import copy
from typing import Dict, Optional

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING


__UpperCamelCase								=    logging.get_logger(__name__)

__UpperCamelCase								=    {
    """shi-labs/oneformer_ade20k_swin_tiny""": (
        """https://huggingface.co/shi-labs/oneformer_ade20k_swin_tiny/blob/main/config.json"""
    ),
    # See all OneFormer models at https://huggingface.co/models?filter=oneformer
}




class 				UpperCamelCase      (       a__     ):
       SCREAMING_SNAKE_CASE_				=   "oneformer"
       SCREAMING_SNAKE_CASE_				=   {"hidden_size": "hidden_dim"}







       def __init__(				self,							lowerCAmelCase__ = None,							lowerCAmelCase__ = 255,							lowerCAmelCase__ = 150,							lowerCAmelCase__ = 0.1,							lowerCAmelCase__ = 2.0,							lowerCAmelCase__ = 5.0,							lowerCAmelCase__ = 5.0,							lowerCAmelCase__ = 0.5,							lowerCAmelCase__ = 0.07,							lowerCAmelCase__ = 1_2544,							lowerCAmelCase__ = 3.0,							lowerCAmelCase__ = 0.75,							lowerCAmelCase__ = 0.02,							lowerCAmelCase__ = 1.0,							lowerCAmelCase__ = 1e-05,							lowerCAmelCase__ = False,							lowerCAmelCase__ = True,							lowerCAmelCase__ = True,							lowerCAmelCase__ = [4, 8, 16, 32],							lowerCAmelCase__ = 77,							lowerCAmelCase__ = 256,							lowerCAmelCase__ = 77,							lowerCAmelCase__ = 6,							lowerCAmelCase__ = 4_9408,							lowerCAmelCase__ = 2,							lowerCAmelCase__ = 16,							lowerCAmelCase__ = 256,							lowerCAmelCase__ = 256,							lowerCAmelCase__ = 256,							lowerCAmelCase__ = 1024,							lowerCAmelCase__ = "GN",							lowerCAmelCase__ = 6,							lowerCAmelCase__ = 10,							lowerCAmelCase__ = True,							lowerCAmelCase__ = 8,							lowerCAmelCase__ = 0.1,							lowerCAmelCase__ = 2048,							lowerCAmelCase__ = False,							lowerCAmelCase__ = False,							lowerCAmelCase__ = 2,							lowerCAmelCase__ = 4,							**lowerCAmelCase__,							)   ->   List[Any]:







            if backbone_config is None:
                 logger.info('`backbone_config` is unset. Initializing the config with the default `Swin` backbone.')
                 snake_case_       =      CONFIG_MAPPING["swin"](
                     image_size=224,							in_channels=3,							patch_size=4,							embed_dim=96,							depths=[2, 2, 6, 2],							num_heads=[3, 6, 12, 24],							window_size=7,							drop_path_rate=0.3,							use_absolute_embeddings=__A,							out_features=['stage1', 'stage2', 'stage3', 'stage4'],							)
            elif isinstance(__A,							__A):
                 snake_case_       =      backbone_config.get('model_type')
                 snake_case_       =      CONFIG_MAPPING[backbone_model_type]
                 snake_case_       =      config_class.from_dict(__A)

            snake_case_       =      backbone_config

            snake_case_       =      ignore_value
            snake_case_       =      num_queries
            snake_case_       =      no_object_weight
            snake_case_       =      class_weight
            snake_case_       =      mask_weight
            snake_case_       =      dice_weight
            snake_case_       =      contrastive_weight
            snake_case_       =      contrastive_temperature
            snake_case_       =      train_num_points
            snake_case_       =      oversample_ratio
            snake_case_       =      importance_sample_ratio
            snake_case_       =      init_std
            snake_case_       =      init_xavier_std
            snake_case_       =      layer_norm_eps
            snake_case_       =      is_training
            snake_case_       =      use_auxiliary_loss
            snake_case_       =      output_auxiliary_logits
            snake_case_       =      strides
            snake_case_       =      task_seq_len
            snake_case_       =      text_encoder_width
            snake_case_       =      text_encoder_context_length
            snake_case_       =      text_encoder_num_layers
            snake_case_       =      text_encoder_vocab_size
            snake_case_       =      text_encoder_proj_layers
            snake_case_       =      text_encoder_n_ctx
            snake_case_       =      conv_dim
            snake_case_       =      mask_dim
            snake_case_       =      hidden_dim
            snake_case_       =      encoder_feedforward_dim
            snake_case_       =      norm
            snake_case_       =      encoder_layers
            snake_case_       =      decoder_layers
            snake_case_       =      use_task_norm
            snake_case_       =      num_attention_heads
            snake_case_       =      dropout
            snake_case_       =      dim_feedforward
            snake_case_       =      pre_norm
            snake_case_       =      enforce_input_proj
            snake_case_       =      query_dec_layers
            snake_case_       =      common_stride
            snake_case_       =      decoder_layers

            super().__init__(**__A)







       def 	a_		(				self)   ->   Dict[str, any]:
            snake_case_       =      copy.deepcopy(self.__dict__)
            snake_case_       =      self.backbone_config.to_dict()
            snake_case_       =      self.__class__.model_type
            return output


"""simple docstring"""


import random
import sys

from . import cryptomath_module as cryptomath

__UpperCamelCase								=    (
    r''' !"#$%&\'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`'''
    r'''abcdefghijklmnopqrstuvwxyz{|}~'''
)







def       UpperCAmelCase					(	UpperCAmelCase		,      UpperCAmelCase		,      UpperCAmelCase      )       ->   None:
     if mode == "encrypt":
          if key_a == 1:
               sys.exit(
                   'The affine cipher becomes weak when key '
                   'A is set to 1. Choose different key'      )
          if key_b == 0:
               sys.exit(
                   'The affine cipher becomes weak when key '
                   'B is set to 0. Choose different key'      )
     if key_a < 0 or key_b < 0 or key_b > len(UpperCAmelCase      ) - 1:
          sys.exit(
              'Key A must be greater than 0 and key B must '
              f'be between 0 and {len(UpperCAmelCase      ) - 1}.'      )
     if cryptomath.gcd(UpperCAmelCase		,      len(UpperCAmelCase      )      ) != 1:
          sys.exit(
              f'Key A {key_a} and the symbol set size {len(UpperCAmelCase      )} '
              'are not relatively prime. Choose a different key.'      )







def       UpperCAmelCase					(	UpperCAmelCase		,      UpperCAmelCase      )       ->   str:
     snake_case_ ,			snake_case_       =      divmod(UpperCAmelCase		,      len(UpperCAmelCase      )      )
     check_keys(UpperCAmelCase		,      UpperCAmelCase		,      'encrypt'      )
     snake_case_       =      ''
     for symbol in message:
          if symbol in SYMBOLS:
               snake_case_       =      SYMBOLS.find(UpperCAmelCase      )
               cipher_text += SYMBOLS[(sym_index * key_a + key_b) % len(UpperCAmelCase      )]
          else:
               cipher_text += symbol
     return cipher_text







def       UpperCAmelCase					(	UpperCAmelCase		,      UpperCAmelCase      )       ->   str:
     snake_case_ ,			snake_case_       =      divmod(UpperCAmelCase		,      len(UpperCAmelCase      )      )
     check_keys(UpperCAmelCase		,      UpperCAmelCase		,      'decrypt'      )
     snake_case_       =      ''
     snake_case_       =      cryptomath.find_mod_inverse(UpperCAmelCase		,      len(UpperCAmelCase      )      )
     for symbol in message:
          if symbol in SYMBOLS:
               snake_case_       =      SYMBOLS.find(UpperCAmelCase      )
               plain_text += SYMBOLS[
                   (sym_index - key_b) * mod_inverse_of_key_a % len(UpperCAmelCase      )
               ]
          else:
               plain_text += symbol
     return plain_text







def       UpperCAmelCase					(	)       ->   int:
     while True:
          snake_case_       =      random.randint(2		,      len(UpperCAmelCase      )      )
          snake_case_       =      random.randint(2		,      len(UpperCAmelCase      )      )
          if cryptomath.gcd(UpperCAmelCase		,      len(UpperCAmelCase      )      ) == 1 and key_b % len(UpperCAmelCase      ) != 0:
               return key_b * len(UpperCAmelCase      ) + key_b







def       UpperCAmelCase					(	)       ->   None:
     snake_case_       =      input('Enter message: '      ).strip()
     snake_case_       =      int(input('Enter key [2000 - 9000]: '      ).strip()      )
     snake_case_       =      input('Encrypt/Decrypt [E/D]: '      ).strip().lower()

     if mode.startswith('e'      ):
          snake_case_       =      'encrypt'
          snake_case_       =      encrypt_message(UpperCAmelCase		,      UpperCAmelCase      )
     elif mode.startswith('d'      ):
          snake_case_       =      'decrypt'
          snake_case_       =      decrypt_message(UpperCAmelCase		,      UpperCAmelCase      )
     print(f'\n{mode.title()}ed text: \n{translated}'      )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
    # main()

