toqito.state_metrics.sub_fidelity
- toqito.state_metrics.sub_fidelity(rho, sigma)[source]
Compute the sub fidelity of two density matrices [MPHUZSub08].
The sub-fidelity is a measure of similarity between density operators. It is defined as
\[E(\rho, \sigma) = \text{Tr}(\rho \sigma) + \sqrt{2 \left[ \text{Tr}(\rho \sigma)^2 - \text{Tr}(\rho \sigma \rho \sigma) \right]},\]where \(\sigma\) and \(\rho\) are density matrices. The sub-fidelity serves as an lower bound for the fidelity.
Examples
Consider the following pair of states:
\[\rho = \frac{3}{4}|0\rangle \langle 0| + \frac{1}{4}|1 \rangle \langle 1| \quad \text{and} \quad \sigma = \frac{1}{8}|0 \rangle \langle 0| + \frac{7}{8}|1 \rangle \langle 1|.\]Calculating the fidelity between the states \(\rho\) and \(\sigma\) as \(F(\rho, \sigma) \approx 0.774\). This can be observed in
toqitoas>>> from toqito.states import basis >>> from toqito.state_metrics import fidelity >>> e_0, e_1 = ket(2, 0), ket(2, 1) >>> rho = 3 / 4 * e_0 * e_0.conj().T + 1 / 4 * e_1 * e_1.conj().T >>> sigma = 1/8 * e_0 * e_0.conj().T + 7/8 * e_1 * e_1.conj().T >>> fidelity(rho, sigma) 0.77389339119464
As the sub-fidelity is a lower bound on the fidelity, that is \(E(\rho, \sigma) \leq F(\rho, \sigma)\), we can use
toqitoto observe that \(E(\rho, \sigma) \approx 0.599\leq F(\rho, \sigma \approx 0.774\).>>> from toqito.states import basis >>> from toqito.state_metrics import sub_fidelity >>> e_0, e_1 = basis(2, 0), basis(2, 1) >>> rho = 3 / 4 * e_0 * e_0.conj().T + 1 / 4 * e_1 * e_1.conj().T >>> sigma = 1/8 * e_0 * e_0.conj().T + 7/8 * e_1 * e_1.conj().T >>> sub_fidelity(rho, sigma) 0.5989109809347399
References
[MPHUZSub08]J. A. Miszczak, Z. Puchała, P. Horodecki, A. Uhlmann, K. Życzkowski “Sub–and super–fidelity as bounds for quantum fidelity.” arXiv preprint arXiv:0805.2037 (2008). https://arxiv.org/abs/0805.2037
- Raises:
ValueError – If matrices are not of equal dimension.
- Parameters:
rho – Density operator.
sigma – Density operator.
- Returns:
The sub-fidelity between
rhoandsigma.