:py:mod:`channel_props.is_completely_positive` ============================================== .. py:module:: channel_props.is_completely_positive .. autoapi-nested-parse:: Is channel completely positive. Module Contents --------------- Functions ~~~~~~~~~ .. autoapisummary:: channel_props.is_completely_positive.is_completely_positive .. py:function:: is_completely_positive(phi, rtol = 1e-05, atol = 1e-08) Determine whether the given channel is completely positive. (Section: Linear Maps Of Square Operators from :cite:`Watrous_2018_TQI`). A map :math:`\Phi \in \text{T} \left(\mathcal{X}, \mathcal{Y} \right)` is *completely positive* if it holds that .. math:: \Phi \otimes \mathbb{I}_{\text{L}(\mathcal{Z})} is a positive map for every complex Euclidean space :math:`\mathcal{Z}`. Alternatively, a channel is completely positive if the corresponding Choi matrix of the channel is both Hermitian-preserving and positive semidefinite. .. rubric:: Examples We can specify the input as a list of Kraus operators. Consider the map :math:`\Phi` defined as .. math:: \Phi(X) = X - U X U^* where .. math:: U = \frac{1}{\sqrt{2}} \begin{pmatrix} 1 & 1 \\ -1 & 1 \end{pmatrix}. This map is not completely positive, as we can verify as follows. >>> from toqito.channel_props import is_completely_positive >>> import numpy as np >>> unitary_mat = np.array([[1, 1], [-1, 1]]) / np.sqrt(2) >>> kraus_ops = [[np.identity(2), np.identity(2)], [unitary_mat, -unitary_mat]] >>> is_completely_positive(kraus_ops) False We can also specify the input as a Choi matrix. For instance, consider the Choi matrix corresponding to the :math:`2`-dimensional completely depolarizing channel .. math:: \Omega = \frac{1}{2} \begin{pmatrix} 1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end{pmatrix}. We may verify that this channel is completely positive >>> from toqito.channels import depolarizing >>> from toqito.channel_props import is_completely_positive >>> is_completely_positive(depolarizing(2)) True .. rubric:: References .. bibliography:: :filter: docname in docnames :param phi: The channel provided as either a Choi matrix or a list of Kraus operators. :param rtol: The relative tolerance parameter (default 1e-05). :param atol: The absolute tolerance parameter (default 1e-08). :return: True if the channel is completely positive, and False otherwise.