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SimoneGasperini avatar SimoneGasperini commented on June 1, 2024

The following utility function can be used to get the Pauli decomposition (linear combination of tensor products between Pauli matrices) of any valid quantum gate represented as a sympy matrix, including parametric gates such as XXMinusYYGate and XXPlusYYGate (see here for the mathematical formulation).

import itertools
import numpy as np
from sympy.physics.quantum import TensorProduct
from qiskit_symb.circuit.library import IGate, XGate, YGate, ZGate

paulis = {
    'I': IGate().to_sympy(),
    'X': XGate().to_sympy(),
    'Y': YGate().to_sympy(),
    'Z': ZGate().to_sympy()
}

def pauli_decomposition(matrix):
    num_qubits = int(np.log2(matrix.shape[0]))
    factor = 1 / 2**num_qubits
    pauli_terms = {}
    for pauli_tuple in itertools.product('IXYZ', repeat=num_qubits):
        trace = (TensorProduct(*[paulis[p] for p in pauli_tuple]) * matrix).trace()
        if trace:
            pauli_string = ''.join(pauli_tuple)
            pauli_terms[pauli_string] = factor * trace
    return pauli_terms

from qiskit-symb.

SimoneGasperini avatar SimoneGasperini commented on June 1, 2024

Here are the Pauli terms decomposition of the XXMinusYYGate, XXPlusYYGate, and DCXGate computed by calling the pauli_decomposition function defined above and passing the corresponding sympy matrix.

from sympy import Symbol, cos, sin, exp, I
from sympy.matrices import Matrix

theta = Symbol('θ')
beta = Symbol('β')

xx_minus_yy = Matrix([[cos(theta/2), 0, 0, -I*sin(theta/2)*exp(-I*beta)],
                      [0, 1, 0, 0],
                      [0, 0, 1, 0],
                      [-I*sin(theta/2)*exp(I*beta), 0, 0, cos(theta/2)]])

xx_plus_yy = Matrix([[1, 0, 0, 0],
                     [0, cos(theta/2), -I*sin(theta/2)*exp(-I*beta), 0],
                     [0, -I*sin(theta/2)*exp(I*beta), cos(theta/2), 0],
                     [0, 0, 0, 1]])

dcx = Matrix([[1, 0, 0, 0],
              [0, 0, 0, 1],
              [0, 1, 0, 0],
              [0, 0, 1, 0]])
########## XXMinusYYGate ##########
{'II': 0.5*cos(θ/2) + 0.5,
 'XX': -0.25*I*exp(I*β)*sin(θ/2) - 0.25*I*exp(-I*β)*sin(θ/2),
 'XY': -0.25*exp(I*β)*sin(θ/2) + 0.25*exp(-I*β)*sin(θ/2),
 'YX': -0.25*exp(I*β)*sin(θ/2) + 0.25*exp(-I*β)*sin(θ/2),
 'YY': 0.25*I*exp(I*β)*sin(θ/2) + 0.25*I*exp(-I*β)*sin(θ/2),
 'ZZ': 0.5*cos(θ/2) - 0.5}

########## XXPlusYYGate ##########
{'II': 0.5*cos(θ/2) + 0.5,
 'XX': -0.25*I*exp(I*β)*sin(θ/2) - 0.25*I*exp(-I*β)*sin(θ/2),
 'XY': 0.25*exp(I*β)*sin(θ/2) - 0.25*exp(-I*β)*sin(θ/2),
 'YX': -0.25*exp(I*β)*sin(θ/2) + 0.25*exp(-I*β)*sin(θ/2),
 'YY': -0.25*I*exp(I*β)*sin(θ/2) - 0.25*I*exp(-I*β)*sin(θ/2),
 'ZZ': 0.5 - 0.5*cos(θ/2)}

########## DCXGate ##########
{'II': 0.25,
 'IX': 0.25,
 'IY': -0.25*I,
 'IZ': 0.25,
 'XI': 0.25,
 'XX': 0.25,
 'XY': 0.25*I,
 'XZ': -0.25,
 'YI': 0.25*I,
 'YX': -0.25*I,
 'YY': 0.25,
 'YZ': -0.25*I,
 'ZI': 0.25,
 'ZX': -0.25,
 'ZY': 0.25*I,
 'ZZ': 0.25}

from qiskit-symb.

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