

"""simple docstring"""






lowerCamelCase__ :     Optional[int]							  =     '''0.21.0'''

from .accelerator import Accelerator
from .big_modeling import (
    cpu_offload,
    cpu_offload_with_hook,
    disk_offload,
    dispatch_model,
    init_empty_weights,
    init_on_device,
    load_checkpoint_and_dispatch,
)
from .data_loader import skip_first_batches
from .launchers import debug_launcher, notebook_launcher
from .state import PartialState
from .utils import (
    DeepSpeedPlugin,
    DistributedDataParallelKwargs,
    DistributedType,
    FullyShardedDataParallelPlugin,
    GradScalerKwargs,
    InitProcessGroupKwargs,
    find_executable_batch_size,
    infer_auto_device_map,
    is_rich_available,
    load_checkpoint_in_model,
    synchronize_rng_states,
)


if is_rich_available():
						from .utils import rich












"""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 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def __init__(    self    , __UpperCAmelCase=-1      ):



         '''simple docstring'''

         lowerCAmelCase__			:Dict											=							label_idx






       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Optional[Any]											=							mode.value
         lowerCAmelCase__			:List[str]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:List[str]											=							1
         lowerCAmelCase__			:Union[str, Any]											=							[]
         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           lowerCAmelCase__			:str											=							[]
           lowerCAmelCase__			:Dict											=							[]
           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
                 lowerCAmelCase__			:Tuple											=							[]
                 lowerCAmelCase__			:List[str]											=							[]
             else:
               lowerCAmelCase__			:List[str]											=							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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							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]:
             lowerCAmelCase__			:Optional[Any]											=							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      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:Any											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			: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 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def __init__(    self      ):



         '''simple docstring'''

         super().__init__(label_idx=-2      )






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:str											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			:Optional[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 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Union[str, Any]											=							mode.value
         lowerCAmelCase__			:Union[str, Any]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:Any											=							1
         lowerCAmelCase__			:Optional[Any]											=							[]

         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           for sentence in parse_incr(__UpperCAmelCase      ):
             lowerCAmelCase__			:Dict											=							[]
             lowerCAmelCase__			:Dict											=							[]
             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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

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






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''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",
           ]
