



'''simple docstring'''





def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						[]
     for data in source_data:
          for i, el in enumerate(__A):
               if len(__A) < i + 1:
                    data_lists.append([])
               data_lists[i].append(float(__A))
     return data_lists




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     _a											=						[]
     for dlist, weight in zip(__A						,			__A):
          _a											=						min(__A)
          _a											=						max(__A)

          _a											=						[]
          # for weight 0 score is 1 - actual score
          if weight == 0:
               for item in dlist:
                    try:
                         score.append(1 - ((item - mind) / (maxd - mind)))
                    except ZeroDivisionError:
                         score.append(1)

          elif weight == 1:
               for item in dlist:
                    try:
                         score.append((item - mind) / (maxd - mind))
                    except ZeroDivisionError:
                         score.append(0)

        # weight not 0 or 1
          else:
               _a											=						F'''Invalid weight of {weight:f} provided'''
               raise ValueError(__A)

          score_lists.append(__A)

     return score_lists




def lowerCAmelCase						(__A):



     """simple docstring"""



     _a											=						[0 for i in range(len(score_lists[0]))]

     for slist in score_lists:
          for j, ele in enumerate(__A):
               _a											=						final_scores[j] + ele

     return final_scores




def lowerCAmelCase						(__A						,			__A):



     """simple docstring"""



     _a											=						get_data(__A)
     _a											=						calculate_each_score(__A						,			__A)
     _a											=						generate_final_scores(__A)

     # append scores to source data
     for i, ele in enumerate(__A):
          source_data[i].append(__A)

     return source_data










'''simple docstring'''





from ....configuration_utils import PretrainedConfig
from ....utils import logging


lowercase_	 =						logging.get_logger(__name__)

# TODO: upload to AWS
lowercase_	 =						{
    "yjernite/retribert-base-uncased": (
        "https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/config.json"
    ),
}






class __A    (						A		):



 '''simple docstring'''







 __lowerCamelCase					: Optional[Any]    = 'retribert'



 def __init__(self				,     A=30_522				,     A=768				,     A=8				,     A=12				,     A=3_072				,     A="gelu"				,     A=0.1				,     A=0.1				,     A=512				,     A=2				,     A=0.02				,     A=1E-12				,     A=True				,     A=128				,     A=0				,     **A				,     )					->  Any:


      """simple docstring"""



      super().__init__(pad_token_id=A				,     **A )

      _a											=						vocab_size
      _a											=						hidden_size
      _a											=						num_hidden_layers
      _a											=						num_attention_heads
      _a											=						hidden_act
      _a											=						intermediate_size
      _a											=						hidden_dropout_prob
      _a											=						attention_probs_dropout_prob
      _a											=						max_position_embeddings
      _a											=						type_vocab_size
      _a											=						initializer_range
      _a											=						layer_norm_eps
      _a											=						share_encoders
      _a											=						projection_dim



