
"""simple docstring"""







from dataclasses import asdict, dataclass
from typing import Optional

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


_SCREAMING_SNAKE_CASE	       =      logging.get_logger(__name__)

# TODO Update this
_SCREAMING_SNAKE_CASE	       =      {
    """facebook/esm-1b""": """https://huggingface.co/facebook/esm-1b/resolve/main/config.json""",
    # See all ESM models at https://huggingface.co/models?filter=esm
}







class 							__magic_name__     (		lowercase__   ):
					_SCREAMING_SNAKE_CASE       :					str     							=   """esm"""





					def __init__(				self   :							Dict							,						snake_case_   :							List[Any]=None							,						snake_case_   :							str=None							,						snake_case_   :							List[Any]=None							,						snake_case_   :							str=768							,						snake_case_   :							int=12							,						snake_case_   :							List[str]=12							,						snake_case_   :							int=3072							,						snake_case_   :							Tuple=0.1							,						snake_case_   :							List[Any]=0.1							,						snake_case_   :							List[Any]=1026							,						snake_case_   :							str=0.02							,						snake_case_   :							List[Any]=1e-12							,						snake_case_   :							int="absolute"							,						snake_case_   :							str=True							,						snake_case_   :							Optional[Any]=None							,						snake_case_   :							int=False							,						snake_case_   :							Tuple=False							,						snake_case_   :							List[Any]=None							,						snake_case_   :							Optional[Any]=None							,						**snake_case_   :							str							,						):
												super().__init__(pad_token_id=snake_case_							,						mask_token_id=snake_case_							,						**snake_case_    )

												__snake_case     			=       vocab_size
												__snake_case     			=       hidden_size
												__snake_case     			=       num_hidden_layers
												__snake_case     			=       num_attention_heads
												__snake_case     			=       intermediate_size
												__snake_case     			=       hidden_dropout_prob
												__snake_case     			=       attention_probs_dropout_prob
												__snake_case     			=       max_position_embeddings
												__snake_case     			=       initializer_range
												__snake_case     			=       layer_norm_eps
												__snake_case     			=       position_embedding_type
												__snake_case     			=       use_cache
												__snake_case     			=       emb_layer_norm_before
												__snake_case     			=       token_dropout
												__snake_case     			=       is_folding_model
												if is_folding_model:
																			if esmfold_config is None:
																										logger.info("No esmfold_config supplied for folding model, using default values."    )
																										__snake_case     			=       EsmFoldConfig()
																			elif isinstance(snake_case_							,						snake_case_    ):
																										__snake_case     			=       EsmFoldConfig(**snake_case_    )
																			__snake_case     			=       esmfold_config
																			if vocab_list is None:
																										logger.warning("No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!"    )
																										__snake_case     			=       get_default_vocab_list()
																			else:
																										__snake_case     			=       vocab_list
												else:
																			__snake_case     			=       None
																			__snake_case     			=       None
												if self.esmfold_config is not None and getattr(self.esmfold_config							,						"use_esm_attn_map"							,						snake_case_    ):
																			raise ValueError("The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!"    )





					def 							lowerCAmelCase      (				self   :							Union[str, Any]    ):
												__snake_case     			=       super().to_dict()
												if isinstance(self.esmfold_config							,						snake_case_    ):
																			__snake_case     			=       self.esmfold_config.to_dict()
												return output







@dataclass
class 							__magic_name__     :
					_SCREAMING_SNAKE_CASE       :					str     							=   None
					_SCREAMING_SNAKE_CASE       :					bool     							=   True
					_SCREAMING_SNAKE_CASE       :					bool     							=   False
					_SCREAMING_SNAKE_CASE       :					bool     							=   False
					_SCREAMING_SNAKE_CASE       :					bool     							=   False
					_SCREAMING_SNAKE_CASE       :					float     							=   0

					_SCREAMING_SNAKE_CASE       :					bool     							=   True
					_SCREAMING_SNAKE_CASE       :					bool     							=   False

					_SCREAMING_SNAKE_CASE       :					int     							=   128
					_SCREAMING_SNAKE_CASE       :					"TrunkConfig"     							=   None





					def 							lowerCAmelCase      (				self   :							str    ):

												if self.trunk is None:
																			__snake_case     			=       TrunkConfig()
												elif isinstance(self.trunk							,						snake_case_    ):
																			__snake_case     			=       TrunkConfig(**self.trunk    )





					def 							lowerCAmelCase      (				self   :							Any    ):
												__snake_case     			=       asdict(self    )
												__snake_case     			=       self.trunk.to_dict()
												return output







@dataclass
class 							__magic_name__     :
					_SCREAMING_SNAKE_CASE       :					int     							=   48
					_SCREAMING_SNAKE_CASE       :					int     							=   1024
					_SCREAMING_SNAKE_CASE       :					int     							=   128
					_SCREAMING_SNAKE_CASE       :					int     							=   32
					_SCREAMING_SNAKE_CASE       :					int     							=   32
					_SCREAMING_SNAKE_CASE       :					int     							=   32
					_SCREAMING_SNAKE_CASE       :					float     							=   0
					_SCREAMING_SNAKE_CASE       :					float     							=   0
					_SCREAMING_SNAKE_CASE       :					bool     							=   False
					_SCREAMING_SNAKE_CASE       :					int     							=   4
					_SCREAMING_SNAKE_CASE       :					Optional[int]     							=   128
					_SCREAMING_SNAKE_CASE       :					"StructureModuleConfig"     							=   None





					def 							lowerCAmelCase      (				self   :							Tuple    ):

												if self.structure_module is None:
																			__snake_case     			=       StructureModuleConfig()
												elif isinstance(self.structure_module							,						snake_case_    ):
																			__snake_case     			=       StructureModuleConfig(**self.structure_module    )

												if self.max_recycles <= 0:
																			raise ValueError(F'''`max_recycles` should be positive, got {self.max_recycles}.'''    )
												if self.sequence_state_dim % self.sequence_state_dim != 0:
																			raise ValueError(
																			    "`sequence_state_dim` should be a round multiple of `sequence_state_dim`, got"
																			    F''' {self.sequence_state_dim} and {self.sequence_state_dim}.'''    )
												if self.pairwise_state_dim % self.pairwise_state_dim != 0:
																			raise ValueError(
																			    "`pairwise_state_dim` should be a round multiple of `pairwise_state_dim`, got"
																			    F''' {self.pairwise_state_dim} and {self.pairwise_state_dim}.'''    )

												__snake_case     			=       self.sequence_state_dim // self.sequence_head_width
												__snake_case     			=       self.pairwise_state_dim // self.pairwise_head_width

												if self.sequence_state_dim != sequence_num_heads * self.sequence_head_width:
																			raise ValueError(
																			    "`sequence_state_dim` should be equal to `sequence_num_heads * sequence_head_width, got"
																			    F''' {self.sequence_state_dim} != {sequence_num_heads} * {self.sequence_head_width}.'''    )
												if self.pairwise_state_dim != pairwise_num_heads * self.pairwise_head_width:
																			raise ValueError(
																			    "`pairwise_state_dim` should be equal to `pairwise_num_heads * pairwise_head_width, got"
																			    F''' {self.pairwise_state_dim} != {pairwise_num_heads} * {self.pairwise_head_width}.'''    )
												if self.pairwise_state_dim % 2 != 0:
																			raise ValueError(F'''`pairwise_state_dim` should be even, got {self.pairwise_state_dim}.'''    )

												if self.dropout >= 0.4:
																			raise ValueError(F'''`dropout` should not be greater than 0.4, got {self.dropout}.'''    )





					def 							lowerCAmelCase      (				self   :							Dict    ):
												__snake_case     			=       asdict(self    )
												__snake_case     			=       self.structure_module.to_dict()
												return output







@dataclass
class 							__magic_name__     :
					_SCREAMING_SNAKE_CASE       :					int     							=   384
					_SCREAMING_SNAKE_CASE       :					int     							=   128
					_SCREAMING_SNAKE_CASE       :					int     							=   16
					_SCREAMING_SNAKE_CASE       :					int     							=   128
					_SCREAMING_SNAKE_CASE       :					int     							=   12
					_SCREAMING_SNAKE_CASE       :					int     							=   4
					_SCREAMING_SNAKE_CASE       :					int     							=   8
					_SCREAMING_SNAKE_CASE       :					float     							=   0.1
					_SCREAMING_SNAKE_CASE       :					int     							=   8
					_SCREAMING_SNAKE_CASE       :					int     							=   1
					_SCREAMING_SNAKE_CASE       :					int     							=   2
					_SCREAMING_SNAKE_CASE       :					int     							=   7
					_SCREAMING_SNAKE_CASE       :					int     							=   10
					_SCREAMING_SNAKE_CASE       :					float     							=   1E-8
					_SCREAMING_SNAKE_CASE       :					float     							=   1E5





					def 							lowerCAmelCase      (				self   :							Optional[Any]    ):
												return asdict(self    )




def   __UpperCamelCase   (					)  ->     Tuple:







							"""simple docstring"""


							return (
							    "<cls>",
							    "<pad>",
							    "<eos>",
							    "<unk>",
							    "L",
							    "A",
							    "G",
							    "V",
							    "S",
							    "E",
							    "R",
							    "T",
							    "I",
							    "D",
							    "P",
							    "K",
							    "Q",
							    "N",
							    "F",
							    "Y",
							    "M",
							    "H",
							    "W",
							    "C",
							    "X",
							    "B",
							    "U",
							    "Z",
							    "O",
							    ".",
							    "-",
							    "<null_1>",
							    "<mask>",
							)




"""simple docstring"""







import baseaa
def   __UpperCamelCase   (					SCREAMING_SNAKE_CASE )  ->     bytes:







							"""simple docstring"""


							return baseaa.baaencode(string.encode("utf-8" ) )
def   __UpperCamelCase   (					SCREAMING_SNAKE_CASE )  ->     str:







							"""simple docstring"""


							return baseaa.baadecode(SCREAMING_SNAKE_CASE ).decode("utf-8" )


if __name__ == "__main__":
		_SCREAMING_SNAKE_CASE	       =      """Hello World!"""
		_SCREAMING_SNAKE_CASE	       =      baseaa_encode(test)
		print(encoded)

		_SCREAMING_SNAKE_CASE	       =      baseaa_decode(encoded)
		print(decoded)
