
from dataclasses import asdict, dataclass
from typing import Optional

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


UpperCAmelCase	      = logging.get_logger(__name__)

# TODO Update this
UpperCAmelCase	      = {
    '''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        A_   (			__lowerCamelCase   ):




	'''simple docstring'''


	_UpperCamelCase     :     Union[str, Any]							 =       """esm"""





	def __init__(       self		,    snake_case=None		,    snake_case=None		,    snake_case=None		,    snake_case=768		,    snake_case=12		,    snake_case=12		,    snake_case=3072		,    snake_case=0.1		,    snake_case=0.1		,    snake_case=1026		,    snake_case=0.02		,    snake_case=1E-12		,    snake_case="absolute"		,    snake_case=True		,    snake_case=None		,    snake_case=False		,    snake_case=False		,    snake_case=None		,    snake_case=None		,    **snake_case		,    ):
		super().__init__(pad_token_id=snake_case		,    mask_token_id=snake_case		,    **snake_case       )

		lowercase       =    vocab_size
		lowercase       =    hidden_size
		lowercase       =    num_hidden_layers
		lowercase       =    num_attention_heads
		lowercase       =    intermediate_size
		lowercase       =    hidden_dropout_prob
		lowercase       =    attention_probs_dropout_prob
		lowercase       =    max_position_embeddings
		lowercase       =    initializer_range
		lowercase       =    layer_norm_eps
		lowercase       =    position_embedding_type
		lowercase       =    use_cache
		lowercase       =    emb_layer_norm_before
		lowercase       =    token_dropout
		lowercase       =    is_folding_model
		if is_folding_model:
			if esmfold_config is None:
				logger.info('No esmfold_config supplied for folding model, using default values.'       )
				lowercase       =    EsmFoldConfig()
			elif isinstance(snake_case		,    snake_case       ):
				lowercase       =    EsmFoldConfig(**snake_case       )
			lowercase       =    esmfold_config
			if vocab_list is None:
				logger.warning('No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!'       )
				lowercase       =    get_default_vocab_list()
			else:
				lowercase       =    vocab_list
		else:
			lowercase       =    None
			lowercase       =    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 	SCREAMING_SNAKE_CASE__						(       self       ):
		lowercase       =    super().to_dict()
		if isinstance(self.esmfold_config		,    snake_case       ):
			lowercase       =    self.esmfold_config.to_dict()
		return output







@dataclass
class        A_   :




	'''simple docstring'''


	_UpperCamelCase     :     str							 =       None
	_UpperCamelCase     :     bool							 =       True
	_UpperCamelCase     :     bool							 =       False
	_UpperCamelCase     :     bool							 =       False
	_UpperCamelCase     :     bool							 =       False
	_UpperCamelCase     :     float							 =       0

	_UpperCamelCase     :     bool							 =       True
	_UpperCamelCase     :     bool							 =       False

	_UpperCamelCase     :     int							 =       128
	_UpperCamelCase     :     "TrunkConfig"							 =       None





	def 	SCREAMING_SNAKE_CASE__						(       self       ):
		if self.trunk is None:
			lowercase       =    TrunkConfig()
		elif isinstance(self.trunk		,    snake_case       ):
			lowercase       =    TrunkConfig(**self.trunk       )





	def 	SCREAMING_SNAKE_CASE__						(       self       ):
		lowercase       =    asdict(self       )
		lowercase       =    self.trunk.to_dict()
		return output







@dataclass
class        A_   :




	'''simple docstring'''


	_UpperCamelCase     :     int							 =       48
	_UpperCamelCase     :     int							 =       1024
	_UpperCamelCase     :     int							 =       128
	_UpperCamelCase     :     int							 =       32
	_UpperCamelCase     :     int							 =       32
	_UpperCamelCase     :     int							 =       32
	_UpperCamelCase     :     float							 =       0
	_UpperCamelCase     :     float							 =       0
	_UpperCamelCase     :     bool							 =       False
	_UpperCamelCase     :     int							 =       4
	_UpperCamelCase     :     Optional[int]							 =       128
	_UpperCamelCase     :     "StructureModuleConfig"							 =       None





	def 	SCREAMING_SNAKE_CASE__						(       self       ):
		if self.structure_module is None:
			lowercase       =    StructureModuleConfig()
		elif isinstance(self.structure_module		,    snake_case       ):
			lowercase       =    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}.'''       )

		lowercase       =    self.sequence_state_dim // self.sequence_head_width
		lowercase       =    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 	SCREAMING_SNAKE_CASE__						(       self       ):
		lowercase       =    asdict(self       )
		lowercase       =    self.structure_module.to_dict()
		return output







@dataclass
class        A_   :




	'''simple docstring'''


	_UpperCamelCase     :     int							 =       384
	_UpperCamelCase     :     int							 =       128
	_UpperCamelCase     :     int							 =       16
	_UpperCamelCase     :     int							 =       128
	_UpperCamelCase     :     int							 =       12
	_UpperCamelCase     :     int							 =       4
	_UpperCamelCase     :     int							 =       8
	_UpperCamelCase     :     float							 =       0.1
	_UpperCamelCase     :     int							 =       8
	_UpperCamelCase     :     int							 =       1
	_UpperCamelCase     :     int							 =       2
	_UpperCamelCase     :     int							 =       7
	_UpperCamelCase     :     int							 =       10
	_UpperCamelCase     :     float							 =       1e-8
	_UpperCamelCase     :     float							 =       1e5





	def 	SCREAMING_SNAKE_CASE__						(       self       ):
		return asdict(self       )






def 							UpperCAmelCase_		(							):
	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>",
	)



import pprint

import requests

UpperCAmelCase	      = '''https://zenquotes.io/api'''






def 							UpperCAmelCase_		(							):
	return requests.get(API_ENDPOINT_URL + '/today'							).json()






def 							UpperCAmelCase_		(							):
	return requests.get(API_ENDPOINT_URL + '/random'							).json()


if __name__ == "__main__":
	UpperCAmelCase	      = random_quotes()
	pprint.pprint(response)

