Source code for toqito.matrix_props.is_diagonal

"""Is matrix a diagonal matrix."""
import numpy as np
from toqito.matrix_props import is_square


[docs] def is_diagonal(mat: np.ndarray) -> bool: r""" Determine if a matrix is diagonal [WikDiag]_. A matrix is diagonal if the matrix is square and if the diagonal of the matrix is non-zero, while the off-diagonal elements are all zero. The following is an example of a 3-by-3 diagonal matrix: .. math:: \begin{equation} \begin{pmatrix} 1 & 0 & 0 \\ 0 & 2 & 0 \\ 0 & 0 & 3 \end{pmatrix} \end{equation} This quick implementation is given by Daniel F. from StackOverflow in [SODIA]_. Examples ========== Consider the following diagonal matrix: .. math:: A = \begin{pmatrix} 1 & 0 \\ 0 & 1 \end{pmatrix}. Our function indicates that this is indeed a diagonal matrix: >>> from toqito.matrix_props import is_diagonal >>> import numpy as np >>> A = np.array([[1, 0], [0, 1]]) >>> is_diagonal(A) True Alternatively, the following example matrix .. math:: B = \begin{pmatrix} 1 & 2 \\ 3 & 4 \end{pmatrix} is not diagonal, as shown using :code:`toqito`. >>> from toqito.matrix_props import is_diagonal >>> import numpy as np >>> B = np.array([[1, 2], [3, 4]]) >>> is_diagonal(B) False References ========== .. [WikDiag] Wikipedia: Diagonal matrix https://en.wikipedia.org/wiki/Diagonal_matrix .. [SODIA] StackOverflow post https://stackoverflow.com/questions/43884189/ :param mat: The matrix to check. :return: Returns :code:`True` if the matrix is diagonal and :code:`False` otherwise. """ if not is_square(mat): return False i, j = mat.shape test = mat.reshape(-1)[:-1].reshape(i - 1, j + 1) return ~np.any(test[:, 1:])