

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

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


_lowerCAmelCase			:						str  					=     logging.getLogger(__name__)


class      lowerCAmelCase					(     __snake_case					):


       '''simple docstring'''







       def __init__(						self       :	Dict    ,						__snake_case       :	List[str]=-1  ) ->			Any:







        '''simple docstring'''

        lowerCamelCase       =     label_idx

       def 	lowerCamelCase__    (						self       :	str    ,						__snake_case       :	Dict    ,						__snake_case       :	Union[Split, str]  ) ->			Optional[int]:







        '''simple docstring'''

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

       def 	lowerCamelCase__    (						self       :	Dict    ,						__snake_case       :	TextIO    ,						__snake_case       :	TextIO    ,						__snake_case       :	List  ) ->			Optional[Any]:







        '''simple docstring'''

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





       def 	lowerCamelCase__    (						self       :	Dict    ,						__snake_case       :	str  ) ->			Dict:







        '''simple docstring'''

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


class      lowerCAmelCase					(     __snake_case					):


       '''simple docstring'''







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







        '''simple docstring'''

        super().__init__(label_idx=-2  )





       def 	lowerCamelCase__    (						self       :	int    ,						__snake_case       :	str  ) ->			int:







        '''simple docstring'''

        if path:
         with open(__lowerCamelCase    ,						'r'  ) as f:
          lowerCamelCase       =     f.read().splitlines()
         if "O" not in labels:
          lowerCamelCase       =     ['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      lowerCAmelCase					(     __snake_case					):


       '''simple docstring'''







       def 	lowerCamelCase__    (						self       :	int    ,						__snake_case       :	Optional[int]    ,						__snake_case       :	Union[Split, str]  ) ->			Tuple:







        '''simple docstring'''

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

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

       def 	lowerCamelCase__    (						self       :	Union[str, Any]    ,						__snake_case       :	TextIO    ,						__snake_case       :	TextIO    ,						__snake_case       :	List  ) ->			Optional[int]:







        '''simple docstring'''

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





       def 	lowerCamelCase__    (						self       :	List[Any]    ,						__snake_case       :	str  ) ->			Optional[Any]:







        '''simple docstring'''

        if path:
         with open(__lowerCamelCase    ,						'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",
         ]







from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


__A			:					List[Any]						=			{
    'configuration_git': ['GIT_PRETRAINED_CONFIG_ARCHIVE_MAP', 'GitConfig', 'GitVisionConfig'],
    'processing_git': ['GitProcessor'],
}

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __A			:					int						=			[
        'GIT_PRETRAINED_MODEL_ARCHIVE_LIST',
        'GitForCausalLM',
        'GitModel',
        'GitPreTrainedModel',
        'GitVisionModel',
    ]

if TYPE_CHECKING:
    from .configuration_git import GIT_PRETRAINED_CONFIG_ARCHIVE_MAP, GitConfig, GitVisionConfig
    from .processing_git import GitProcessor

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_git import (
            GIT_PRETRAINED_MODEL_ARCHIVE_LIST,
            GitForCausalLM,
            GitModel,
            GitPreTrainedModel,
            GitVisionModel,
        )

else:
    import sys

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