






'''simple docstring'''

from typing import Optional, Union

import torch
from torch import nn

from ...configuration_utils import ConfigMixin, register_to_config
from ...models.modeling_utils import ModelMixin






class        a_	(    lowerCamelCase			, lowerCamelCase       ):

  @register_to_config
  def __init__(   self    ,	_SCREAMING_SNAKE_CASE = 768    ,	)						->   List[Any]:



        """simple docstring"""






        super().__init__()

        UpperCamelCase       						=      nn.Parameter(torch.zeros(1    ,	_SCREAMING_SNAKE_CASE   )   )
        UpperCamelCase       						=      nn.Parameter(torch.ones(1    ,	_SCREAMING_SNAKE_CASE   )   )

  def 						A__		(   self    ,	_SCREAMING_SNAKE_CASE = None    ,	_SCREAMING_SNAKE_CASE = None    ,	)						->   Union[str, Any]:



        """simple docstring"""






        UpperCamelCase       						=      nn.Parameter(self.mean.to(_SCREAMING_SNAKE_CASE   ).to(_SCREAMING_SNAKE_CASE   )   )
        UpperCamelCase       						=      nn.Parameter(self.std.to(_SCREAMING_SNAKE_CASE   ).to(_SCREAMING_SNAKE_CASE   )   )
        return self

  def 						A__		(   self    ,	_SCREAMING_SNAKE_CASE   )						->   Tuple:



        """simple docstring"""






        UpperCamelCase       						=      (embeds - self.mean) * 1.0 / self.std
        return embeds


  def 						A__		(   self    ,	_SCREAMING_SNAKE_CASE   )						->   Tuple:



        """simple docstring"""






        UpperCamelCase       						=      (embeds * self.std) + self.mean
        return embeds








'''simple docstring'''

import fire

from utils import calculate_rouge, save_json







def 					lowercase__				(   __UpperCamelCase	,		__UpperCamelCase	,		__UpperCamelCase=None	,		**__UpperCamelCase					)->				int:
      UpperCamelCase       						=      [x.strip() for x in open(__UpperCamelCase					).readlines()]
      UpperCamelCase       						=      [x.strip() for x in open(__UpperCamelCase					).readlines()][: len(__UpperCamelCase					)]
      UpperCamelCase       						=      calculate_rouge(__UpperCamelCase	,		__UpperCamelCase	,		**__UpperCamelCase					)
      if save_path is not None:
            save_json(__UpperCamelCase	,		__UpperCamelCase	,		indent=__UpperCamelCase					)
      return metrics  # these print nicely


if __name__ == "__main__":
     fire.Fire(calculate_rouge_path)
