


from __future__ import annotations

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




class    UpperCAmelCase					:




			def __init__(						self							:		str       ,       __magic_name__							:		Collection[float] | None = None						):







						"""simple docstring"""







						if components is None:
									UpperCamelCase         =					[]
						UpperCamelCase         =					list(__magic_name__						)




			def __len__(						self							:		List[Any]						):







						"""simple docstring"""







						return len(self.__components						)




			def __str__(						self							:		int						):







						"""simple docstring"""







						return "(" + ",".join(map(__magic_name__       ,       self.__components						)						) + ")"




			def __add__(						self							:		Dict       ,       __magic_name__							:		Vector						):







						"""simple docstring"""







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




			def __sub__(						self							:		Tuple       ,       __magic_name__							:		Vector						):







						"""simple docstring"""







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




			@overload
			def __mul__(						self							:		Tuple       ,       __magic_name__							:		float						):







						"""simple docstring"""







						...




			@overload
			def __mul__(						self							:		Dict       ,       __magic_name__							:		Vector						):







						"""simple docstring"""







						...




			def __mul__(						self							:		Any       ,       __magic_name__							:		float | Vector						):







						"""simple docstring"""







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




			def   lowerCamelCase_					(						self							:		Optional[int]						):







						"""simple docstring"""







						return Vector(self.__components						)




			def   lowerCamelCase_					(						self							:		Optional[Any]       ,       __magic_name__							:		int						):







						"""simple docstring"""







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




			def   lowerCamelCase_					(						self							:		Optional[Any]       ,       __magic_name__							:		int       ,       __magic_name__							:		float						):







						"""simple docstring"""







						assert -len(self.__components						) <= pos < len(self.__components						)
						UpperCamelCase         =					value




			def   lowerCamelCase_					(						self							:		List[Any]						):







						"""simple docstring"""







						if len(self.__components						) == 0:
									raise Exception("""Vector is empty"""						)
						UpperCamelCase         =					[c**2 for c in self.__components]
						return math.sqrt(sum(__magic_name__						)						)





			def   lowerCamelCase_					(						self							:		Union[str, Any]       ,       __magic_name__							:		Vector       ,       __magic_name__							:		bool = False						):







						"""simple docstring"""







						UpperCamelCase         =					self * other
						UpperCamelCase         =					self.euclidean_length() * other.euclidean_length()
						if deg:
									return math.degrees(math.acos(num / den						)						)
						else:
									return math.acos(num / den						)






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		int	):





			"""simple docstring"""




			assert isinstance(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	)
			return Vector([0] * dimension	)






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int	):





			"""simple docstring"""




			assert isinstance(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	) and (isinstance(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	))
			UpperCamelCase         =					[0] * dimension
			UpperCamelCase         =					1
			return Vector(SCREAMING_SNAKE_CASE_	)






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		float       ,  SCREAMING_SNAKE_CASE_   :		Vector       ,  SCREAMING_SNAKE_CASE_   :		Vector	):





			"""simple docstring"""




			assert (
			    isinstance(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	)
			    and isinstance(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	)
			    and (isinstance(SCREAMING_SNAKE_CASE_       ,  (int, float)	))
			)
			return x * scalar + y






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int	):





			"""simple docstring"""




			random.seed(SCREAMING_SNAKE_CASE_	)
			UpperCamelCase         =					[random.randint(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	) for _ in range(SCREAMING_SNAKE_CASE_	)]
			return Vector(SCREAMING_SNAKE_CASE_	)




class    UpperCAmelCase					:




			def __init__(						self							:		Optional[Any]       ,       __magic_name__							:		list[list[float]]       ,       __magic_name__							:		int       ,       __magic_name__							:		int						):







						"""simple docstring"""







						UpperCamelCase         =					matrix
						UpperCamelCase         =					w
						UpperCamelCase         =					h




			def __str__(						self							:		Tuple						):







						"""simple docstring"""







						UpperCamelCase         =					""""""
						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							:		Optional[Any]       ,       __magic_name__							:		Matrix						):







						"""simple docstring"""







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




			def __sub__(						self							:		Optional[Any]       ,       __magic_name__							:		Matrix						):







						"""simple docstring"""







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




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







						"""simple docstring"""







						...




			@overload
			def __mul__(						self							:		Tuple       ,       __magic_name__							:		Vector						):







						"""simple docstring"""







						...




			def __mul__(						self							:		Union[str, Any]       ,       __magic_name__							:		float | Vector						):







						"""simple docstring"""







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




			def   lowerCamelCase_					(						self							:		Any						):







						"""simple docstring"""







						return self.__height




			def   lowerCamelCase_					(						self							:		Dict						):







						"""simple docstring"""







						return self.__width




			def   lowerCamelCase_					(						self							:		List[Any]       ,       __magic_name__							:		int       ,       __magic_name__							:		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   lowerCamelCase_					(						self							:		Optional[int]       ,       __magic_name__							:		int       ,       __magic_name__							:		int       ,       __magic_name__							:		float						):







						"""simple docstring"""







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




			def   lowerCamelCase_					(						self							:		Tuple       ,       __magic_name__							:		int       ,       __magic_name__							:		int						):







						"""simple docstring"""







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




			def   lowerCamelCase_					(						self							:		Optional[int]       ,       __magic_name__							:		int       ,       __magic_name__							:		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(__magic_name__       ,       __magic_name__						)
						else:
									raise Exception("""Indices out of bounds"""						)





			def   lowerCamelCase_					(						self							:		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:
									UpperCamelCase         =					[
									    self.__matrix[0][y] * self.cofactor(0       ,       __magic_name__						) for y in range(self.__width						)
									]
									return sum(__magic_name__						)






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		int	):





			"""simple docstring"""




			UpperCamelCase         =					[[0] * n for _ in range(SCREAMING_SNAKE_CASE_	)]
			return Matrix(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	)






def 							_lowercase    (		SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int       ,  SCREAMING_SNAKE_CASE_   :		int	):





			"""simple docstring"""




			random.seed(SCREAMING_SNAKE_CASE_	)
			UpperCamelCase         =					[
			    [random.randint(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	) for _ in range(SCREAMING_SNAKE_CASE_	)] for _ in range(SCREAMING_SNAKE_CASE_	)
			]
			return Matrix(SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_       ,  SCREAMING_SNAKE_CASE_	)








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


__snake_case            =   logging.get_logger(__name__)

__snake_case            =   {
    "microsoft/markuplm-base": "https://huggingface.co/microsoft/markuplm-base/resolve/main/config.json",
    "microsoft/markuplm-large": "https://huggingface.co/microsoft/markuplm-large/resolve/main/config.json",
}




class    UpperCAmelCase					(       __snake_case    ):
			lowercase						= """markuplm"""




			def __init__(						self							:		Optional[Any]       ,       __magic_name__							:		List[Any]=3_0_5_2_2       ,       __magic_name__							:		int=7_6_8       ,       __magic_name__							:		List[Any]=1_2       ,       __magic_name__							:		List[Any]=1_2       ,       __magic_name__							:		str=3_0_7_2       ,       __magic_name__							:		Optional[int]="gelu"       ,       __magic_name__							:		Dict=0.1       ,       __magic_name__							:		Optional[int]=0.1       ,       __magic_name__							:		Any=5_1_2       ,       __magic_name__							:		List[str]=2       ,       __magic_name__							:		Dict=0.02       ,       __magic_name__							:		List[str]=1e-12       ,       __magic_name__							:		str=0       ,       __magic_name__							:		List[str]=0       ,       __magic_name__							:		Optional[Any]=2       ,       __magic_name__							:		Dict=2_5_6       ,       __magic_name__							:		Tuple=1_0_2_4       ,       __magic_name__							:		Any=2_1_6       ,       __magic_name__							:		str=1_0_0_1       ,       __magic_name__							:		Dict=3_2       ,       __magic_name__							:		Optional[int]=5_0       ,       __magic_name__							:		List[Any]="absolute"       ,       __magic_name__							:		Any=True       ,       __magic_name__							:		Optional[Any]=None       ,       **__magic_name__							:		List[str]       ,       ):







						"""simple docstring"""







						super().__init__(
						    pad_token_id=__magic_name__       ,       bos_token_id=__magic_name__       ,       eos_token_id=__magic_name__       ,       **__magic_name__       ,       )
						UpperCamelCase         =					vocab_size
						UpperCamelCase         =					hidden_size
						UpperCamelCase         =					num_hidden_layers
						UpperCamelCase         =					num_attention_heads
						UpperCamelCase         =					hidden_act
						UpperCamelCase         =					intermediate_size
						UpperCamelCase         =					hidden_dropout_prob
						UpperCamelCase         =					attention_probs_dropout_prob
						UpperCamelCase         =					max_position_embeddings
						UpperCamelCase         =					type_vocab_size
						UpperCamelCase         =					initializer_range
						UpperCamelCase         =					layer_norm_eps
						UpperCamelCase         =					position_embedding_type
						UpperCamelCase         =					use_cache
						UpperCamelCase         =					classifier_dropout
						# additional properties
						UpperCamelCase         =					max_depth
						UpperCamelCase         =					max_xpath_tag_unit_embeddings
						UpperCamelCase         =					max_xpath_subs_unit_embeddings
						UpperCamelCase         =					tag_pad_id
						UpperCamelCase         =					subs_pad_id
						UpperCamelCase         =					xpath_unit_hidden_size




