from typing import List

from packaging import version
from sklearn.metrics import fa_score

import datasets
from datasets.config import PY_VERSION


if PY_VERSION < version.parse('''3.8'''):
      import importlib_metadata
else:
      import importlib.metadata as importlib_metadata


# TODO(Patrick/Anton)
UpperCAmelCase_    		=				'''\
'''

UpperCAmelCase_    		=				'''\
    XTREME-S is a benchmark to evaluate universal cross-lingual speech representations in many languages.
    XTREME-S covers four task families: speech recognition, classification, speech-to-text translation and retrieval.
'''

UpperCAmelCase_    		=				'''
Compute XTREME-S evaluation metric associated to each XTREME-S dataset.
Args:
    predictions: list of predictions to score.
        Each translation should be tokenized into a list of tokens.
    references: list of lists of references for each translation.
        Each reference should be tokenized into a list of tokens.
    bleu_kwargs: optional dict of keywords to be passed when computing \'bleu\'.
        Keywords include Dict can be one of \'smooth_method\', \'smooth_value\', \'force\', \'lowercase\',
        \'tokenize\', \'use_effective_order\'.
    wer_kwargs: optional dict of keywords to be passed when computing \'wer\' and \'cer\'.
        Keywords include \'concatenate_texts\'.
Returns: depending on the XTREME-S task, one or several of:
    "accuracy": Accuracy - for \'fleurs-lang_id\', \'minds14\'
    "f1": F1 score - for \'minds14\'
    "wer": Word error rate - for \'mls\', \'fleurs-asr\', \'voxpopuli\', \'babel\'
    "cer": Character error rate - for \'mls\', \'fleurs-asr\', \'voxpopuli\', \'babel\'
    "bleu": BLEU score according to the `sacrebleu` metric - for \'covost2\'
Examples:

    >>> xtreme_s_metric = datasets.load_metric(\'xtreme_s\', \'mls\')  # \'mls\', \'voxpopuli\', \'fleurs-asr\' or \'babel\'
    >>> references = ["it is sunny here", "paper and pen are essentials"]
    >>> predictions = ["it\'s sunny", "paper pen are essential"]
    >>> results = xtreme_s_metric.compute(predictions=predictions, references=references)
    >>> print({k: round(v, 2) for k, v in results.items()})
    {\'wer\': 0.56, \'cer\': 0.27}

    >>> xtreme_s_metric = datasets.load_metric(\'xtreme_s\', \'covost2\')
    >>> references = ["bonjour paris", "il est necessaire de faire du sport de temps en temp"]
    >>> predictions = ["bonjour paris", "il est important de faire du sport souvent"]
    >>> results = xtreme_s_metric.compute(predictions=predictions, references=references)
    >>> print({k: round(v, 2) for k, v in results.items()})
    {\'bleu\': 31.65}

    >>> xtreme_s_metric = datasets.load_metric(\'xtreme_s\', \'fleurs-lang_id\')
    >>> references = [0, 1, 0, 0, 1]
    >>> predictions = [0, 1, 1, 0, 0]
    >>> results = xtreme_s_metric.compute(predictions=predictions, references=references)
    >>> print({k: round(v, 2) for k, v in results.items()})
    {\'accuracy\': 0.6}

    >>> xtreme_s_metric = datasets.load_metric(\'xtreme_s\', \'minds14\')
    >>> references = [0, 1, 0, 0, 1]
    >>> predictions = [0, 1, 1, 0, 0]
    >>> results = xtreme_s_metric.compute(predictions=predictions, references=references)
    >>> print({k: round(v, 2) for k, v in results.items()})
    {\'f1\': 0.58, \'accuracy\': 0.6}
'''

UpperCAmelCase_    		=				['''fleurs-asr''', '''mls''', '''voxpopuli''', '''babel''', '''covost2''', '''fleurs-lang_id''', '''minds14''']
UpperCAmelCase_    		=				''''''

try:
      from jiwer import transforms as tr

      UpperCAmelCase_    		=				True
except ImportError:
      UpperCAmelCase_    		=				False

if _jiwer_available and version.parse(importlib_metadata.version('''jiwer''')) < version.parse('''2.3.0'''):





      class   lowerCAmelCase    (       tr.AbstractTransform      ):



           def __init__(       self					,   lowerCAmelCase__ = " "							):
                  _A=						sentence_delimiter



           def       a__	(       self					,   lowerCAmelCase__							):
                  return list(lowerCAmelCase__							)





           def       a__	(       self					,   lowerCAmelCase__							):
                  _A=						[]
                  for sent_idx, sentence in enumerate(lowerCAmelCase__							):
                         chars.extend(self.process_string(lowerCAmelCase__							)							)
                         if self.sentence_delimiter is not None and self.sentence_delimiter != "" and sent_idx < len(lowerCAmelCase__							) - 1:
                                chars.append(self.sentence_delimiter							)
                  return chars


      UpperCAmelCase_    		=				tr.Compose(
          [tr.RemoveMultipleSpaces(), tr.Strip(), SentencesToListOfCharacters(SENTENCE_DELIMITER)]
      )
elif _jiwer_available:
      UpperCAmelCase_    		=				tr.Compose(
          [
              tr.RemoveMultipleSpaces(),
              tr.Strip(),
              tr.ReduceToSingleSentence(SENTENCE_DELIMITER),
              tr.ReduceToListOfListOfChars(),
          ]
      )
else:
      UpperCAmelCase_    		=				None

def 				UpperCamelCase					(     lowerCAmelCase_							,       lowerCAmelCase_ )		->    Any:




       '''simple docstring'''






       return float((preds == labels).mean() )

def 				UpperCamelCase					(     lowerCAmelCase_							,       lowerCAmelCase_ )		->    Union[str, Any]:




       '''simple docstring'''






       return {
           "f1": float(fa_score(y_true=lowerCAmelCase_							,       y_pred=lowerCAmelCase_							,       average='macro' ) ),
           "accuracy": simple_accuracy(lowerCAmelCase_							,       lowerCAmelCase_ ),
       }

def 				UpperCamelCase					(     lowerCAmelCase_							,       lowerCAmelCase_							,       lowerCAmelCase_="exp"							,       lowerCAmelCase_=None							,       lowerCAmelCase_=False							,       lowerCAmelCase_=False							,       lowerCAmelCase_=None							,       lowerCAmelCase_=False							,       )		->    List[str]:




       '''simple docstring'''






       _A=						[[label] for label in labels]
       _A=						list(lowerCAmelCase_ )
       try:
              import sacrebleu as scb
       except ImportError:
              raise ValueError(
                  'sacrebleu has to be installed in order to apply the bleu metric for covost2.'
                  'You can install it via `pip install sacrebleu`.' )

       if version.parse(scb.__version__ ) < version.parse('1.4.12' ):
              raise ImportWarning(
                  'To use `sacrebleu`, the module `sacrebleu>=1.4.12` is required, and the current version of `sacrebleu` doesn\'t match this condition.\n'
                  'You can install it with `pip install "sacrebleu>=1.4.12"`.' )

       _A=						len(labels[0] )
       if any(len(lowerCAmelCase_ ) != references_per_prediction for refs in labels ):
              raise ValueError('Sacrebleu requires the same number of references for each prediction' )
       _A=						[[refs[i] for refs in labels] for i in range(lowerCAmelCase_ )]
       _A=						scb.corpus_bleu(
           lowerCAmelCase_							,       lowerCAmelCase_							,       smooth_method=lowerCAmelCase_							,       smooth_value=lowerCAmelCase_							,       force=lowerCAmelCase_							,       lowercase=lowerCAmelCase_							,       use_effective_order=lowerCAmelCase_							,       **({'tokenize': tokenize} if tokenize else {})							,       )
       return {"bleu": output.score}

def 				UpperCamelCase					(     lowerCAmelCase_							,       lowerCAmelCase_							,       lowerCAmelCase_							,       lowerCAmelCase_ )		->    List[str]:




       '''simple docstring'''






       try:
              from jiwer import compute_measures
       except ImportError:
              raise ValueError(
                  F"jiwer has to be installed in order to apply the wer metric for {config_name}."
                  'You can install it via `pip install jiwer`.' )

       if concatenate_texts:
              _A=						compute_measures(lowerCAmelCase_							,       lowerCAmelCase_ )['wer']

              _A=						compute_measures(lowerCAmelCase_							,       lowerCAmelCase_							,       truth_transform=lowerCAmelCase_							,       hypothesis_transform=lowerCAmelCase_ )['wer']
              return {"wer": wer, "cer": cer}
       else:

              def compute_score(lowerCAmelCase_							,       lowerCAmelCase_							,       lowerCAmelCase_="wer" ):
                     _A=						0
                     _A=						0
                     for prediction, reference in zip(lowerCAmelCase_							,       lowerCAmelCase_ ):
                            if score_type == "wer":
                                   _A=						compute_measures(lowerCAmelCase_							,       lowerCAmelCase_ )
                            elif score_type == "cer":
                                   _A=						compute_measures(
                                       lowerCAmelCase_							,       lowerCAmelCase_							,       truth_transform=lowerCAmelCase_							,       hypothesis_transform=lowerCAmelCase_ )
                            incorrect += measures["substitutions"] + measures["deletions"] + measures["insertions"]
                            total += measures["substitutions"] + measures["deletions"] + measures["hits"]
                     return incorrect / total

              return {"wer": compute_score(lowerCAmelCase_							,       lowerCAmelCase_							,       'wer' ), "cer": compute_score(lowerCAmelCase_							,       lowerCAmelCase_							,       'cer' )}





@datasets.utils.file_utils.add_start_docstrings(_DESCRIPTION      ,		_KWARGS_DESCRIPTION      )
class   lowerCAmelCase    (       datasets.Metric      ):



     def       a__	(       self							):
            if self.config_name not in _CONFIG_NAMES:
                   raise KeyError(f"You should supply a configuration name selected in {_CONFIG_NAMES}"							)

            _A=						'int64' if self.config_name in ['fleurs-lang_id', 'minds14'] else 'string'

            return datasets.MetricInfo(
                description=_DESCRIPTION					,   citation=_CITATION					,   inputs_description=_KWARGS_DESCRIPTION					,   features=datasets.Features(
                    {'predictions': datasets.Value(lowerCAmelCase__							), 'references': datasets.Value(lowerCAmelCase__							)}							)					,   codebase_urls=[]					,   reference_urls=[]					,   format='numpy'					,   )





     def       a__	(       self					,   lowerCAmelCase__					,   lowerCAmelCase__					,   lowerCAmelCase__=None					,   lowerCAmelCase__=None							):
            _A=						bleu_kwargs if bleu_kwargs is not None else {}
            _A=						wer_kwargs if wer_kwargs is not None else {}

            if self.config_name == "fleurs-lang_id":
                   return {"accuracy": simple_accuracy(lowerCAmelCase__					,   lowerCAmelCase__							)}
            elif self.config_name == "minds14":
                   return fa_and_simple_accuracy(lowerCAmelCase__					,   lowerCAmelCase__							)
            elif self.config_name == "covost2":
                   _A=						bleu_kwargs.pop('smooth_method'					,   'exp'							)
                   _A=						bleu_kwargs.pop('smooth_value'					,   lowerCAmelCase__							)
                   _A=						bleu_kwargs.pop('force'					,   lowerCAmelCase__							)
                   _A=						bleu_kwargs.pop('lowercase'					,   lowerCAmelCase__							)
                   _A=						bleu_kwargs.pop('tokenize'					,   lowerCAmelCase__							)
                   _A=						bleu_kwargs.pop('use_effective_order'					,   lowerCAmelCase__							)
                   return bleu(
                       preds=lowerCAmelCase__					,   labels=lowerCAmelCase__					,   smooth_method=lowerCAmelCase__					,   smooth_value=lowerCAmelCase__					,   force=lowerCAmelCase__					,   lowercase=lowerCAmelCase__					,   tokenize=lowerCAmelCase__					,   use_effective_order=lowerCAmelCase__					,   )
            elif self.config_name in ["fleurs-asr", "mls", "voxpopuli", "babel"]:
                   _A=						wer_kwargs.pop('concatenate_texts'					,   lowerCAmelCase__							)
                   return wer_and_cer(lowerCAmelCase__					,   lowerCAmelCase__					,   lowerCAmelCase__					,   self.config_name							)
            else:
                   raise KeyError(f"You should supply a configuration name selected in {_CONFIG_NAMES}"							)
from ..utils import DummyObject, requires_backends





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Any		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  int		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  int		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  int		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Dict		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  List[str]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  str		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Union[str, Any]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)





class   lowerCAmelCase    (       metaclass=_a      ):
     _SCREAMING_SNAKE_CASE  :  Optional[int]		=["""vision"""]



     def __init__(       self					,   *lowerCAmelCase__					,   **lowerCAmelCase__							):
            requires_backends(self					,   ['vision']							)