




import shutil

import requests





def      UpperCAmelCase  (						UpperCamelCase__						,			UpperCamelCase__ = False						,			UpperCamelCase__ = "."   )     ->     dict:







				'''simple docstring'''


				__lowerCAmelCase					=  """https://api.nasa.gov/planetary/apod"""
				return requests.get(UpperCamelCase__						,			params={"""api_key""": api_key}   ).json()





def      UpperCAmelCase  (						UpperCamelCase__						,			UpperCamelCase__ = "."   )     ->     dict:







				'''simple docstring'''


				__lowerCAmelCase					=  get_apod_data(UpperCamelCase__   )
				__lowerCAmelCase					=  apod_data["""url"""]
				__lowerCAmelCase					=  img_url.split("""/"""   )[-1]
				__lowerCAmelCase					=  requests.get(UpperCamelCase__						,			stream=UpperCamelCase__   )

				with open(F'''{path}/{img_name}'''						,			"""wb+"""   ) as img_file:
								shutil.copyfileobj(response.raw						,			UpperCamelCase__   )
				del response
				return apod_data





def      UpperCAmelCase  (						UpperCamelCase__   )     ->     dict:







				'''simple docstring'''


				__lowerCAmelCase					=  """https://images-api.nasa.gov/search"""
				return requests.get(UpperCamelCase__						,			params={"""q""": query}   ).json()


if __name__ == "__main__":
	print(save_apod("YOUR API KEY"))
	__A						:		Optional[Any]          =						get_archive_data("apollo 2011")["collection"]["items"]
	print(apollo_aaaa_items[0]["data"][0]["description"])









from typing import Callable, Optional, Union

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


SCREAMING_SNAKE_CASE__       			=				logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__       			=				{
    """microsoft/prophetnet-large-uncased""": (
        """https://huggingface.co/microsoft/prophetnet-large-uncased/resolve/main/config.json"""
    ),
}







class     __lowerCamelCase     (  snake_case_     ):


							"""simple docstring"""

							lowerCAmelCase__          =				"prophetnet"
							lowerCAmelCase__          =				["past_key_values"]
							lowerCAmelCase__          =				{
							    "num_attention_heads": "num_encoder_attention_heads",
							}




							def __init__(  self						,       UpperCAmelCase = 0.1						,       UpperCAmelCase = "gelu"						,       UpperCAmelCase = 30522						,       UpperCAmelCase = 1024						,       UpperCAmelCase = 4096						,       UpperCAmelCase = 12						,       UpperCAmelCase = 16						,       UpperCAmelCase = 4096						,       UpperCAmelCase = 12						,       UpperCAmelCase = 16						,       UpperCAmelCase = 0.1						,       UpperCAmelCase = 0.1						,       UpperCAmelCase = 512						,       UpperCAmelCase = 0.02						,       UpperCAmelCase = True						,       UpperCAmelCase = True						,       UpperCAmelCase = 0						,       UpperCAmelCase = 2						,       UpperCAmelCase = 32						,       UpperCAmelCase = 128						,       UpperCAmelCase = False						,       UpperCAmelCase = 0.0						,       UpperCAmelCase = True						,       UpperCAmelCase = 0						,       UpperCAmelCase = 1						,       UpperCAmelCase = 2						,       **UpperCAmelCase						,       )     ->       Dict:






								'''simple docstring'''






								lowercase_			 = vocab_size
								lowercase_			 = hidden_size
								lowercase_			 = encoder_ffn_dim
								lowercase_			 = num_encoder_layers
								lowercase_			 = num_encoder_attention_heads
								lowercase_			 = decoder_ffn_dim
								lowercase_			 = num_decoder_layers
								lowercase_			 = num_decoder_attention_heads
								lowercase_			 = max_position_embeddings
								lowercase_			 = init_std  # Normal(0, this parameter)
								lowercase_			 = activation_function

								# parameters for prophetnet
								lowercase_			 = ngram
								lowercase_			 = num_buckets
								lowercase_			 = relative_max_distance
								lowercase_			 = disable_ngram_loss
								lowercase_			 = eps

								# 3 Types of Dropout
								lowercase_			 = attention_dropout
								lowercase_			 = activation_dropout
								lowercase_			 = dropout

								lowercase_			 = use_cache

								super().__init__(
								    pad_token_id=UpperCAmelCase						,       bos_token_id=UpperCAmelCase						,       eos_token_id=UpperCAmelCase						,       is_encoder_decoder=UpperCAmelCase						,       add_cross_attention=UpperCAmelCase						,       decoder_start_token_id=UpperCAmelCase						,       **UpperCAmelCase						,       )




							@property
							def 				A__      (  self  )     ->       int:






								'''simple docstring'''






								return self.num_encoder_layers + self.num_decoder_layers




							@num_hidden_layers.setter
							def 				A__      (  self						,       UpperCAmelCase  )     ->       Any:






								'''simple docstring'''






								raise NotImplementedError(
								    "This model does not support the setting of `num_hidden_layers`. Please set `num_encoder_layers` and"
								    " `num_decoder_layers`."  )

