"""simple docstring"""




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

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


_UpperCAmelCase            =		logging.getLogger(__name__)





class UpperCAmelCase						( __A  ):


				'''simple docstring'''






				def __init__(						self		,     lowercase=-1 ):



						"""simple docstring"""





						A_		:    List[Any]         =				label_idx
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





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



						"""simple docstring"""





						A_		:    int         =				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_		:    Optional[Any]         =				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   lowerCAmelCase_       (						self		,     lowercase ):



						"""simple docstring"""





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





class UpperCAmelCase						( __A  ):


				'''simple docstring'''






				def __init__(						self ):



						"""simple docstring"""





						super().__init__(label_idx=-2 )







				def   lowerCAmelCase_       (						self		,     lowercase ):



						"""simple docstring"""





						if path:
								with open(lowercase		,     'r' ) as f:
										A_		:    str         =				f.read().splitlines()
								if "O" not in labels:
										A_		:    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 UpperCAmelCase						( __A  ):


				'''simple docstring'''






				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase ):



						"""simple docstring"""





						if isinstance(lowercase		,     lowercase ):
								A_		:    Optional[int]         =				mode.value
						A_		:    Dict         =				os.path.join(lowercase		,     F'''{mode}.txt''' )
						A_		:    Any         =				1
						A_		:    List[Any]         =				[]

						with open(lowercase		,     encoding='utf-8' ) as f:
								for sentence in parse_incr(lowercase ):
										A_		:    Optional[Any]         =				[]
										A_		:    Optional[Any]         =				[]
										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   lowerCAmelCase_       (						self		,     lowercase		,     lowercase		,     lowercase ):



						"""simple docstring"""





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







				def   lowerCAmelCase_       (						self		,     lowercase ):



						"""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",
								]







import json
from typing import List, Optional, Tuple

from tokenizers import normalizers

from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import logging
from .tokenization_squeezebert import SqueezeBertTokenizer


_UpperCAmelCase            =		logging.get_logger(__name__)

_UpperCAmelCase            =		{"""vocab_file""": """vocab.txt""", """tokenizer_file""": """tokenizer.json"""}

_UpperCAmelCase            =		{
    """vocab_file""": {
        """squeezebert/squeezebert-uncased""": (
            """https://huggingface.co/squeezebert/squeezebert-uncased/resolve/main/vocab.txt"""
        ),
        """squeezebert/squeezebert-mnli""": """https://huggingface.co/squeezebert/squeezebert-mnli/resolve/main/vocab.txt""",
        """squeezebert/squeezebert-mnli-headless""": (
            """https://huggingface.co/squeezebert/squeezebert-mnli-headless/resolve/main/vocab.txt"""
        ),
    },
    """tokenizer_file""": {
        """squeezebert/squeezebert-uncased""": (
            """https://huggingface.co/squeezebert/squeezebert-uncased/resolve/main/tokenizer.json"""
        ),
        """squeezebert/squeezebert-mnli""": (
            """https://huggingface.co/squeezebert/squeezebert-mnli/resolve/main/tokenizer.json"""
        ),
        """squeezebert/squeezebert-mnli-headless""": (
            """https://huggingface.co/squeezebert/squeezebert-mnli-headless/resolve/main/tokenizer.json"""
        ),
    },
}

_UpperCAmelCase            =		{
    """squeezebert/squeezebert-uncased""": 512,
    """squeezebert/squeezebert-mnli""": 512,
    """squeezebert/squeezebert-mnli-headless""": 512,
}


_UpperCAmelCase            =		{
    """squeezebert/squeezebert-uncased""": {"""do_lower_case""": True},
    """squeezebert/squeezebert-mnli""": {"""do_lower_case""": True},
    """squeezebert/squeezebert-mnli-headless""": {"""do_lower_case""": True},
}





class UpperCAmelCase						( __A  ):


				'''simple docstring'''






				lowerCamelCase_    = VOCAB_FILES_NAMES
				lowerCamelCase_    = PRETRAINED_VOCAB_FILES_MAP
				lowerCamelCase_    = PRETRAINED_INIT_CONFIGURATION
				lowerCamelCase_    = PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
				lowerCamelCase_    = SqueezeBertTokenizer
				def __init__(						self		,     lowercase=None		,     lowercase=None		,     lowercase=True		,     lowercase="[UNK]"		,     lowercase="[SEP]"		,     lowercase="[PAD]"		,     lowercase="[CLS]"		,     lowercase="[MASK]"		,     lowercase=True		,     lowercase=None		,     **lowercase		,     ):



						"""simple docstring"""





						super().__init__(
						    lowercase		,     tokenizer_file=lowercase		,     do_lower_case=lowercase		,     unk_token=lowercase		,     sep_token=lowercase		,     pad_token=lowercase		,     cls_token=lowercase		,     mask_token=lowercase		,     tokenize_chinese_chars=lowercase		,     strip_accents=lowercase		,     **lowercase		,     )

						A_		:    int         =				json.loads(self.backend_tokenizer.normalizer.__getstate__() )
						if (
						    normalizer_state.get('lowercase'		,     lowercase ) != do_lower_case
						    or normalizer_state.get('strip_accents'		,     lowercase ) != strip_accents
						    or normalizer_state.get('handle_chinese_chars'		,     lowercase ) != tokenize_chinese_chars
						):
								A_		:    Dict         =				getattr(lowercase		,     normalizer_state.pop('type' ) )
								A_		:    Optional[int]         =				do_lower_case
								A_		:    Optional[Any]         =				strip_accents
								A_		:    str         =				tokenize_chinese_chars
								A_		:    Any         =				normalizer_class(**lowercase )

						A_		:    Tuple         =				do_lower_case
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase=None ):



						"""simple docstring"""





						A_		:    str         =				[self.cls_token_id] + token_ids_a + [self.sep_token_id]

						if token_ids_a:
								output += token_ids_a + [self.sep_token_id]

						return output
				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase = None ):



						"""simple docstring"""





						A_		:    Dict         =				[self.sep_token_id]
						A_		:    Union[str, Any]         =				[self.cls_token_id]
						if token_ids_a is None:
								return len(cls + token_ids_a + sep ) * [0]
						return len(cls + token_ids_a + sep ) * [0] + len(token_ids_a + sep ) * [1]







				def   lowerCAmelCase_       (						self		,     lowercase		,     lowercase = None ):



						"""simple docstring"""





						A_		:    Dict         =				self._tokenizer.model.save(lowercase		,     name=lowercase )
						return tuple(lowercase )






