	UpperCamelCase__				:			Optional[Any]  ,	UpperCamelCase__				:			Union[Split, str]      )						->			List[InputExample]:






				"""simple docstring"""







				if isinstance(UpperCamelCase__  ,	UpperCamelCase__      ):
						snake_case  :       Tuple     			=						mode.value
				snake_case  :       Union[str, Any]     			=						os.path.join(UpperCamelCase__  ,	f'{mode}.txt'      )
				snake_case  :       Dict     			=						1
				snake_case  :       Dict     			=						[]
				with open(UpperCamelCase__  ,	encoding='''utf-8'''      ) as f:
						snake_case  :       Optional[int]     			=						[]
						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=UpperCamelCase__  ,	labels=UpperCamelCase__      )      )
												guid_index += 1
												snake_case  :       int     			=						[]
												snake_case  :       int     			=						[]
								else:
										snake_case  :       int     			=						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       lowerCAmelCase				(      self				:			Union[str, Any]  ,	UpperCamelCase__				:			TextIO  ,	UpperCamelCase__				:			TextIO  ,	UpperCamelCase__				:			List      )						->			Tuple:






				"""simple docstring"""







				snake_case  :       str     			=						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]:
								snake_case  :       int     			=						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       lowerCAmelCase				(      self				:			Optional[int]  ,	UpperCamelCase__				:			str      )						->			List[str]:






				"""simple docstring"""







				if path:
						with open(UpperCamelCase__  ,	'''r'''      ) as f:
								snake_case  :       Tuple     			=						f.read().splitlines()
						if "O" not in labels:
								snake_case  :       List[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 	snake_case__       (      __SCREAMING_SNAKE_CASE					):







		"""simple docstring"""

		def __init__(      self				:			Optional[Any]      )						->			str:






				"""simple docstring"""







				super().__init__(label_idx=-2      )



		def       lowerCAmelCase				(      self				:			Dict  ,	UpperCamelCase__				:			str      )						->			List[str]:






				"""simple docstring"""







				if path:
						with open(UpperCamelCase__  ,	'''r'''      ) as f:
								snake_case  :       List[Any]     			=						f.read().splitlines()
						if "O" not in labels:
								snake_case  :       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 	snake_case__       (      __SCREAMING_SNAKE_CASE					):







		"""simple docstring"""

		def       lowerCAmelCase				(      self				:			Any  ,	UpperCamelCase__				:			Optional[Any]  ,	UpperCamelCase__				:			Union[Split, str]      )						->			List[InputExample]:






				"""simple docstring"""







				if isinstance(UpperCamelCase__  ,	UpperCamelCase__      ):
						snake_case  :       Union[str, Any]     			=						mode.value
				snake_case  :       Optional[int]     			=						os.path.join(UpperCamelCase__  ,	f'{mode}.txt'      )
				snake_case  :       str     			=						1
				snake_case  :       Union[str, Any]     			=						[]

				with open(UpperCamelCase__  ,	encoding='''utf-8'''      ) as f:
						for sentence in parse_incr(UpperCamelCase__      ):
								snake_case  :       Union[str, Any]     			=						[]
								snake_case  :       Optional[Any]     			=						[]
								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       lowerCAmelCase				(      self				:			List[Any]  ,	UpperCamelCase__				:			TextIO  ,	UpperCamelCase__				:			TextIO  ,	UpperCamelCase__				:			List      )						->			str:






				"""simple docstring"""







				snake_case  :       Union[str, Any]     			=						0
				for sentence in parse_incr(UpperCamelCase__      ):
						snake_case  :       List[Any]     			=						preds_list[example_id]
						snake_case  :       Dict     			=						''''''
						for token in sentence:
								out += f'{token["form"]} ({token["upos"]}|{s_p.pop(0      )}) '
						out += "\n"
						writer.write(UpperCamelCase__      )
						example_id += 1



		def       lowerCAmelCase				(      self				:			Tuple  ,	UpperCamelCase__				:			str      )						->			List[str]:






				"""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'''
from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_tf_available,
    is_torch_available,
)


lowercase__						       =      {"configuration_encoder_decoder": ["EncoderDecoderConfig"]}

try:
						if not is_torch_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						lowercase__						       =      ["EncoderDecoderModel"]

try:
						if not is_tf_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						lowercase__						       =      ["TFEncoderDecoderModel"]

try:
						if not is_flax_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						lowercase__						       =      ["FlaxEncoderDecoderModel"]

if TYPE_CHECKING:
						from .configuration_encoder_decoder import EncoderDecoderConfig

						try:
												if not is_torch_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_encoder_decoder import EncoderDecoderModel

						try:
												if not is_tf_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_tf_encoder_decoder import TFEncoderDecoderModel

						try:
												if not is_flax_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_flax_encoder_decoder import FlaxEncoderDecoderModel

else:
						import sys

						lowercase__						       =      _LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)


