






"""simple docstring"""






import jax.numpy as jnp

from ...utils import logging
from ..ta.modeling_flax_ta import FlaxTaEncoderModel, FlaxTaForConditionalGeneration, FlaxTaModel
from .configuration_mta import MTaConfig


UpperCAmelCase_   : List[Any]   			= logging.get_logger(__name__)

UpperCAmelCase_   : List[str]   			= """T5Config"""



def 					_A			(__a    ,				__a    ,				__a							) ->       jnp.ndarray:
    """simple docstring"""






    SCREAMING_SNAKE_CASE_      :  List[Any]    						=		jnp.zeros_like(__a							)
    SCREAMING_SNAKE_CASE_      :  Dict    						=		shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]							)
    SCREAMING_SNAKE_CASE_      :  int    						=		shifted_input_ids.at[:, 0].set(__a							)

    SCREAMING_SNAKE_CASE_      :  Optional[int]    						=		jnp.where(shifted_input_ids == -1_00    ,				__a    ,				__a							)
    return shifted_input_ids




class 							lowerCAmelCase__				(			UpperCAmelCase__ ):






      '''simple docstring'''

      __UpperCamelCase	 =  "mt5"
      __UpperCamelCase	 =  MTaConfig




class 							lowerCAmelCase__				(			UpperCAmelCase__ ):






      '''simple docstring'''

      __UpperCamelCase	 =  "mt5"
      __UpperCamelCase	 =  MTaConfig




class 							lowerCAmelCase__				(			UpperCAmelCase__ ):






      '''simple docstring'''

      __UpperCamelCase	 =  "mt5"
      __UpperCamelCase	 =  MTaConfig






from __future__ import annotations

import requests



def 	lowerCAmelCase       (						lowerCAmelCase_       )->       dict:
				lowerCAmelCase_       :					List[Any]			 = f"""https://hacker-news.firebaseio.com/v0/item/{story_id}.json?print=pretty"""
				return requests.get(lowerCAmelCase_       ).json()



def 	lowerCAmelCase       (						lowerCAmelCase_ = 10       )->       list[dict]:
				lowerCAmelCase_       :					List[Any]			 = '''https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty'''
				lowerCAmelCase_       :					Tuple			 = requests.get(lowerCAmelCase_       ).json()[:max_stories]
				return [get_hackernews_story(lowerCAmelCase_       ) for story_id in story_ids]



def 	lowerCAmelCase       (						lowerCAmelCase_ = 10       )->       str:
				lowerCAmelCase_       :					Optional[Any]			 = hackernews_top_stories(lowerCAmelCase_       )
				return "\n".join('''* [{title}]({url})'''.format(**lowerCAmelCase_       ) for story in stories       )


if __name__ == "__main__":
						print(hackernews_top_stories_as_markdown())