




import unittest

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





class 			__lowerCamelCase	(   unittest.TestCase   ):




    """simple docstring"""

    def        a				(	self					:					List[Any]       )				->	None:
         lowerCAmelCase__          =			Vector([1, 2, 3]       )
         self.assertEqual(x.component(0       )       ,     1       )
         self.assertEqual(x.component(2       )       ,     3       )
         lowerCAmelCase__          =			Vector()


    def        a				(	self					:					Optional[int]       )				->	None:
         lowerCAmelCase__          =			Vector([0, 0, 0, 0, 0, 1]       )
         self.assertEqual(str(SCREAMING_SNAKE_CASE__       )       ,     "(0,0,0,0,0,1)"       )


    def        a				(	self					:					Dict       )				->	None:
         lowerCAmelCase__          =			Vector([1, 2, 3, 4]       )
         self.assertEqual(len(SCREAMING_SNAKE_CASE__       )       ,     4       )


    def        a				(	self					:					Tuple       )				->	None:
         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()       ,     2.236       ,     3       )
         self.assertAlmostEqual(y.euclidean_length()       ,     7.416       ,     3       )
         self.assertEqual(z.euclidean_length()       ,     0       )
         self.assertAlmostEqual(w.euclidean_length()       ,     7.616       ,     3       )


    def        a				(	self					:					str       )				->	None:
         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        a				(	self					:					List[Any]       )				->	None:
         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        a				(	self					:					Optional[Any]       )				->	None:
         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        a				(	self					:					Optional[int]       )				->	None:
         self.assertEqual(str(zero_vector(10       )       ).count("0"       )       ,     10       )


    def        a				(	self					:					Optional[Any]       )				->	None:
         self.assertEqual(str(unit_basis_vector(3       ,     1       )       )       ,     "(0,1,0)"       )


    def        a				(	self					:					List[str]       )				->	None:
         lowerCAmelCase__          =			Vector([1, 2, 3]       )
         lowerCAmelCase__          =			Vector([1, 0, 1]       )
         self.assertEqual(str(axpy(2       ,     SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       )       )       ,     "(3,4,7)"       )


    def        a				(	self					:					str       )				->	None:
         lowerCAmelCase__          =			Vector([1, 0, 0, 0, 0, 0]       )
         lowerCAmelCase__          =			x.copy()
         self.assertEqual(str(SCREAMING_SNAKE_CASE__       )       ,     str(SCREAMING_SNAKE_CASE__       )       )


    def        a				(	self					:					Any       )				->	None:
         lowerCAmelCase__          =			Vector([1, 0, 0]       )
         x.change_component(0       ,     0       )
         x.change_component(1       ,     1       )
         self.assertEqual(str(SCREAMING_SNAKE_CASE__       )       ,     "(0,1,0)"       )


    def        a				(	self					:					int       )				->	None:
         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(SCREAMING_SNAKE_CASE__       )       )


    def        a				(	self					:					Any       )				->	None:
         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(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       )       )


    def        a				(	self					:					str       )				->	None:
         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(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       )       )


    def        a				(	self					:					str       )				->	None:
         lowerCAmelCase__          =			Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3       )
         self.assertEqual(-5       ,     a.determinant()       )


    def        a				(	self					:					List[Any]       )				->	None:
         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        a				(	self					:					Any       )				->	None:
         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(SCREAMING_SNAKE_CASE__       )       )


    def        a				(	self					:					Dict       )				->	None:
         lowerCAmelCase__          =			Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]       ,     3       ,     3       )
         self.assertEqual(7       ,     a.component(2       ,     1       )       ,     0.01       )


    def        a				(	self					:					Optional[int]       )				->	None:
         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        a				(	self					:					Optional[int]       )				->	None:
         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        a				(	self					:					Dict       )				->	None:
         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()






import warnings
from contextlib import contextmanager

from ...processing_utils import ProcessorMixin





class 			__lowerCamelCase	(   UpperCamelCase__   ):




    """simple docstring"""

    snake_case__ =				"Speech2TextFeatureExtractor"
    snake_case__ =				"Speech2TextTokenizer"


    def __init__(	self					:					int       ,     SCREAMING_SNAKE_CASE__					:					Dict       ,     SCREAMING_SNAKE_CASE__					:					Tuple       )				->	Optional[Any]:
         super().__init__(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       )
         lowerCAmelCase__          =			self.feature_extractor
         lowerCAmelCase__          =			False


    def __call__(	self					:					str       ,     *SCREAMING_SNAKE_CASE__					:					int       ,     **SCREAMING_SNAKE_CASE__					:					int       )				->	Optional[Any]:
         # For backward compatibility
         if self._in_target_context_manager:
              return self.current_processor(*SCREAMING_SNAKE_CASE__       ,     **SCREAMING_SNAKE_CASE__       )

         if "raw_speech" in kwargs:
              warnings.warn("Using `raw_speech` as a keyword argument is deprecated. Use `audio` instead."       )
              lowerCAmelCase__          =			kwargs.pop("raw_speech"       )
         else:
              lowerCAmelCase__          =			kwargs.pop("audio"       ,     SCREAMING_SNAKE_CASE__       )
         lowerCAmelCase__          =			kwargs.pop("sampling_rate"       ,     SCREAMING_SNAKE_CASE__       )
         lowerCAmelCase__          =			kwargs.pop("text"       ,     SCREAMING_SNAKE_CASE__       )
         if len(SCREAMING_SNAKE_CASE__       ) > 0:
              lowerCAmelCase__          =			args[0]
              lowerCAmelCase__          =			args[1:]

         if audio is None and text is None:
              raise ValueError("You need to specify either an `audio` or `text` input to process."       )

         if audio is not None:
              lowerCAmelCase__          =			self.feature_extractor(SCREAMING_SNAKE_CASE__       ,     *SCREAMING_SNAKE_CASE__       ,     sampling_rate=SCREAMING_SNAKE_CASE__       ,     **SCREAMING_SNAKE_CASE__       )
         if text is not None:
              lowerCAmelCase__          =			self.tokenizer(SCREAMING_SNAKE_CASE__       ,     **SCREAMING_SNAKE_CASE__       )

         if text is None:
              return inputs
         elif audio is None:
              return encodings
         else:
              lowerCAmelCase__          =			encodings["input_ids"]
              return inputs


    def        a				(	self					:					str       ,     *SCREAMING_SNAKE_CASE__					:					Dict       ,     **SCREAMING_SNAKE_CASE__					:					int       )				->	Union[str, Any]:
         return self.tokenizer.batch_decode(*SCREAMING_SNAKE_CASE__       ,     **SCREAMING_SNAKE_CASE__       )


    def        a				(	self					:					Dict       ,     *SCREAMING_SNAKE_CASE__					:					Optional[int]       ,     **SCREAMING_SNAKE_CASE__					:					Optional[int]       )				->	Optional[Any]:
         return self.tokenizer.decode(*SCREAMING_SNAKE_CASE__       ,     **SCREAMING_SNAKE_CASE__       )


    @contextmanager
    def        a				(	self					:					Union[str, Any]       )				->	Any:
         warnings.warn(
             "`as_target_processor` is deprecated and will be removed in v5 of Transformers. You can process your "
             "labels by using the argument `text` of the regular `__call__` method (either in the same call as "
             "your audio inputs, or in a separate call."       )
         lowerCAmelCase__          =			True
         lowerCAmelCase__          =			self.tokenizer
         yield
         lowerCAmelCase__          =			self.feature_extractor
         lowerCAmelCase__          =			False
