Beispiel #1
0
def get_quadratic_hamiltonian(fermion_operator,
                              chemical_potential=0.,
                              n_qubits=None):
    """Convert a quadratic fermionic operator to QuadraticHamiltonian.

    This function should only be called on fermionic operators which
    consist of only a_p^\dagger a_q, a_p^\dagger a_q^\dagger, and a_p a_q
    terms.

    Returns:
       quadratic_hamiltonian: An instance of the QuadraticHamiltonian class.

    Raises:
        TypeError: Input must be a FermionOperator.
        TypeError: FermionOperator does not map to QuadraticHamiltonian.

    Warning:
        Even assuming that each creation or annihilation operator appears
        at most a constant number of times in the original operator, the
        runtime of this method is exponential in the number of qubits.
    """
    if not isinstance(fermion_operator, FermionOperator):
        raise TypeError('Input must be a FermionOperator.')

    if n_qubits is None:
        n_qubits = count_qubits(fermion_operator)
    if n_qubits < count_qubits(fermion_operator):
        raise ValueError('Invalid number of qubits specified.')

    # Normal order the terms and initialize.
    fermion_operator = normal_ordered(fermion_operator)
    constant = 0.
    combined_hermitian_part = numpy.zeros((n_qubits, n_qubits), complex)
    antisymmetric_part = numpy.zeros((n_qubits, n_qubits), complex)

    # Loop through terms and assign to matrix.
    for term in fermion_operator.terms:
        coefficient = fermion_operator.terms[term]
        # Ignore this term if the coefficient is zero
        if abs(coefficient) < EQ_TOLERANCE:
            continue

        if len(term) == 0:
            # Constant term
            constant = coefficient
        elif len(term) == 2:
            ladder_type = [operator[1] for operator in term]
            p, q = [operator[0] for operator in term]

            if ladder_type == [1, 0]:
                combined_hermitian_part[p, q] = coefficient
            elif ladder_type == [1, 1]:
                # Need to check that the corresponding [0, 0] term is present
                conjugate_term = ((p, 0), (q, 0))
                if conjugate_term not in fermion_operator.terms:
                    raise QuadraticHamiltonianError(
                        'FermionOperator does not map '
                        'to QuadraticHamiltonian (not Hermitian).')
                else:
                    matching_coefficient = -fermion_operator.terms[
                        conjugate_term].conjugate()
                    discrepancy = abs(coefficient - matching_coefficient)
                    if discrepancy > EQ_TOLERANCE:
                        raise QuadraticHamiltonianError(
                            'FermionOperator does not map '
                            'to QuadraticHamiltonian (not Hermitian).')
                antisymmetric_part[p, q] += .5 * coefficient
                antisymmetric_part[q, p] -= .5 * coefficient
            else:
                # ladder_type == [0, 0]
                # Need to check that the corresponding [1, 1] term is present
                conjugate_term = ((p, 1), (q, 1))
                if conjugate_term not in fermion_operator.terms:
                    raise QuadraticHamiltonianError(
                        'FermionOperator does not map '
                        'to QuadraticHamiltonian (not Hermitian).')
                else:
                    matching_coefficient = -fermion_operator.terms[
                        conjugate_term].conjugate()
                    discrepancy = abs(coefficient - matching_coefficient)
                    if discrepancy > EQ_TOLERANCE:
                        raise QuadraticHamiltonianError(
                            'FermionOperator does not map '
                            'to QuadraticHamiltonian (not Hermitian).')
                antisymmetric_part[p, q] -= .5 * coefficient.conjugate()
                antisymmetric_part[q, p] += .5 * coefficient.conjugate()
        else:
            # Operator contains non-quadratic terms
            raise QuadraticHamiltonianError('FermionOperator does not map '
                                            'to QuadraticHamiltonian '
                                            '(contains non-quadratic terms).')

    # Compute Hermitian part
    hermitian_part = (combined_hermitian_part +
                      chemical_potential * numpy.eye(n_qubits))

    # Check that the operator is Hermitian
    difference = hermitian_part - hermitian_part.T.conj()
    discrepancy = numpy.max(numpy.abs(difference))
    if discrepancy > EQ_TOLERANCE:
        raise QuadraticHamiltonianError(
            'FermionOperator does not map '
            'to QuadraticHamiltonian (not Hermitian).')

    # Form QuadraticHamiltonian and return.
    discrepancy = numpy.max(numpy.abs(antisymmetric_part))
    if discrepancy < EQ_TOLERANCE:
        # Hamiltonian conserves particle number
        quadratic_hamiltonian = QuadraticHamiltonian(
            constant, hermitian_part, chemical_potential=chemical_potential)
    else:
        # Hamiltonian does not conserve particle number
        quadratic_hamiltonian = QuadraticHamiltonian(constant, hermitian_part,
                                                     antisymmetric_part,
                                                     chemical_potential)

    return quadratic_hamiltonian
Beispiel #2
0
def get_quadratic_hamiltonian(fermion_operator,
                              chemical_potential=0.,
                              n_qubits=None,
                              ignore_incompatible_terms=False):
    r"""Convert a quadratic fermionic operator to QuadraticHamiltonian.

    Args:
        fermion_operator(FermionOperator): The operator to convert.
        chemical_potential(float): A chemical potential to include in
            the returned operator
        n_qubits(int): Optionally specify the total number of qubits in the
            system
        ignore_incompatible_terms(bool): This flag determines the behavior
            of this method when it encounters terms that are not quadratic
            that is, terms that are not of the form a^\dagger_p a_q.
            If set to True, this method will simply ignore those terms.
            If False, then this method will raise an error if it encounters
            such a term. The default setting is False.

    Returns:
       quadratic_hamiltonian: An instance of the QuadraticHamiltonian class.

    Raises:
        TypeError: Input must be a FermionOperator.
        TypeError: FermionOperator does not map to QuadraticHamiltonian.

    Warning:
        Even assuming that each creation or annihilation operator appears
        at most a constant number of times in the original operator, the
        runtime of this method is exponential in the number of qubits.
    """
    if not isinstance(fermion_operator, FermionOperator):
        raise TypeError('Input must be a FermionOperator.')

    if n_qubits is None:
        n_qubits = count_qubits(fermion_operator)
    if n_qubits < count_qubits(fermion_operator):
        raise ValueError('Invalid number of qubits specified.')

    # Normal order the terms and initialize.
    fermion_operator = normal_ordered(fermion_operator)
    constant = 0.
    combined_hermitian_part = numpy.zeros((n_qubits, n_qubits), complex)
    antisymmetric_part = numpy.zeros((n_qubits, n_qubits), complex)

    # Loop through terms and assign to matrix.
    for term in fermion_operator.terms:
        coefficient = fermion_operator.terms[term]
        # Ignore this term if the coefficient is zero
        if abs(coefficient) < EQ_TOLERANCE:
            continue

        if len(term) == 0:
            # Constant term
            constant = coefficient
        elif len(term) == 2:
            ladder_type = [operator[1] for operator in term]
            p, q = [operator[0] for operator in term]

            if ladder_type == [1, 0]:
                combined_hermitian_part[p, q] = coefficient
            elif ladder_type == [1, 1]:
                # Need to check that the corresponding [0, 0] term is present
                conjugate_term = ((p, 0), (q, 0))
                if conjugate_term not in fermion_operator.terms:
                    raise QuadraticHamiltonianError(
                        'FermionOperator does not map '
                        'to QuadraticHamiltonian (not Hermitian).')
                else:
                    matching_coefficient = -fermion_operator.terms[
                        conjugate_term].conjugate()
                    discrepancy = abs(coefficient - matching_coefficient)
                    if discrepancy > EQ_TOLERANCE:
                        raise QuadraticHamiltonianError(
                            'FermionOperator does not map '
                            'to QuadraticHamiltonian (not Hermitian).')
                antisymmetric_part[p, q] += .5 * coefficient
                antisymmetric_part[q, p] -= .5 * coefficient
            else:
                # ladder_type == [0, 0]
                # Need to check that the corresponding [1, 1] term is present
                conjugate_term = ((p, 1), (q, 1))
                if conjugate_term not in fermion_operator.terms:
                    raise QuadraticHamiltonianError(
                        'FermionOperator does not map '
                        'to QuadraticHamiltonian (not Hermitian).')
                else:
                    matching_coefficient = -fermion_operator.terms[
                        conjugate_term].conjugate()
                    discrepancy = abs(coefficient - matching_coefficient)
                    if discrepancy > EQ_TOLERANCE:
                        raise QuadraticHamiltonianError(
                            'FermionOperator does not map '
                            'to QuadraticHamiltonian (not Hermitian).')
                antisymmetric_part[p, q] -= .5 * coefficient.conjugate()
                antisymmetric_part[q, p] += .5 * coefficient.conjugate()
        elif not ignore_incompatible_terms:
            # Operator contains non-quadratic terms
            raise QuadraticHamiltonianError('FermionOperator does not map '
                                            'to QuadraticHamiltonian '
                                            '(contains non-quadratic terms).')

    # Compute Hermitian part
    hermitian_part = (combined_hermitian_part +
                      chemical_potential * numpy.eye(n_qubits))

    # Check that the operator is Hermitian
    if not is_hermitian(hermitian_part):
        raise QuadraticHamiltonianError(
            'FermionOperator does not map '
            'to QuadraticHamiltonian (not Hermitian).')

    # Form QuadraticHamiltonian and return.
    discrepancy = numpy.max(numpy.abs(antisymmetric_part))
    if discrepancy < EQ_TOLERANCE:
        # Hamiltonian conserves particle number
        quadratic_hamiltonian = QuadraticHamiltonian(
            hermitian_part,
            constant=constant,
            chemical_potential=chemical_potential)
    else:
        # Hamiltonian does not conserve particle number
        quadratic_hamiltonian = QuadraticHamiltonian(hermitian_part,
                                                     antisymmetric_part,
                                                     constant,
                                                     chemical_potential)

    return quadratic_hamiltonian