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)