






import unittest

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






class 			_UpperCamelCase(       unittest.TestCase		):

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



					'''simple docstring'''



					__a						:  List[str]									=     Vector([1, 2, 3]    )
					self.assertEqual(x.component(0    )    ,       1    )
					self.assertEqual(x.component(2    )    ,       3    )
					__a						:  int									=     Vector()

		def    __lowerCAmelCase  (					self		:    List[str]    ):



					'''simple docstring'''



					__a						:  List[Any]									=     Vector([0, 0, 0, 0, 0, 1]    )
					self.assertEqual(str(SCREAMING_SNAKE_CASE__    )    ,       '(0,0,0,0,0,1)'    )

		def    __lowerCAmelCase  (					self		:    Any    ):



					'''simple docstring'''



					__a						:  Optional[int]									=     Vector([1, 2, 3, 4]    )
					self.assertEqual(len(SCREAMING_SNAKE_CASE__    )    ,       4    )

		def    __lowerCAmelCase  (					self		:    List[Any]    ):



					'''simple docstring'''



					__a						:  Union[str, Any]									=     Vector([1, 2]    )
					__a						:  Dict									=     Vector([1, 2, 3, 4, 5]    )
					__a						:  Optional[int]									=     Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]    )
					__a						:  int									=     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		:    Dict    ):



					'''simple docstring'''



					__a						:  List[Any]									=     Vector([1, 2, 3]    )
					__a						:  Optional[Any]									=     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		:    Optional[int]    ):



					'''simple docstring'''



					__a						:  List[Any]									=     Vector([1, 2, 3]    )
					__a						:  Union[str, Any]									=     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		:    Tuple    ):



					'''simple docstring'''



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

		def    __lowerCAmelCase  (					self		:    Optional[Any]    ):



					'''simple docstring'''



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

		def    __lowerCAmelCase  (					self		:    Dict    ):



					'''simple docstring'''



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

		def    __lowerCAmelCase  (					self		:    List[Any]    ):



					'''simple docstring'''



					__a						:  Dict									=     Vector([1, 2, 3]    )
					__a						:  str									=     Vector([1, 0, 1]    )
					self.assertEqual(str(axpy(2    ,       SCREAMING_SNAKE_CASE__    ,       SCREAMING_SNAKE_CASE__    )    )    ,       '(3,4,7)'    )

		def    __lowerCAmelCase  (					self		:    List[str]    ):



					'''simple docstring'''



					__a						:  str									=     Vector([1, 0, 0, 0, 0, 0]    )
					__a						:  Optional[Any]									=     x.copy()
					self.assertEqual(str(SCREAMING_SNAKE_CASE__    )    ,       str(SCREAMING_SNAKE_CASE__    )    )

		def    __lowerCAmelCase  (					self		:    Tuple    ):



					'''simple docstring'''



					__a						:  int									=     Vector([1, 0, 0]    )
					x.change_component(0    ,       0    )
					x.change_component(1    ,       1    )
					self.assertEqual(str(SCREAMING_SNAKE_CASE__    )    ,       '(0,1,0)'    )

		def    __lowerCAmelCase  (					self		:    Tuple    ):



					'''simple docstring'''



					__a						:  Any									=     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(SCREAMING_SNAKE_CASE__    )    )

		def    __lowerCAmelCase  (					self		:    int    ):



					'''simple docstring'''



					__a						:  str									=     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,       3    ,       3    )
					__a						:  str									=     [[-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(SCREAMING_SNAKE_CASE__    ,       SCREAMING_SNAKE_CASE__    )    )

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



					'''simple docstring'''



					__a						:  Any									=     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,       3    ,       3    )
					__a						:  Union[str, 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(SCREAMING_SNAKE_CASE__    ,       SCREAMING_SNAKE_CASE__    )    )

		def    __lowerCAmelCase  (					self		:    List[str]    ):



					'''simple docstring'''



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

		def    __lowerCAmelCase  (					self		:    int    ):



					'''simple docstring'''



					__a						:  Union[str, Any]									=     Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]    ,       3    ,       3    )
					__a						:  Tuple									=     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		:    str    ):



					'''simple docstring'''



					__a						:  Optional[Any]									=     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(SCREAMING_SNAKE_CASE__    )    )

		def    __lowerCAmelCase  (					self		:    Tuple    ):



					'''simple docstring'''



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

		def    __lowerCAmelCase  (					self		:    Dict    ):



					'''simple docstring'''



					__a						:  str									=     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,       3    ,       3    )
					__a						:  List[Any]									=     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    __lowerCAmelCase  (					self		:    Optional[int]    ):



					'''simple docstring'''



					__a						:  List[str]									=     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]    ,       3    ,       3    )
					__a						:  Any									=     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    __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()






'''simple docstring'''




from collections import OrderedDict
from typing import Mapping

from packaging import version

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


__lowercase        =    logging.get_logger(__name__)

__lowercase        =    {
    '''google/mobilenet_v1_1.0_224''': '''https://huggingface.co/google/mobilenet_v1_1.0_224/resolve/main/config.json''',
    '''google/mobilenet_v1_0.75_192''': '''https://huggingface.co/google/mobilenet_v1_0.75_192/resolve/main/config.json''',
    # See all MobileNetV1 models at https://huggingface.co/models?filter=mobilenet_v1
}






class 							a__(   lowerCAmelCase__      ):


			'''simple docstring'''






			UpperCAmelCase_     :	List[str]						=			'''mobilenet_v1'''



			def __init__(  self			,       __lowerCAmelCase=3			,       __lowerCAmelCase=224			,       __lowerCAmelCase=1.0			,       __lowerCAmelCase=8			,       __lowerCAmelCase="relu6"			,       __lowerCAmelCase=True			,       __lowerCAmelCase=0.999			,       __lowerCAmelCase=0.02			,       __lowerCAmelCase=0.001			,       **__lowerCAmelCase			,       ):




					"""simple docstring"""


					super().__init__(**__lowerCAmelCase)

					if depth_multiplier <= 0:
							raise ValueError("""depth_multiplier must be greater than zero.""")

					lowerCAmelCase     =    num_channels
					lowerCAmelCase     =    image_size
					lowerCAmelCase     =    depth_multiplier
					lowerCAmelCase     =    min_depth
					lowerCAmelCase     =    hidden_act
					lowerCAmelCase     =    tf_padding
					lowerCAmelCase     =    classifier_dropout_prob
					lowerCAmelCase     =    initializer_range
					lowerCAmelCase     =    layer_norm_eps







class 							a__(   lowerCAmelCase__      ):


			'''simple docstring'''






			UpperCAmelCase_     :	Dict						=			version.parse('''1.11'''      )



			@property
			def 				a_			(  self):




					"""simple docstring"""


					return OrderedDict([("""pixel_values""", {0: """batch"""})])



			@property
			def 				a_			(  self):




					"""simple docstring"""


					if self.task == "image-classification":
							return OrderedDict([("""logits""", {0: """batch"""})])
					else:
							return OrderedDict([("""last_hidden_state""", {0: """batch"""}), ("""pooler_output""", {0: """batch"""})])







			@property
			def 				a_			(  self):




					"""simple docstring"""


					return 1E-4




