






'''simple docstring'''






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

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


__A    	=   logging.getLogger(__name__)




class a_    (    UpperCamelCase_							):







			def __init__(self					,   __a=-1)			->      Dict:
						"""simple docstring"""






						__snake_case				:      List[Any]     							= label_idx







			def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      List[InputExample]:
						"""simple docstring"""






						if isinstance(__a					,   __a):
									__snake_case				:      Dict     							= mode.value
						__snake_case				:      Tuple     							= os.path.join(__a					,   F"""{mode}.txt""")
						__snake_case				:      Any     							= 1
						__snake_case				:      int     							= []
						with open(__a					,   encoding='utf-8') as f:
									__snake_case				:      int     							= []
									__snake_case				:      int     							= []
									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
																		__snake_case				:      Optional[Any]     							= []
																		__snake_case				:      int     							= []
												else:
															__snake_case				:      List[Any]     							= 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     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a					,   __a)			->      Any:
						"""simple docstring"""






						__snake_case				:      List[Any]     							= 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]:
												__snake_case				:      List[Any]     							= 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     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      List[str]:
						"""simple docstring"""






						if path:
									with open(__a					,   'r') as f:
												__snake_case				:      Tuple     							= f.read().splitlines()
									if "O" not in labels:
												__snake_case				:      Union[str, Any]     							= ['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_    (    UpperCamelCase_							):







			def __init__(self)			->      str:
						"""simple docstring"""






						super().__init__(label_idx=-2)







			def     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      List[str]:
						"""simple docstring"""






						if path:
									with open(__a					,   'r') as f:
												__snake_case				:      Any     							= f.read().splitlines()
									if "O" not in labels:
												__snake_case				:      List[Any]     							= ['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_    (    UpperCamelCase_							):







			def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      List[InputExample]:
						"""simple docstring"""






						if isinstance(__a					,   __a):
									__snake_case				:      List[Any]     							= mode.value
						__snake_case				:      Dict     							= os.path.join(__a					,   F"""{mode}.txt""")
						__snake_case				:      Union[str, Any]     							= 1
						__snake_case				:      Union[str, Any]     							= []

						with open(__a					,   encoding='utf-8') as f:
									for sentence in parse_incr(__a):
												__snake_case				:      Any     							= []
												__snake_case				:      Dict     							= []
												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     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a					,   __a)			->      List[Any]:
						"""simple docstring"""






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







			def     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      List[str]:
						"""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",
									]







'''simple docstring'''






# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


__A    	=   {'''configuration_timm_backbone''': ['''TimmBackboneConfig''']}


try:
      if not is_torch_available():
            raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
      pass
else:
      __A    	=   ['''TimmBackbone''']


if TYPE_CHECKING:
      from .configuration_timm_backbone import TimmBackboneConfig

      try:
            if not is_torch_available():
                  raise OptionalDependencyNotAvailable()
      except OptionalDependencyNotAvailable:
            pass
      else:
            from .modeling_timm_backbone import TimmBackbone

else:
      import sys

      __A    	=   _LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)