



"""simple docstring"""






from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload



class     UpperCAmelCase    :



   def __init__(       self    :	Union[str, Any]							,       __lowerCamelCase    :	Collection[float] | None = None				):



     """simple docstring"""
     if components is None:
       _snake_case   	=      []
     _snake_case   	=      list(__lowerCamelCase				)



   def __len__(       self    :	str				):



     """simple docstring"""
     return len(self.__components				)



   def __str__(       self    :	str				):



     """simple docstring"""
     return "(" + ",".join(map(__lowerCamelCase							,       self.__components				)				) + ")"



   def __add__(       self    :	int							,       __lowerCamelCase    :	Vector				):



     """simple docstring"""
     _snake_case   	=      len(self				)
     if size == len(__lowerCamelCase				):
       _snake_case   	=      [self.__components[i] + other.component(__lowerCamelCase				) for i in range(__lowerCamelCase				)]
       return Vector(__lowerCamelCase				)
     else:
       raise Exception('''must have the same size'''				)



   def __sub__(       self    :	Any							,       __lowerCamelCase    :	Vector				):



     """simple docstring"""
     _snake_case   	=      len(self				)
     if size == len(__lowerCamelCase				):
       _snake_case   	=      [self.__components[i] - other.component(__lowerCamelCase				) for i in range(__lowerCamelCase				)]
       return Vector(__lowerCamelCase				)
     else:  # error case
       raise Exception('''must have the same size'''				)



   @overload
   def __mul__(       self    :	Optional[int]							,       __lowerCamelCase    :	float				):



     """simple docstring"""
     ...



   @overload
   def __mul__(       self    :	Optional[Any]							,       __lowerCamelCase    :	Vector				):



     """simple docstring"""
     ...



   def __mul__(       self    :	List[Any]							,       __lowerCamelCase    :	float | Vector				):



     """simple docstring"""
     if isinstance(__lowerCamelCase							,       (float, int)				):
       _snake_case   	=      [c * other for c in self.__components]
       return Vector(__lowerCamelCase				)
     elif isinstance(__lowerCamelCase							,       __lowerCamelCase				) and len(self				) == len(__lowerCamelCase				):
       _snake_case   	=      len(self				)
       _snake_case   	=      [self.__components[i] * other.component(__lowerCamelCase				) for i in range(__lowerCamelCase				)]
       return sum(__lowerCamelCase				)
     else:  # error case
       raise Exception('''invalid operand!'''				)



   def    __UpperCAmelCase    (       self    :	int				):



     """simple docstring"""
     return Vector(self.__components				)



   def    __UpperCAmelCase    (       self    :	Tuple							,       __lowerCamelCase    :	int				):



     """simple docstring"""
     if isinstance(__lowerCamelCase							,       __lowerCamelCase				) and -len(self.__components				) <= i < len(self.__components				):
       return self.__components[i]
     else:
       raise Exception('''index out of range'''				)



   def    __UpperCAmelCase    (       self    :	str							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	float				):



     """simple docstring"""
     assert -len(self.__components				) <= pos < len(self.__components				)
     _snake_case   	=      value



   def    __UpperCAmelCase    (       self    :	Optional[int]				):



     """simple docstring"""
     if len(self.__components				) == 0:
       raise Exception('''Vector is empty'''				)
     _snake_case   	=      [c**2 for c in self.__components]
     return math.sqrt(sum(__lowerCamelCase				)				)





   def    __UpperCAmelCase    (       self    :	Optional[int]							,       __lowerCamelCase    :	Vector							,       __lowerCamelCase    :	bool = False				):



     """simple docstring"""
     _snake_case   	=      self * other
     _snake_case   	=      self.euclidean_length() * other.euclidean_length()
     if deg:
       return math.degrees(math.acos(num / den				)				)
     else:
       return math.acos(num / den				)




def 			snake_case		(		lowerCAmelCase_	)						->				Vector:
  assert isinstance(lowerCAmelCase_  ,						lowerCAmelCase_	)
  return Vector([0] * dimension	)




def 			snake_case		(		lowerCAmelCase_  ,						lowerCAmelCase_	)						->				Vector:
  assert isinstance(lowerCAmelCase_  ,						lowerCAmelCase_	) and (isinstance(lowerCAmelCase_  ,						lowerCAmelCase_	))
  _snake_case   	=      [0] * dimension
  _snake_case   	=      1
  return Vector(lowerCAmelCase_	)




def 			snake_case		(		lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_	)						->				Vector:
  assert (
      isinstance(lowerCAmelCase_  ,						lowerCAmelCase_	)
      and isinstance(lowerCAmelCase_  ,						lowerCAmelCase_	)
      and (isinstance(lowerCAmelCase_  ,						(int, float)	))
  )
  return x * scalar + y




def 			snake_case		(		lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_	)						->				Vector:
  random.seed(lowerCAmelCase_	)
  _snake_case   	=      [random.randint(lowerCAmelCase_  ,						lowerCAmelCase_	) for _ in range(lowerCAmelCase_	)]
  return Vector(lowerCAmelCase_	)



class     UpperCAmelCase    :



   def __init__(       self    :	int							,       __lowerCamelCase    :	list[list[float]]							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	int				):



     """simple docstring"""
     _snake_case   	=      matrix
     _snake_case   	=      w
     _snake_case   	=      h



   def __str__(       self    :	Dict				):



     """simple docstring"""
     _snake_case   	=      ''''''
     for i in range(self.__height				):
       ans += "|"
       for j in range(self.__width				):
         if j < self.__width - 1:
           ans += str(self.__matrix[i][j]				) + ","
         else:
           ans += str(self.__matrix[i][j]				) + "|\n"
     return ans



   def __add__(       self    :	str							,       __lowerCamelCase    :	Matrix				):



     """simple docstring"""
     if self.__width == other.width() and self.__height == other.height():
       _snake_case   	=      []
       for i in range(self.__height				):
         _snake_case   	=      [
             self.__matrix[i][j] + other.component(__lowerCamelCase							,       __lowerCamelCase				)
             for j in range(self.__width				)
         ]
         matrix.append(__lowerCamelCase				)
       return Matrix(__lowerCamelCase							,       self.__width							,       self.__height				)
     else:
       raise Exception('''matrix must have the same dimension!'''				)



   def __sub__(       self    :	Optional[int]							,       __lowerCamelCase    :	Matrix				):



     """simple docstring"""
     if self.__width == other.width() and self.__height == other.height():
       _snake_case   	=      []
       for i in range(self.__height				):
         _snake_case   	=      [
             self.__matrix[i][j] - other.component(__lowerCamelCase							,       __lowerCamelCase				)
             for j in range(self.__width				)
         ]
         matrix.append(__lowerCamelCase				)
       return Matrix(__lowerCamelCase							,       self.__width							,       self.__height				)
     else:
       raise Exception('''matrices must have the same dimension!'''				)



   @overload
   def __mul__(       self    :	List[Any]							,       __lowerCamelCase    :	float				):



     """simple docstring"""
     ...



   @overload
   def __mul__(       self    :	Optional[Any]							,       __lowerCamelCase    :	Vector				):



     """simple docstring"""
     ...



   def __mul__(       self    :	Tuple							,       __lowerCamelCase    :	float | Vector				):



     """simple docstring"""
     if isinstance(__lowerCamelCase							,       __lowerCamelCase				):  # matrix-vector
       if len(__lowerCamelCase				) == self.__width:
         _snake_case   	=      zero_vector(self.__height				)
         for i in range(self.__height				):
           _snake_case   	=      [
               self.__matrix[i][j] * other.component(__lowerCamelCase				)
               for j in range(self.__width				)
           ]
           ans.change_component(__lowerCamelCase							,       sum(__lowerCamelCase				)				)
         return ans
       else:
         raise Exception(
             '''vector must have the same size as the '''
             '''number of columns of the matrix!'''				)
     elif isinstance(__lowerCamelCase							,       (int, float)				):  # matrix-scalar
       _snake_case   	=      [
           [self.__matrix[i][j] * other for j in range(self.__width				)]
           for i in range(self.__height				)
       ]
       return Matrix(__lowerCamelCase							,       self.__width							,       self.__height				)
     return None



   def    __UpperCAmelCase    (       self    :	Any				):



     """simple docstring"""
     return self.__height



   def    __UpperCAmelCase    (       self    :	Dict				):



     """simple docstring"""
     return self.__width



   def    __UpperCAmelCase    (       self    :	Any							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	int				):



     """simple docstring"""
     if 0 <= x < self.__height and 0 <= y < self.__width:
       return self.__matrix[x][y]
     else:
       raise Exception('''change_component: indices out of bounds'''				)



   def    __UpperCAmelCase    (       self    :	Tuple							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	float				):



     """simple docstring"""
     if 0 <= x < self.__height and 0 <= y < self.__width:
       _snake_case   	=      value
     else:
       raise Exception('''change_component: indices out of bounds'''				)



   def    __UpperCAmelCase    (       self    :	str							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	int				):



     """simple docstring"""
     if self.__height != self.__width:
       raise Exception('''Matrix is not square'''				)
     _snake_case   	=      self.__matrix[:x] + self.__matrix[x + 1 :]
     for i in range(len(__lowerCamelCase				)				):
       _snake_case   	=      minor[i][:y] + minor[i][y + 1 :]
     return Matrix(__lowerCamelCase							,       self.__width - 1							,       self.__height - 1				).determinant()



   def    __UpperCAmelCase    (       self    :	Optional[int]							,       __lowerCamelCase    :	int							,       __lowerCamelCase    :	int				):



     """simple docstring"""
     if self.__height != self.__width:
       raise Exception('''Matrix is not square'''				)
     if 0 <= x < self.__height and 0 <= y < self.__width:
       return (-1) ** (x + y) * self.minor(__lowerCamelCase							,       __lowerCamelCase				)
     else:
       raise Exception('''Indices out of bounds'''				)





   def    __UpperCAmelCase    (       self    :	Optional[int]				):



     """simple docstring"""
     if self.__height != self.__width:
       raise Exception('''Matrix is not square'''				)
     if self.__height < 1:
       raise Exception('''Matrix has no element'''				)
     elif self.__height == 1:
       return self.__matrix[0][0]
     elif self.__height == 2:
       return (
           self.__matrix[0][0] * self.__matrix[1][1]
           - self.__matrix[0][1] * self.__matrix[1][0]
       )
     else:
       _snake_case   	=      [
           self.__matrix[0][y] * self.cofactor(0							,       __lowerCamelCase				) for y in range(self.__width				)
       ]
       return sum(__lowerCamelCase				)




def 			snake_case		(		lowerCAmelCase_	)						->				Matrix:
  _snake_case   	=      [[0] * n for _ in range(lowerCAmelCase_	)]
  return Matrix(lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_	)







def 			snake_case		(		lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_	)						->				Matrix:
  random.seed(lowerCAmelCase_	)
  _snake_case   	=      [
      [random.randint(lowerCAmelCase_  ,						lowerCAmelCase_	) for _ in range(lowerCAmelCase_	)] for _ in range(lowerCAmelCase_	)
  ]
  return Matrix(lowerCAmelCase_  ,						lowerCAmelCase_  ,						lowerCAmelCase_	)









'''simple docstring'''





from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCAmelCase__  			=				logging.get_logger(__name__)

UpperCAmelCase__  			=				{
    '''facebook/xlm-roberta-xl''': '''https://huggingface.co/facebook/xlm-roberta-xl/resolve/main/config.json''',
    '''facebook/xlm-roberta-xxl''': '''https://huggingface.co/facebook/xlm-roberta-xxl/resolve/main/config.json''',
    # See all XLM-RoBERTa-XL models at https://huggingface.co/models?filter=xlm-roberta-xl
}
class 						a__					(					a_   ):





			'''simple docstring'''

			A						:				Tuple					      =			'''xlm-roberta-xl'''
			def __init__(  self							:			Union[str, Any]			,    lowerCAmelCase_							:			Tuple=250_880			,    lowerCAmelCase_							:			Optional[int]=2_560			,    lowerCAmelCase_							:			Optional[Any]=36			,    lowerCAmelCase_							:			List[str]=32			,    lowerCAmelCase_							:			Optional[Any]=10_240			,    lowerCAmelCase_							:			Union[str, Any]="gelu"			,    lowerCAmelCase_							:			Optional[Any]=0.1			,    lowerCAmelCase_							:			Optional[Any]=0.1			,    lowerCAmelCase_							:			Optional[int]=514			,    lowerCAmelCase_							:			List[str]=1			,    lowerCAmelCase_							:			Optional[Any]=0.02			,    lowerCAmelCase_							:			List[str]=1E-05			,    lowerCAmelCase_							:			int=1			,    lowerCAmelCase_							:			List[str]=0			,    lowerCAmelCase_							:			List[Any]=2			,    lowerCAmelCase_							:			Optional[int]="absolute"			,    lowerCAmelCase_							:			List[Any]=True			,    lowerCAmelCase_							:			Tuple=None			,    **lowerCAmelCase_							:			List[str]			,    )      ->		str:
						super().__init__(pad_token_id=lowerCAmelCase_			,    bos_token_id=lowerCAmelCase_			,    eos_token_id=lowerCAmelCase_			,    **lowerCAmelCase_	)
						__A=	vocab_size
						__A=	hidden_size
						__A=	num_hidden_layers
						__A=	num_attention_heads
						__A=	hidden_act
						__A=	intermediate_size
						__A=	hidden_dropout_prob
						__A=	attention_probs_dropout_prob
						__A=	max_position_embeddings
						__A=	type_vocab_size
						__A=	initializer_range
						__A=	layer_norm_eps
						__A=	position_embedding_type
						__A=	use_cache
						__A=	classifier_dropout


class 						a__					(					a_   ):





			'''simple docstring'''

			@property
			def 					lowerCAmelCase     (  self							:			Optional[int]	)      ->		Mapping[str, Mapping[int, str]]:
						if self.task == "multiple-choice":
									__A=	{0: 'batch', 1: 'choice', 2: 'sequence'}
						else:
									__A=	{0: 'batch', 1: 'sequence'}
						return OrderedDict(
						    [
						        ('input_ids', dynamic_axis),
						        ('attention_mask', dynamic_axis),
						    ]	)



