




import unittest

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


class       __lowercase      (	unittest.TestCase  ):







     '''simple docstring'''




     def 		lowerCAmelCase_     (				self       :			Union[str, Any]				):


         """simple docstring"""



         __A         =	Vector([1, 2, 3]				)
         self.assertEqual(x.component(0				) ,	1				)
         self.assertEqual(x.component(2				) ,	3				)
         __A         =	Vector()




     def 		lowerCAmelCase_     (				self       :			Any				):


         """simple docstring"""



         __A         =	Vector([0, 0, 0, 0, 0, 1]				)
         self.assertEqual(str(UpperCamelCase_				) ,	"""(0,0,0,0,0,1)"""				)




     def 		lowerCAmelCase_     (				self       :			List[Any]				):


         """simple docstring"""



         __A         =	Vector([1, 2, 3, 4]				)
         self.assertEqual(len(UpperCamelCase_				) ,	4				)




     def 		lowerCAmelCase_     (				self       :			int				):


         """simple docstring"""



         __A         =	Vector([1, 2]				)
         __A         =	Vector([1, 2, 3, 4, 5]				)
         __A         =	Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]				)
         __A         =	Vector([1, -1, 1, -1, 2, -3, 4, -5]				)
         self.assertAlmostEqual(x.euclidean_length() ,	2.236 ,	3				)
         self.assertAlmostEqual(y.euclidean_length() ,	7.416 ,	3				)
         self.assertEqual(z.euclidean_length() ,	0				)
         self.assertAlmostEqual(w.euclidean_length() ,	7.616 ,	3				)




     def 		lowerCAmelCase_     (				self       :			Any				):


         """simple docstring"""



         __A         =	Vector([1, 2, 3]				)
         __A         =	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 		lowerCAmelCase_     (				self       :			int				):


         """simple docstring"""



         __A         =	Vector([1, 2, 3]				)
         __A         =	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 		lowerCAmelCase_     (				self       :			List[str]				):


         """simple docstring"""



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




     def 		lowerCAmelCase_     (				self       :			List[str]				):


         """simple docstring"""



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




     def 		lowerCAmelCase_     (				self       :			int				):


         """simple docstring"""



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




     def 		lowerCAmelCase_     (				self       :			Union[str, Any]				):


         """simple docstring"""



         __A         =	Vector([1, 2, 3]				)
         __A         =	Vector([1, 0, 1]				)
         self.assertEqual(str(axpy(2 ,	UpperCamelCase_ ,	UpperCamelCase_				)				) ,	"""(3,4,7)"""				)




     def 		lowerCAmelCase_     (				self       :			Optional[int]				):


         """simple docstring"""



         __A         =	Vector([1, 0, 0, 0, 0, 0]				)
         __A         =	x.copy()
         self.assertEqual(str(UpperCamelCase_				) ,	str(UpperCamelCase_				)				)




     def 		lowerCAmelCase_     (				self       :			str				):


         """simple docstring"""



         __A         =	Vector([1, 0, 0]				)
         x.change_component(0 ,	0				)
         x.change_component(1 ,	1				)
         self.assertEqual(str(UpperCamelCase_				) ,	"""(0,1,0)"""				)




     def 		lowerCAmelCase_     (				self       :			List[str]				):


         """simple docstring"""



         __A         =	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 		lowerCAmelCase_     (				self       :			List[Any]				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]] ,	3 ,	3				)
         __A         =	[[-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 		lowerCAmelCase_     (				self       :			Optional[Any]				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]] ,	3 ,	3				)
         __A         =	[[-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 		lowerCAmelCase_     (				self       :			Optional[Any]				):


         """simple docstring"""



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




     def 		lowerCAmelCase_     (				self       :			Union[str, Any]				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]] ,	3 ,	3				)
         __A         =	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 		lowerCAmelCase_     (				self       :			Any				):


         """simple docstring"""



         __A         =	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 		lowerCAmelCase_     (				self       :			List[Any]				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]] ,	3 ,	3				)
         self.assertEqual(7 ,	a.component(2 ,	1				) ,	0.01				)




     def 		lowerCAmelCase_     (				self       :			List[Any]				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]] ,	3 ,	3				)
         __A         =	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 		lowerCAmelCase_     (				self       :			Tuple				):


         """simple docstring"""



         __A         =	Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]] ,	3 ,	3				)
         __A         =	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 		lowerCAmelCase_     (				self       :			int				):


         """simple docstring"""



         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()












from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding


class       __lowercase      (	lowercase_  ):







     '''simple docstring'''
     SCREAMING_SNAKE_CASE   						=				["image_processor", "tokenizer"]
     SCREAMING_SNAKE_CASE   						=				"AutoImageProcessor"
     SCREAMING_SNAKE_CASE   						=				"AutoTokenizer"




     def __init__(				self       :			str ,	UpperCamelCase_       :			Any ,	UpperCamelCase_       :			str				):


         """simple docstring"""



         super().__init__(UpperCamelCase_ ,	UpperCamelCase_				)
         __A         =	self.image_processor




     def __call__(				self       :			Optional[Any] ,	UpperCamelCase_       :			Optional[Any]=None ,	UpperCamelCase_       :			Any=None ,	UpperCamelCase_       :			List[Any]=None ,	**UpperCamelCase_       :			int				):


         """simple docstring"""



         if text is None and images is None:
             raise ValueError("""You have to specify either text or images. Both cannot be none."""				)

         if text is not None:
             __A         =	self.tokenizer(UpperCamelCase_ ,	return_tensors=UpperCamelCase_ ,	**UpperCamelCase_				)

         if images is not None:
             __A         =	self.image_processor(UpperCamelCase_ ,	return_tensors=UpperCamelCase_ ,	**UpperCamelCase_				)

         if text is not None and images is not None:
             __A         =	image_features.pixel_values
             return encoding
         elif text is not None:
             return encoding
         else:
             return BatchEncoding(data=dict(**UpperCamelCase_				) ,	tensor_type=UpperCamelCase_				)




     def 		lowerCAmelCase_     (				self       :			List[str] ,	*UpperCamelCase_       :			Tuple ,	**UpperCamelCase_       :			List[str]				):


         """simple docstring"""



         return self.tokenizer.batch_decode(*UpperCamelCase_ ,	**UpperCamelCase_				)




     def 		lowerCAmelCase_     (				self       :			Any ,	*UpperCamelCase_       :			int ,	**UpperCamelCase_       :			Tuple				):


         """simple docstring"""



         return self.tokenizer.decode(*UpperCamelCase_ ,	**UpperCamelCase_				)





     @property
     def 		lowerCAmelCase_     (				self       :			Optional[Any]				):


         """simple docstring"""



         return ["input_ids", "attention_mask", "pixel_values"]




