




'''simple docstring'''







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


A     =logging.get_logger(__name__)

A     ={
    'EleutherAI/gpt-neox-20b': 'https://huggingface.co/EleutherAI/gpt-neox-20b/resolve/main/config.json',
    # See all GPTNeoX models at https://huggingface.co/models?filter=gpt_neox
}


class 			_a  (	__a ):
       __a				:     List[str]   				=					"""gpt_neox"""
       def __init__(	self						:	Any   ,				lowercase						:	Any=50_432   ,				lowercase						:	List[Any]=6_144   ,				lowercase						:	List[Any]=44   ,				lowercase						:	Dict=64   ,				lowercase						:	Any=24_576   ,				lowercase						:	str="gelu"   ,				lowercase						:	Union[str, Any]=0.25   ,				lowercase						:	List[str]=10_000   ,				lowercase						:	Optional[int]=0.0   ,				lowercase						:	Optional[int]=0.0   ,				lowercase						:	int=0.1   ,				lowercase						:	Optional[int]=2_048   ,				lowercase						:	str=0.02   ,				lowercase						:	int=1E-5   ,				lowercase						:	List[str]=True   ,				lowercase						:	int=0   ,				lowercase						:	Tuple=2   ,				lowercase						:	List[Any]=False   ,				lowercase						:	Tuple=True   ,				lowercase						:	Any=None   ,				**lowercase						:	Optional[Any]   ,				):



           '''simple docstring'''

           super().__init__(bos_token_id=lowercase   ,				eos_token_id=lowercase   ,				**lowercase				)
           UpperCAmelCase			       =		vocab_size
           UpperCAmelCase			       =		max_position_embeddings
           UpperCAmelCase			       =		hidden_size
           UpperCAmelCase			       =		num_hidden_layers
           UpperCAmelCase			       =		num_attention_heads
           UpperCAmelCase			       =		intermediate_size
           UpperCAmelCase			       =		hidden_act
           UpperCAmelCase			       =		rotary_pct
           UpperCAmelCase			       =		rotary_emb_base
           UpperCAmelCase			       =		attention_dropout
           UpperCAmelCase			       =		hidden_dropout
           UpperCAmelCase			       =		classifier_dropout
           UpperCAmelCase			       =		initializer_range
           UpperCAmelCase			       =		layer_norm_eps
           UpperCAmelCase			       =		use_cache
           UpperCAmelCase			       =		tie_word_embeddings
           UpperCAmelCase			       =		use_parallel_residual
           UpperCAmelCase			       =		rope_scaling
           self._rope_scaling_validation()

           if self.hidden_size % self.num_attention_heads != 0:
               raise ValueError(
                   '''The hidden size is not divisble by the number of attention heads! Make sure to update them!'''				)







       def     A      (	self						:	Union[str, Any]				):



           '''simple docstring'''

           if self.rope_scaling is None:
               return

           if not isinstance(self.rope_scaling   ,				lowercase				) or len(self.rope_scaling				) != 2:
               raise ValueError(
                   '''`rope_scaling` must be a dictionary with with two fields, `name` and `factor`, '''
                   f"got {self.rope_scaling}"				)
           UpperCAmelCase			       =		self.rope_scaling.get('''type'''   ,				lowercase				)
           UpperCAmelCase			       =		self.rope_scaling.get('''factor'''   ,				lowercase				)
           if rope_scaling_type is None or rope_scaling_type not in ["linear", "dynamic"]:
               raise ValueError(
                   f"`rope_scaling`'s name field must be one of ['linear', 'dynamic'], got {rope_scaling_type}"				)
           if rope_scaling_factor is None or not isinstance(lowercase   ,				lowercase				) or rope_scaling_factor <= 1.0:
               raise ValueError(f"`rope_scaling`'s factor field must be an float > 1, got {rope_scaling_factor}"				)










'''simple docstring'''







from __future__ import annotations





def 						snake_case_							(_a	:							Dict    ,   _a	:							str    ,   _a	:							Optional[Any]    ,   _a	:							List[str]     ):  # noqa: E741
    while r - l > 1:
        UpperCAmelCase			       =		(l + r) // 2
        if v[m] >= key:
            UpperCAmelCase			       =		m
        else:
            UpperCAmelCase			       =		m  # noqa: E741
    return r





def 						snake_case_							(_a	:							list[int]     ):
    if len(_a     ) == 0:
        return 0

    UpperCAmelCase			       =		[0] * len(_a     )
    UpperCAmelCase			       =		1

    UpperCAmelCase			       =		v[0]

    for i in range(1    ,   len(_a     )     ):
        if v[i] < tail[0]:
            UpperCAmelCase			       =		v[i]
        elif v[i] > tail[length - 1]:
            UpperCAmelCase			       =		v[i]
            length += 1
        else:
            UpperCAmelCase			       =		v[i]

    return length


if __name__ == "__main__":
   import doctest

   doctest.testmod()




