toqito.state_props.has_symmetric_extension
- toqito.state_props.has_symmetric_extension(rho, level=2, dim=None, ppt=True, tol=0.0001)[source]
Determine whether there exists a symmetric extension for a given quantum state. [DPS02].
Determining whether an operator possesses a symmetric extension at some level
levelcan be used as a check to determine if the operator is entangled or not.This function was adapted from QETLAB.
Examples
2-qubit symmetric extension:
In [CJKLZB14], it was shown that a 2-qubit state \(\rho_{AB}\) has a symmetric extension if and only if
\[\text{Tr}(\rho_B^2) \geq \text{Tr}(\rho_{AB}^2) - 4 \sqrt{\text{det}(\rho_{AB})}.\]This closed-form equation is much quicker to check than running the semidefinite program.
>>> import numpy as np >>> from toqito.state_props import has_symmetric_extension >>> rho = np.array([[1, 0, 0, -1], >>> [0, 1, 1/2, 0], >>> [0, 1/2, 1, 0], >>> [-1, 0, 0, 1]]) >>> # Show the closed-form equation holds >>> np.trace(partial_trace(rho, 1)**2) >= np.trace(rho**2) - 4 * np.sqrt(np.linalg.det(rho)) True >>> # Now show that the `has_symmetric_extension` function recognizes this case. >>> has_symmetric_extension(rho) True
Higher qubit systems:
Consider a density operator corresponding to one of the Bell states.
\[\begin{split}\rho = \frac{1}{2} \begin{pmatrix} 1 & 0 & 0 & 1 \\ 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 \\ 1 & 0 & 0 & 1 \end{pmatrix}\end{split}\]To make this state over more than just two qubits, let’s construct the following state
\[\sigma = \rho \otimes \rho.\]As the state \(\sigma\) is entangled, there should not exist a symmetric extension at some level. We see this being the case for a relatively low level of the hierachy.
>>> import numpy as np >>> from toqito.states import bell >>> from toqito.state_props import has_symmetric_extension >>> >>> rho = bell(0) * bell(0).conj().T >>> sigma = np.kron(rho, rho) >>> has_symmetric_extension(sigma) False
References
[DPS02]Doherty, Andrew C., Pablo A. Parrilo, and Federico M. Spedalieri. “Distinguishing separable and entangled states.” Physical Review Letters 88.18 (2002): 187904. https://arxiv.org/abs/quant-ph/0112007
[CJKLZB14]Chen, J., Ji, Z., Kribs, D., Lütkenhaus, N., & Zeng, B. “Symmetric extension of two-qubit states.” Physical Review A 90.3 (2014): 032318. https://arxiv.org/abs/1310.3530
- Raises:
ValueError – If dimension does not evenly divide matrix length.
- Parameters:
rho – A matrix or vector.
level – Level of the hierarchy to compute.
dim – The default has both subsystems of equal dimension.
ppt – If
True, this enforces that the symmetric extension must be PPT.tol – Tolerance when determining whether a symmetric extension exists.
- Returns:
Trueifmathas a symmetric extension;Falseotherwise.