





"""simple docstring"""




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


UpperCAmelCase__  :     Dict   			=logging.get_logger(__name__)

UpperCAmelCase__  :     Any   			={
    '''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  __A       (  a      ):
				__A								=			"""markuplm"""


				def __init__(						self				,	UpperCAmelCase_=30522				,	UpperCAmelCase_=768				,	UpperCAmelCase_=12				,	UpperCAmelCase_=12				,	UpperCAmelCase_=3072				,	UpperCAmelCase_="gelu"				,	UpperCAmelCase_=0.1				,	UpperCAmelCase_=0.1				,	UpperCAmelCase_=512				,	UpperCAmelCase_=2				,	UpperCAmelCase_=0.0_2				,	UpperCAmelCase_=1E-12				,	UpperCAmelCase_=0				,	UpperCAmelCase_=0				,	UpperCAmelCase_=2				,	UpperCAmelCase_=256				,	UpperCAmelCase_=1024				,	UpperCAmelCase_=216				,	UpperCAmelCase_=1001				,	UpperCAmelCase_=32				,	UpperCAmelCase_=50				,	UpperCAmelCase_="absolute"				,	UpperCAmelCase_=True				,	UpperCAmelCase_=None				,	**UpperCAmelCase_				,	):
								super().__init__(
								    pad_token_id=UpperCAmelCase_				,	bos_token_id=UpperCAmelCase_				,	eos_token_id=UpperCAmelCase_				,	**UpperCAmelCase_				,	)
								lowerCamelCase			=vocab_size
								lowerCamelCase			=hidden_size
								lowerCamelCase			=num_hidden_layers
								lowerCamelCase			=num_attention_heads
								lowerCamelCase			=hidden_act
								lowerCamelCase			=intermediate_size
								lowerCamelCase			=hidden_dropout_prob
								lowerCamelCase			=attention_probs_dropout_prob
								lowerCamelCase			=max_position_embeddings
								lowerCamelCase			=type_vocab_size
								lowerCamelCase			=initializer_range
								lowerCamelCase			=layer_norm_eps
								lowerCamelCase			=position_embedding_type
								lowerCamelCase			=use_cache
								lowerCamelCase			=classifier_dropout
								# additional properties
								lowerCamelCase			=max_depth
								lowerCamelCase			=max_xpath_tag_unit_embeddings
								lowerCamelCase			=max_xpath_subs_unit_embeddings
								lowerCamelCase			=tag_pad_id
								lowerCamelCase			=subs_pad_id
								lowerCamelCase			=xpath_unit_hidden_size












import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)

class  __A       (  unittest.TestCase      ):


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3]							)
								self.assertEqual(x.component(0							)				,	1							)
								self.assertEqual(x.component(2							)				,	3							)
								lowerCamelCase			=Vector()


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([0, 0, 0, 0, 0, 1]							)
								self.assertEqual(str(UpperCAmelCase_							)				,	"""(0,0,0,0,0,1)"""							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3, 4]							)
								self.assertEqual(len(UpperCAmelCase_							)				,	4							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2]							)
								lowerCamelCase			=Vector([1, 2, 3, 4, 5]							)
								lowerCamelCase			=Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]							)
								lowerCamelCase			=Vector([1, -1, 1, -1, 2, -3, 4, -5]							)
								self.assertAlmostEqual(x.euclidean_length()				,	2.2_3_6				,	3							)
								self.assertAlmostEqual(y.euclidean_length()				,	7.4_1_6				,	3							)
								self.assertEqual(z.euclidean_length()				,	0							)
								self.assertAlmostEqual(w.euclidean_length()				,	7.6_1_6				,	3							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3]							)
								lowerCamelCase			=Vector([1, 1, 1]							)
								self.assertEqual((x + y).component(0							)				,	2							)
								self.assertEqual((x + y).component(1							)				,	3							)
								self.assertEqual((x + y).component(2							)				,	4							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3]							)
								lowerCamelCase			=Vector([1, 1, 1]							)
								self.assertEqual((x - y).component(0							)				,	0							)
								self.assertEqual((x - y).component(1							)				,	1							)
								self.assertEqual((x - y).component(2							)				,	2							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3]							)
								lowerCamelCase			=Vector([2, -1, 4]							)  # for test of dot product
								lowerCamelCase			=Vector([1, -2, -1]							)
								self.assertEqual(str(x * 3.0							)				,	"""(3.0,6.0,9.0)"""							)
								self.assertEqual((a * b)				,	0							)


				def _snake_case    (						self							):
								self.assertEqual(str(zero_vector(10							)							).count("""0"""							)				,	10							)


				def _snake_case    (						self							):
								self.assertEqual(str(unit_basis_vector(3				,	1							)							)				,	"""(0,1,0)"""							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 2, 3]							)
								lowerCamelCase			=Vector([1, 0, 1]							)
								self.assertEqual(str(axpy(2				,	UpperCAmelCase_				,	UpperCAmelCase_							)							)				,	"""(3,4,7)"""							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 0, 0, 0, 0, 0]							)
								lowerCamelCase			=x.copy()
								self.assertEqual(str(UpperCAmelCase_							)				,	str(UpperCAmelCase_							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Vector([1, 0, 0]							)
								x.change_component(0				,	0							)
								x.change_component(1				,	1							)
								self.assertEqual(str(UpperCAmelCase_							)				,	"""(0,1,0)"""							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								self.assertEqual("""|1,2,3|\n|2,4,5|\n|6,7,8|\n"""				,	str(UpperCAmelCase_							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								lowerCamelCase			=[[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
								for x in range(a.height()							):
												for y in range(a.width()							):
																self.assertEqual(minors[x][y]				,	a.minor(UpperCAmelCase_				,	UpperCAmelCase_							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								lowerCamelCase			=[[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
								for x in range(a.height()							):
												for y in range(a.width()							):
																self.assertEqual(cofactors[x][y]				,	a.cofactor(UpperCAmelCase_				,	UpperCAmelCase_							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								self.assertEqual(-5				,	a.determinant()							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]				,	3				,	3							)
								lowerCamelCase			=Vector([1, 2, 3]							)
								self.assertEqual("""(14,32,50)"""				,	str(a * x							)							)
								self.assertEqual("""|2,4,6|\n|8,10,12|\n|14,16,18|\n"""				,	str(a * 2							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								a.change_component(0				,	2				,	5							)
								self.assertEqual("""|1,2,5|\n|2,4,5|\n|6,7,8|\n"""				,	str(UpperCAmelCase_							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								self.assertEqual(7				,	a.component(2				,	1							)				,	0.0_1							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								lowerCamelCase			=Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]				,	3				,	3							)
								self.assertEqual("""|2,4,10|\n|4,8,10|\n|12,14,18|\n"""				,	str(a + b							)							)


				def _snake_case    (						self							):
								lowerCamelCase			=Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3							)
								lowerCamelCase			=Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]				,	3				,	3							)
								self.assertEqual("""|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"""				,	str(a - b							)							)


				def _snake_case    (						self							):
								self.assertEqual(
								    """|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n"""				,	str(square_zero_matrix(5							)							)				,	)


if __name__ == "__main__":
							unittest.main()





