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Fermionic Excitation Implementation #350

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128 changes: 122 additions & 6 deletions src/tequila/quantumchemistry/chemistry_tools.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,12 +2,12 @@
import typing
import warnings
from dataclasses import dataclass

from copy import deepcopy
from numbers import Real
import numpy

from tequila import BitString, QCircuit, TequilaException
from tequila import BitString, QCircuit, TequilaException,Variable,compile_circuit
from tequila.circuit import gates

try:
from openfermion.ops.representations import get_active_space_integrals # needs openfermion 1.3
except ImportError as E:
Expand Down Expand Up @@ -50,16 +50,132 @@ def __init__(self, generator, p0, transformation, indices=None, *args, **kwargs)
self._name = "FermionicExcitation"
self.transformation = transformation
self.indices = indices

if not hasattr(indices[0],"__len__"):
self.indices = [(indices[2 * i], indices[2 * i+1]) for i in range(len(indices) // 2)]
self.sign = self.format_excitation_variables(self.indices)
self.indices = self.format_excitation_indices(self.indices)
def compile(self, *args, **kwargs):
if self.is_convertable_to_qubit_excitation():
target = []
for x in self.indices:
for y in x:
target.append(y)
return gates.QubitExcitation(target=target, angle=-self.parameter, control=self.control)
return gates.QubitExcitation(target=target, angle=self.parameter, control=self.control)
else:
if self.transformation.lower().strip("_") == "jordanwigner":
return self.fermionic_excitation(angle=self.sign*self.parameter, indices=self.indices, control=self.control,opt=False)
else:
return gates.Trotterized(generator=self.generator, control=self.control, angle=self.parameter, steps=1)
def format_excitation_indices(self, idx):
"""
Consistent formatting of excitation indices
idx = [(p0,q0),(p1,q1),...,(pn,qn)]
sorted as: p0<p1<pn and pi<qi
:param idx: list of index tuples describing a single(!) fermionic excitation
:return: list of index tuples
"""

idx = [tuple(sorted(x)) for x in idx]
idx = sorted(idx, key=lambda x: x[0])
return list(idx)
def format_excitation_variables(self, idx):
"""
Consistent formatting of excitation variable
idx = [(p0,q0),(p1,q1),...,(pn,qn)]
sorted as: pi<qi and p0 < p1 < p2
:param idx: list of index tuples describing a single(!) fermionic excitation
:return: sign of the variable with re-ordered indices
"""
sig = 1
for pair in idx:
if pair[1]>pair[0]:
sig *= -1
for pair in range(len(idx)-1):
if idx[pair+1][0]>idx[pair][0]:
sig *= -1
return sig
def cCRy(self, target: int, dcontrol: typing.Union[list, int], control: typing.Union[list, int],
angle: typing.Union[Real, Variable, typing.Hashable], case: int = 1) -> QCircuit:
'''
Compilation of CRy as on https://doi.org/10.1103/PhysRevA.102.062612
If not control passed, Ry returned
Parameters
----------
case: if 1 employs eq. 12 from the paper, if 0 eq. 13
'''
if control is not None and not len(control):
control = None
if isinstance(dcontrol, int):
dcontrol = [dcontrol]
if not len(dcontrol):
return compile_circuit(gates.Ry(angle=angle, target=target, control=control))
else:
return gates.Trotterized(generator=self.generator, control=self.control, angle=self.parameter, steps=1)
if isinstance(angle, str):
angle = Variable(angle)
U = QCircuit()
aux = dcontrol[0]
ctr = deepcopy(dcontrol)
ctr.pop(0)
if case:
U += self.cCRy(target=target, dcontrol=ctr, angle=angle / 2, case=1, control=control) + gates.H(
aux) + gates.CNOT(target, aux)
U += self.cCRy(target=target, dcontrol=ctr, angle=-angle / 2, case=0, control=control) + gates.CNOT(
target, aux) + gates.H(aux)
else:
U += gates.H(aux) + gates.CNOT(target, aux) + self.cCRy(target=target, dcontrol=ctr, angle=-angle / 2,
case=0, control=control)
U += gates.CNOT(target, aux) + gates.H(aux) + self.cCRy(target=target, dcontrol=ctr, angle=angle / 2,
case=1, control=control)
return U

def fermionic_excitation(self, angle: typing.Union[Real, Variable, typing.Hashable], indices: typing.List,
control: typing.Union[int, typing.List] = None, opt: bool = True) -> QCircuit:
'''
Excitation [(i,j),(k,l)],... compiled following https://doi.org/10.1103/PhysRevA.102.062612
opt: whether to optimized CNOT H CNOT --> Rz Rz CNOT Rz
'''
lto = []
lfrom = []
if isinstance(indices,tuple) and not hasattr(indices[0],"__len__"):
indices = [(indices[2 * i], indices[2 * i + 1]) for i in range(len(indices) // 2)]
for pair in indices:
lfrom.append(pair[0])
lto.append(pair[1])
Upair = QCircuit()
if isinstance(angle, str) or isinstance(angle, tuple):
angle = Variable(angle)
for i in range(len(lfrom) - 1):
Upair += gates.CNOT(lfrom[i + 1], lfrom[i])
Upair += gates.CNOT(lto[i + 1], lto[i])
Upair += gates.X(lto[i]) + gates.X(lfrom[i])
Upair += gates.CNOT(lto[-1], lfrom[-1])
crt = lfrom[::-1] + lto
Uladder = QCircuit()
pairs = lfrom + lto
pairs.sort()
orbs = []
for o in range(len(pairs) // 2):
orbs += [*range(pairs[2 * o] + 1, pairs[2 * o + 1])]
if len(orbs):
for o in range(len(orbs) - 1):
Uladder += gates.CNOT(orbs[o], orbs[o + 1])
Uladder += compile_circuit(gates.CZ(orbs[-1], lto[-1]))
crt.pop(-1)
if control is not None and (isinstance(control, int) or len(control) == 1):
if isinstance(control, int):
crt.append(control)
else:
crt = crt + control
control = []
Ur = self.cCRy(target=lto[-1], dcontrol=crt, angle=angle, control=control)
Upair2 = Upair.dagger()
if opt:
Ur.gates.pop(-1)
Ur.gates.pop(-1)
Upair2.gates.pop(0)
Ur += gates.Rz(numpy.pi / 2, target=lto[-1]) + gates.Rz(-numpy.pi / 2, target=lfrom[-1])
Ur += gates.CNOT(lto[-1], lfrom[-1]) + gates.Rz(numpy.pi / 2, target=lfrom[-1]) + gates.H(lfrom[-1])
return Upair + Uladder + Ur + Uladder.dagger() + Upair2

def __str(self):
if self.indices is not None:
Expand Down
8 changes: 6 additions & 2 deletions src/tequila/quantumchemistry/qc_base.py
Original file line number Diff line number Diff line change
Expand Up @@ -441,10 +441,14 @@ def make_excitation_gate(self, indices, angle, control=None, assume_real=True, *

generator = self.make_excitation_generator(indices=indices, remove_constant_term=control is None)
p0 = self.make_excitation_generator(indices=indices, form="P0", remove_constant_term=control is None)

if self.transformation.up_then_down:
idx = []
for pair in indices:
idx.append((pair[0]//2+(pair[0]%2)*self.n_orbitals,pair[1]//2+(pair[1]%2)*self.n_orbitals))
else:idx = indices
return QCircuit.wrap_gate(
FermionicGateImpl(angle=angle, generator=generator, p0=p0,
transformation=type(self.transformation).__name__.lower(), indices=indices,
transformation=type(self.transformation).__name__.lower(), indices=idx,
assume_real=assume_real,
control=control, **kwargs))

Expand Down
6 changes: 2 additions & 4 deletions tests/test_chemistry.py
Original file line number Diff line number Diff line change
Expand Up @@ -173,8 +173,6 @@ def test_ucc_singles_psi4():
def do_test_ucc(qc_interface, parameters, result, trafo, backend="qulacs"):
# check examples for comments
psi4_interface = qc_interface(parameters=parameters, transformation=trafo)

hqc = psi4_interface.make_hamiltonian()
amplitudes = psi4_interface.compute_ccsd_amplitudes()
U = psi4_interface.make_uccsd_ansatz(trotter_steps=1, initial_amplitudes=amplitudes, include_reference_ansatz=True)
variables = amplitudes.make_parameter_dictionary()
Expand Down Expand Up @@ -370,9 +368,9 @@ def test_hamiltonian_reduction(backend):

@pytest.mark.skipif(condition=not HAS_PSI4 and not HAS_PYSCF, reason="psi4/pyscf not found")
@pytest.mark.parametrize("assume_real", [True, False])
@pytest.mark.parametrize("trafo", ["jordan_wigner", "bravyi_kitaev", "tapered_bravyi_kitaev"])
@pytest.mark.parametrize("trafo", ["jordan_wigner", "bravyi_kitaev", "reordered_jordan_wigner"])
def test_fermionic_gates(assume_real, trafo):
mol = tq.chemistry.Molecule(geometry="H 0.0 0.0 0.7\nLi 0.0 0.0 0.0", basis_set="sto-3g")
mol = tq.chemistry.Molecule(geometry="H 0.0 0.0 0.7\nLi 0.0 0.0 0.0", basis_set="sto-3g",transformation=trafo)
U1 = mol.prepare_reference()
U2 = mol.prepare_reference()
variable_count = {}
Expand Down
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