

'''simple docstring'''


import unittest

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




class     a			(				unittest.TestCase       ):






						"""simple docstring"""




						def       __magic_name__							(							self					:      int  ):



								'''simple docstring'''



								snake_case__						:       Optional[int]       						=  Vector([1, 2, 3]  )
								self.assertEqual(x.component(0  )			,			1  )
								self.assertEqual(x.component(2  )			,			3  )
								snake_case__						:       Optional[int]       						=  Vector()







						def       __magic_name__							(							self					:      Optional[Any]  ):



								'''simple docstring'''



								snake_case__						:       List[str]       						=  Vector([0, 0, 0, 0, 0, 1]  )
								self.assertEqual(str(snake_case_  )			,			'''(0,0,0,0,0,1)'''  )







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



								'''simple docstring'''



								snake_case__						:       Any       						=  Vector([1, 2, 3, 4]  )
								self.assertEqual(len(snake_case_  )			,			4  )







						def       __magic_name__							(							self					:      Optional[int]  ):



								'''simple docstring'''



								snake_case__						:       Optional[int]       						=  Vector([1, 2]  )
								snake_case__						:       Optional[Any]       						=  Vector([1, 2, 3, 4, 5]  )
								snake_case__						:       Union[str, Any]       						=  Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]  )
								snake_case__						:       Optional[int]       						=  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       __magic_name__							(							self					:      str  ):



								'''simple docstring'''



								snake_case__						:       Optional[Any]       						=  Vector([1, 2, 3]  )
								snake_case__						:       Dict       						=  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       __magic_name__							(							self					:      Tuple  ):



								'''simple docstring'''



								snake_case__						:       Optional[int]       						=  Vector([1, 2, 3]  )
								snake_case__						:       int       						=  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       __magic_name__							(							self					:      List[str]  ):



								'''simple docstring'''



								snake_case__						:       Optional[int]       						=  Vector([1, 2, 3]  )
								snake_case__						:       Optional[Any]       						=  Vector([2, -1, 4]  )  # for test of dot product
								snake_case__						:       List[Any]       						=  Vector([1, -2, -1]  )
								self.assertEqual(str(x * 3.0  )			,			'''(3.0,6.0,9.0)'''  )
								self.assertEqual((a * b)			,			0  )







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



								'''simple docstring'''



								self.assertEqual(str(zero_vector(1_0  )  ).count('''0'''  )			,			1_0  )







						def       __magic_name__							(							self					:      Tuple  ):



								'''simple docstring'''



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







						def       __magic_name__							(							self					:      List[Any]  ):



								'''simple docstring'''



								snake_case__						:       List[Any]       						=  Vector([1, 2, 3]  )
								snake_case__						:       str       						=  Vector([1, 0, 1]  )
								self.assertEqual(str(axpy(2			,			snake_case_			,			snake_case_  )  )			,			'''(3,4,7)'''  )







						def       __magic_name__							(							self					:      Any  ):



								'''simple docstring'''



								snake_case__						:       str       						=  Vector([1, 0, 0, 0, 0, 0]  )
								snake_case__						:       List[Any]       						=  x.copy()
								self.assertEqual(str(snake_case_  )			,			str(snake_case_  )  )







						def       __magic_name__							(							self					:      int  ):



								'''simple docstring'''



								snake_case__						:       Optional[int]       						=  Vector([1, 0, 0]  )
								x.change_component(0			,			0  )
								x.change_component(1			,			1  )
								self.assertEqual(str(snake_case_  )			,			'''(0,1,0)'''  )







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



								'''simple docstring'''



								snake_case__						:       Dict       						=  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(snake_case_  )  )







						def       __magic_name__							(							self					:      List[Any]  ):



								'''simple docstring'''



								snake_case__						:       str       						=  Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]			,			3			,			3  )
								snake_case__						:       Dict       						=  [[-3, -1_4, -1_0], [-5, -1_0, -5], [-2, -1, 0]]
								for x in range(a.height()  ):
										for y in range(a.width()  ):
												self.assertEqual(minors[x][y]			,			a.minor(snake_case_			,			snake_case_  )  )







						def       __magic_name__							(							self					:      Dict  ):



								'''simple docstring'''



								snake_case__						:       int       						=  Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]			,			3			,			3  )
								snake_case__						:       List[Any]       						=  [[-3, 1_4, -1_0], [5, -1_0, 5], [-2, 1, 0]]
								for x in range(a.height()  ):
										for y in range(a.width()  ):
												self.assertEqual(cofactors[x][y]			,			a.cofactor(snake_case_			,			snake_case_  )  )







						def       __magic_name__							(							self					:      List[Any]  ):



								'''simple docstring'''



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







						def       __magic_name__							(							self					:      List[str]  ):



								'''simple docstring'''



								snake_case__						:       Union[str, Any]       						=  Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]			,			3			,			3  )
								snake_case__						:       Optional[int]       						=  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       __magic_name__							(							self					:      List[Any]  ):



								'''simple docstring'''



								snake_case__						:       int       						=  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(snake_case_  )  )







						def       __magic_name__							(							self					:      str  ):



								'''simple docstring'''



								snake_case__						:       Optional[Any]       						=  Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]			,			3			,			3  )
								self.assertEqual(7			,			a.component(2			,			1  )			,			0.0_1  )







						def       __magic_name__							(							self					:      Optional[Any]  ):



								'''simple docstring'''



								snake_case__						:       List[Any]       						=  Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]			,			3			,			3  )
								snake_case__						:       str       						=  Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]			,			3			,			3  )
								self.assertEqual('''|2,4,10|\n|4,8,10|\n|12,14,18|\n'''			,			str(a + b  )  )







						def       __magic_name__							(							self					:      Dict  ):



								'''simple docstring'''



								snake_case__						:       Dict       						=  Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]			,			3			,			3  )
								snake_case__						:       str       						=  Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]			,			3			,			3  )
								self.assertEqual('''|0,0,-4|\n|0,0,0|\n|0,0,-2|\n'''			,			str(a - b  )  )







						def       __magic_name__							(							self					:      Optional[Any]  ):



								'''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()






'''simple docstring'''


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


lowerCAmelCase__						:       Dict										=						logging.get_logger(__name__)

lowerCAmelCase__						:       Tuple										=						{"""ctrl""": """https://huggingface.co/ctrl/resolve/main/config.json"""}




class     a			(				SCREAMING_SNAKE_CASE       ):






						"""simple docstring"""




						__UpperCAmelCase			     =    """ctrl"""
						__UpperCAmelCase			     =    ["""past_key_values"""]
						__UpperCAmelCase			     =    {
						    """max_position_embeddings""": """n_positions""",
						    """hidden_size""": """n_embd""",
						    """num_attention_heads""": """n_head""",
						    """num_hidden_layers""": """n_layer""",
						}







						def __init__(							self					:      Tuple			,			snake_case_					:      Dict=2_4_6_5_3_4			,			snake_case_					:      Optional[int]=2_5_6			,			snake_case_					:      Dict=1_2_8_0			,			snake_case_					:      Union[str, Any]=8_1_9_2			,			snake_case_					:      Any=4_8			,			snake_case_					:      List[Any]=1_6			,			snake_case_					:      Optional[Any]=0.1			,			snake_case_					:      Union[str, Any]=0.1			,			snake_case_					:      Optional[Any]=1e-6			,			snake_case_					:      List[Any]=0.0_2			,			snake_case_					:      Dict=True			,			**snake_case_					:      List[Any]			,			):



								'''simple docstring'''



								snake_case__						:       Any       						=  vocab_size
								snake_case__						:       int       						=  n_positions
								snake_case__						:       Optional[int]       						=  n_embd
								snake_case__						:       str       						=  n_layer
								snake_case__						:       Any       						=  n_head
								snake_case__						:       str       						=  dff
								snake_case__						:       Any       						=  resid_pdrop
								snake_case__						:       Tuple       						=  embd_pdrop
								snake_case__						:       List[str]       						=  layer_norm_epsilon
								snake_case__						:       int       						=  initializer_range

								snake_case__						:       Optional[int]       						=  use_cache

								super().__init__(**snake_case_  )



