

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


A__										=      logging.get_logger(__name__)

A__										=      {
    "google/reformer-crime-and-punishment": (
        "https://huggingface.co/google/reformer-crime-and-punishment/resolve/main/config.json"
    ),
    "google/reformer-enwik8": "https://huggingface.co/google/reformer-enwik8/resolve/main/config.json",
}







class  UpperCamelCase_      (	_UpperCAmelCase      ):


  """simple docstring"""
  SCREAMING_SNAKE_CASE__					:			Optional[Any]					    =   """reformer"""
  SCREAMING_SNAKE_CASE__					:			List[Any]					    =   ["""past_buckets_states"""]
  SCREAMING_SNAKE_CASE__					:			Tuple					    =   {}



  def __init__(						self     :					Dict  ,	A_     :					int=64  ,	A_     :					List[str]=["local", "lsh", "local", "lsh", "local", "lsh"]  ,	A_     :					List[Any]=1.0  ,	A_     :					List[str]=True  ,	A_     :					int=[64, 64]  ,	A_     :					List[Any]=[64, 192]  ,	A_     :					int=0  ,	A_     :					int=2  ,	A_     :					Optional[int]=512  ,	A_     :					List[Any]=None  ,	A_     :					Optional[int]="relu"  ,	A_     :					List[Any]=0.05  ,	A_     :					Optional[Any]=256  ,	A_     :					Any=0.02  ,	A_     :					Tuple=False  ,	A_     :					Dict=1E-1_2  ,	A_     :					Union[str, Any]=1  ,	A_     :					Dict=0  ,	A_     :					int=0.05  ,	A_     :					List[Any]=64  ,	A_     :					int=64  ,	A_     :					int=0.0  ,	A_     :					Optional[Any]=1  ,	A_     :					int=0  ,	A_     :					Any=4096  ,	A_     :					List[str]=12  ,	A_     :					Union[str, Any]=None  ,	A_     :					Any=1  ,	A_     :					Tuple=0  ,	A_     :					Tuple=320  ,	A_     :					Any=False  ,	A_     :					str=True  ,	A_     :					Dict=None  ,	**A_     :					List[Any]  ,	)       ->			str:
      SCREAMING_SNAKE_CASE__         =    hash_seed
      SCREAMING_SNAKE_CASE__         =    vocab_size
      SCREAMING_SNAKE_CASE__         =    attention_head_size
      SCREAMING_SNAKE_CASE__         =    hidden_size
      SCREAMING_SNAKE_CASE__         =    num_attention_heads
      SCREAMING_SNAKE_CASE__         =    num_hashes
      SCREAMING_SNAKE_CASE__         =    len(lowercase_						)
      SCREAMING_SNAKE_CASE__         =    tuple(lowercase_						) if isinstance(lowercase_  ,	lowercase_						) else num_buckets
      SCREAMING_SNAKE_CASE__         =    lsh_attn_chunk_length
      SCREAMING_SNAKE_CASE__         =    local_attn_chunk_length
      SCREAMING_SNAKE_CASE__         =    lsh_num_chunks_after
      SCREAMING_SNAKE_CASE__         =    lsh_num_chunks_before
      SCREAMING_SNAKE_CASE__         =    local_num_chunks_after
      SCREAMING_SNAKE_CASE__         =    local_num_chunks_before
      SCREAMING_SNAKE_CASE__         =    hidden_act
      SCREAMING_SNAKE_CASE__         =    feed_forward_size
      SCREAMING_SNAKE_CASE__         =    hidden_dropout_prob
      SCREAMING_SNAKE_CASE__         =    lsh_attention_probs_dropout_prob
      SCREAMING_SNAKE_CASE__         =    local_attention_probs_dropout_prob
      SCREAMING_SNAKE_CASE__         =    max_position_embeddings
      SCREAMING_SNAKE_CASE__         =    initializer_range
      SCREAMING_SNAKE_CASE__         =    layer_norm_eps
      SCREAMING_SNAKE_CASE__         =    axial_pos_embds
      SCREAMING_SNAKE_CASE__         =    tuple(lowercase_						)
      SCREAMING_SNAKE_CASE__         =    tuple(lowercase_						)
      SCREAMING_SNAKE_CASE__         =    axial_norm_std
      SCREAMING_SNAKE_CASE__         =    chunk_size_lm_head
      SCREAMING_SNAKE_CASE__         =    attn_layers
      SCREAMING_SNAKE_CASE__         =    use_cache
      SCREAMING_SNAKE_CASE__         =    classifier_dropout
      super().__init__(
          pad_token_id=lowercase_  ,	eos_token_id=lowercase_  ,	is_decoder=lowercase_  ,	tie_word_embeddings=lowercase_  ,	**lowercase_  ,	)



'''simple docstring'''




_lowercase		:					List[str]													=		"\n# Diffusers installation\n! pip install diffusers transformers datasets accelerate\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/diffusers.git\n"

_lowercase		:					Union[str, Any]													=		[{"type": "code", "content": INSTALL_CONTENT}]





