





"""simple docstring"""





from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxSeqaSeqConfigWithPast
from ...utils import logging


SCREAMING_SNAKE_CASE__					=   logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__					=   {
    "t5-small": "https://huggingface.co/t5-small/resolve/main/config.json",
    "t5-base": "https://huggingface.co/t5-base/resolve/main/config.json",
    "t5-large": "https://huggingface.co/t5-large/resolve/main/config.json",
    "t5-3b": "https://huggingface.co/t5-3b/resolve/main/config.json",
    "t5-11b": "https://huggingface.co/t5-11b/resolve/main/config.json",
}

class 		lowercase					(					_UpperCAmelCase					):
      _SCREAMING_SNAKE_CASE					=      't5'
      _SCREAMING_SNAKE_CASE					=      ['past_key_values']
      _SCREAMING_SNAKE_CASE					=      {'hidden_size': 'd_model', 'num_attention_heads': 'num_heads', 'num_hidden_layers': 'num_layers'}





      def __init__(       self      ,						lowercase=32_128      ,						lowercase=512      ,						lowercase=64      ,						lowercase=2_048      ,						lowercase=6      ,						lowercase=None      ,						lowercase=8      ,						lowercase=32      ,						lowercase=128      ,						lowercase=0.1      ,						lowercase=1e-6      ,						lowercase=1.0      ,						lowercase="relu"      ,						lowercase=True      ,						lowercase=True      ,						lowercase=0      ,						lowercase=1      ,						**lowercase      ,						)		->     Union[str, Any]:
            lowerCAmelCase  						=       vocab_size
            lowerCAmelCase  						=       d_model
            lowerCAmelCase  						=       d_kv
            lowerCAmelCase  						=       d_ff
            lowerCAmelCase  						=       num_layers
            lowerCAmelCase  						=       (
                num_decoder_layers if num_decoder_layers is not None else self.num_layers
            )  # default = symmetry
            lowerCAmelCase  						=       num_heads
            lowerCAmelCase  						=       relative_attention_num_buckets
            lowerCAmelCase  						=       relative_attention_max_distance
            lowerCAmelCase  						=       dropout_rate
            lowerCAmelCase  						=       layer_norm_epsilon
            lowerCAmelCase  						=       initializer_factor
            lowerCAmelCase  						=       feed_forward_proj
            lowerCAmelCase  						=       use_cache

            lowerCAmelCase  						=       self.feed_forward_proj.split("""-""" )
            lowerCAmelCase  						=       act_info[-1]
            lowerCAmelCase  						=       act_info[0] == """gated"""

            if len(lowercase ) > 1 and act_info[0] != "gated" or len(lowercase ) > 2:
                  raise ValueError(
                      f'`feed_forward_proj`: {feed_forward_proj} is not a valid activation function of the dense layer.'
                      """Please make sure `feed_forward_proj` is of the format `gated-{ACT_FN}` or `{ACT_FN}`, e.g. """
                      """'gated-gelu' or 'relu'""" )

            # for backwards compatibility
            if feed_forward_proj == "gated-gelu":
                  lowerCAmelCase  						=       """gelu_new"""

            super().__init__(
                pad_token_id=lowercase      ,						eos_token_id=lowercase      ,						is_encoder_decoder=lowercase      ,						**lowercase      ,						)







class 		lowercase					(					_UpperCAmelCase					):





      @property
      def     _snake_case			(       self )		->     Mapping[str, Mapping[int, str]]:
            lowerCAmelCase  						=       {
                """input_ids""": {0: """batch""", 1: """encoder_sequence"""},
                """attention_mask""": {0: """batch""", 1: """encoder_sequence"""},
            }
            if self.use_past:
                  lowerCAmelCase  						=       """past_encoder_sequence + sequence"""
                  lowerCAmelCase  						=       {0: """batch"""}
                  lowerCAmelCase  						=       {0: """batch""", 1: """past_decoder_sequence + sequence"""}
            else:
                  lowerCAmelCase  						=       {0: """batch""", 1: """decoder_sequence"""}
                  lowerCAmelCase  						=       {0: """batch""", 1: """decoder_sequence"""}

            if self.use_past:
                  self.fill_with_past_key_values_(lowercase      ,						direction="""inputs""" )

            return common_inputs





      @property
      def     _snake_case			(       self )		->     int:
            return 13













"""simple docstring"""





SCREAMING_SNAKE_CASE__					=   {
    "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
SCREAMING_SNAKE_CASE__					=   {value: key for key, value in MORSE_CODE_DICT.items()}


def 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						str			):







      '''simple docstring'''




      return " ".join(MORSE_CODE_DICT[char] for char in message.upper()			)


def 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						str			):







      '''simple docstring'''




      return "".join(REVERSE_DICT[char] for char in message.split()			)


def 			UpperCAmelCase__							(  ):







      '''simple docstring'''




      lowerCAmelCase  						=       """Morse code here!"""
      print(SCREAMING_SNAKE_CASE			)
      lowerCAmelCase  						=       encrypt(SCREAMING_SNAKE_CASE			)
      print(SCREAMING_SNAKE_CASE			)
      lowerCAmelCase  						=       decrypt(SCREAMING_SNAKE_CASE			)
      print(SCREAMING_SNAKE_CASE			)


if __name__ == "__main__":
       main()






