Source code for toqito.matrix_props.is_identity

"""Checks if the matrix is an identity matrix."""

import numpy as np

from toqito.matrix_props import is_square


[docs] def is_identity(mat: np.ndarray, rtol: float = 1e-05, atol: float = 1e-8) -> bool: r"""Check if matrix is the identity matrix [@WikiIden]. For dimension \(n\), the \(n \times n\) identity matrix is defined as \[ I_n = \begin{pmatrix} 1 & 0 & 0 & \ldots & 0 \\ 0 & 1 & 0 & \ldots & 0 \\ 0 & 0 & 1 & \ldots & 0 \\ \vdots & \vdots & \vdots & \ddots & \vdots \\ 0 & 0 & 0 & \ldots & 1 \end{pmatrix}. \] Examples: Consider the following matrix: \[ A = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{pmatrix} \] our function indicates that this is indeed the identity matrix of dimension 3. ```python exec="1" source="above" import numpy as np from toqito.matrix_props import is_identity mat = np.eye(3) print(is_identity(mat)) ``` Alternatively, the following example matrix \(B\) defined as \[ B = \begin{pmatrix} 1 & 2 & 3 \\ 4 & 5 & 6 \\ 7 & 8 & 9 \end{pmatrix} \] is not an identity matrix. ```python exec="1" source="above" import numpy as np from toqito.matrix_props import is_identity mat = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) print(is_identity(mat)) ``` Args: mat: Matrix to check. rtol: The relative tolerance parameter (default 1e-05). atol: The absolute tolerance parameter (default 1e-08). Returns: Return `True` if matrix is the identity matrix, and `False` otherwise. """ if not is_square(mat): return False id_mat = np.eye(len(mat)) return np.allclose(mat, id_mat, rtol=rtol, atol=atol)