Source code for toqito.matrix_props.is_idempotent

"""Is the matrix idempotent."""
import numpy as np
from toqito.matrix_props import is_square


[docs] def is_idempotent(mat: np.ndarray, rtol: float = 1e-05, atol: float = 1e-8) -> bool: r""" Check if matrix is the idempotent matrix [WikIdempotent]_. An *idempotent matrix* is a square matrix, which, when multiplied by itself, yields itself. That is, the matrix :math:`A` is idempotent if and only if :math:`A^2 = A`. Examples ========== The following is an example of a :math:`2 x 2` idempotent matrix: .. math:: A = \begin{pmatrix} 3 & -6 \\ 1 & -2 \end{pmatrix} >>> from toqito.matrix_props import is_idempotent >>> import numpy as np >>> mat = np.array([[3, -6], [1, -2]]) >>> is_idempotent(mat) Alternatively, the following matrix .. math:: B = \begin{pmatrix} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \end{pmatrix} is not idempotent. >>> from toqito.matrix_props import is_idempotent >>> import numpy as np >>> mat = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) >>> is_idempotent(mat) False References ========== .. [WikIdempotent] Wikipedia: Idempotent matrix https://en.wikipedia.org/wiki/Idempotent_matrix :param mat: Matrix to check. :param rtol: The relative tolerance parameter (default 1e-05). :param atol: The absolute tolerance parameter (default 1e-08). :return: Return :code:`True` if matrix is the idempotent matrix, and :code:`False` otherwise. """ if not is_square(mat): return False return np.allclose(mat, mat @ mat, rtol=rtol, atol=atol)