






from typing import List, Union

from ..utils import (
    add_end_docstrings,
    is_tf_available,
    is_torch_available,
    is_vision_available,
    logging,
    requires_backends,
)
from .base import PIPELINE_INIT_ARGS, Pipeline


if is_vision_available():
    from PIL import Image

    from ..image_utils import load_image

if is_tf_available():
    import tensorflow as tf

    from ..models.auto.modeling_tf_auto import TF_MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING
    from ..tf_utils import stable_softmax

if is_torch_available():
    from ..models.auto.modeling_auto import MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING

a_		:						Any             =    logging.get_logger(__name__)

@add_end_docstrings(A__					)
class 		_snake_case  (  A__					):






   def __init__(       self		,					*a		,					**a)      ->       int:
      super().__init__(*a		,					**a)
      requires_backends(self		,					'vision')
      self.check_model_type(
          TF_MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING
          if self.framework == 'tf'
          else MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING)






   def    SCREAMING_SNAKE_CASE__    (       self		,					a=None)      ->       List[Any]:
      SCREAMING_SNAKE_CASE						= {}
      if top_k is not None:
         SCREAMING_SNAKE_CASE						= top_k
      return {}, {}, postprocess_params






   def __call__(       self		,					a		,					**a)      ->       Any:
      return super().__call__(a		,					**a)






   def    SCREAMING_SNAKE_CASE__    (       self		,					a)      ->       Dict:
      SCREAMING_SNAKE_CASE						= load_image(a)
      SCREAMING_SNAKE_CASE						= self.image_processor(images=a		,					return_tensors=self.framework)
      return model_inputs






   def    SCREAMING_SNAKE_CASE__    (       self		,					a)      ->       Dict:
      SCREAMING_SNAKE_CASE						= self.model(**a)
      return model_outputs







   def    SCREAMING_SNAKE_CASE__    (       self		,					a		,					a=5)      ->       Union[str, Any]:
      if top_k > self.model.config.num_labels:
         SCREAMING_SNAKE_CASE						= self.model.config.num_labels

      if self.framework == "pt":
         SCREAMING_SNAKE_CASE						= model_outputs.logits.softmax(-1)[0]
         SCREAMING_SNAKE_CASE				,						SCREAMING_SNAKE_CASE						= probs.topk(a)
      elif self.framework == "tf":
         SCREAMING_SNAKE_CASE						= stable_softmax(model_outputs.logits		,					axis=-1)[0]
         SCREAMING_SNAKE_CASE						= tf.math.top_k(a		,					k=a)
         SCREAMING_SNAKE_CASE				,						SCREAMING_SNAKE_CASE						= topk.values.numpy(), topk.indices.numpy()
      else:
         raise ValueError(f'''Unsupported framework: {self.framework}''')

      SCREAMING_SNAKE_CASE						= scores.tolist()
      SCREAMING_SNAKE_CASE						= ids.tolist()
      return [{"score": score, "label": self.model.config.idalabel[_id]} for score, _id in zip(a		,					a)]












a_		:						Tuple             =    {
    'A': '.-', 'B': '-...', 'C': '-.-.', 'D': '-..', 'E': '.', 'F': '..-.', 'G': '--.',
    'H': '....', 'I': '..', 'J': '.---', 'K': '-.-', 'L': '.-..', 'M': '--', 'N': '-.',
    'O': '---', 'P': '.--.', 'Q': '--.-', 'R': '.-.', 'S': '...', 'T': '-', 'U': '..-',
    'V': '...-', 'W': '.--', 'X': '-..-', 'Y': '-.--', 'Z': '--..', '1': '.----',
    '2': '..---', '3': '...--', '4': '....-', '5': '.....', '6': '-....', '7': '--...',
    '8': '---..', '9': '----.', '0': '-----', '&': '.-...', '@': '.--.-.',
    ':': '---...', ',': '--..--', '.': '.-.-.-', '\'': '.----.', '"': '.-..-.',
    '?': '..--..', '/': '-..-.', '=': '-...-', '+': '.-.-.', '-': '-....-',
    '(': '-.--.', ')': '-.--.-', '!': '-.-.--', ' ': '/'
}  # Exclamation mark is not in ITU-R recommendation
# fmt: on
a_		:						List[Any]             =    {value: key for key, value in MORSE_CODE_DICT.items()}






def 				lowerCamelCase__				(_UpperCAmelCase):
			return " ".join(MORSE_CODE_DICT[char] for char in message.upper())






def 				lowerCamelCase__				(_UpperCAmelCase):
			return "".join(REVERSE_DICT[char] for char in message.split())






def 				lowerCamelCase__				():
			SCREAMING_SNAKE_CASE						= 'Morse code here!'
			print(_UpperCAmelCase)
			SCREAMING_SNAKE_CASE						= encrypt(_UpperCAmelCase)
			print(_UpperCAmelCase)
			SCREAMING_SNAKE_CASE						= decrypt(_UpperCAmelCase)
			print(_UpperCAmelCase)


if __name__ == "__main__":
				main()




