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Move all Pauli measurements to the front before Pauli presimulation (#…
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…209)

This commit adds a method `move_pauli_measurements_to_the_front` that applies
exchange rules to move all Pauli measurements to the front of a
pattern.  This allows all the Pauli measurements to be presimulated,
even if their initial domains depend on other measurements.

On random circuits of 10 qubits (depth 10), number of remaining nodes
after Pauli presimulation is reduced by a factor of 4 in average, and
the time spent on state vector simulation is reduced by a factor
75 (including the time for Pauli presimulation).
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thierry-martinez authored Sep 15, 2024
1 parent f534634 commit b58111a
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Showing 2 changed files with 112 additions and 4 deletions.
95 changes: 93 additions & 2 deletions graphix/pattern.py
Original file line number Diff line number Diff line change
Expand Up @@ -1416,12 +1416,30 @@ def run_pattern(self, backend, **kwargs):
result = exe.run()
return result

def perform_pauli_measurements(self, leave_input=False, use_rustworkx=False):
def perform_pauli_measurements(
self, leave_input: bool = False, use_rustworkx: bool = False, ignore_pauli_with_deps: bool = False
) -> None:
"""Perform Pauli measurements in the pattern using efficient stabilizer simulator.
Parameters
----------
leave_input : bool
Optional (`False` by default).
If `True`, measurements on input nodes are preserved as-is in the pattern.
use_rustworkx : bool
Optional (`False` by default).
If `True`, `rustworkx` is used for fast graph processing.
If `False`, `networkx` is used.
ignore_pauli_with_deps : bool
Optional (`False` by default).
If `True`, Pauli measurements with domains depending on other measures are preserved as-is in the pattern.
If `False`, all Pauli measurements are preprocessed. Formally, measurements are swapped so that all Pauli measurements are applied first, and domains are updated accordingly.
.. seealso:: :func:`measure_pauli`
"""
if not ignore_pauli_with_deps:
self.move_pauli_measurements_to_the_front()
measure_pauli(self, leave_input, copy=False, use_rustworkx=use_rustworkx)

def draw_graph(
Expand Down Expand Up @@ -1521,14 +1539,87 @@ def to_qasm3(self, filename):
def copy(self) -> Pattern:
"""Return a copy of the pattern."""
result = self.__new__(self.__class__)
result.__seq = [cmd.model_copy() for cmd in self.__seq]
result.__seq = [cmd.model_copy(deep=True) for cmd in self.__seq]
result.__input_nodes = self.__input_nodes.copy()
result.__output_nodes = self.__output_nodes.copy()
result.__n_node = self.__n_node
result._pauli_preprocessed = self._pauli_preprocessed
result.results = self.results.copy()
return result

def move_pauli_measurements_to_the_front(self, leave_nodes: set[int] | None = None) -> None:
"""Move all the Pauli measurements to the front of the sequence (except nodes in `leave_nodes`)."""
if leave_nodes is None:
leave_nodes = set()
self.standardize()
pauli_nodes = {}
shift_domains = {}

def expand_domain(domain: set[int]) -> None:
for node in domain & shift_domains.keys():
domain ^= shift_domains[node]

for cmd in self:
if cmd.kind == CommandKind.X or cmd.kind == CommandKind.Z:
expand_domain(cmd.domain)
if cmd.kind == CommandKind.M:
expand_domain(cmd.s_domain)
expand_domain(cmd.t_domain)
pm = PauliMeasurement.try_from(
cmd.plane, cmd.angle
) # None returned if the measurement is not in Pauli basis
if pm is not None and cmd.node not in leave_nodes:
if pm.axis == Axis.X:
# M^X X^s Z^t = M^{XY,0} X^s Z^t
# = M^{XY,(-1)^s·0+tπ}
# = S^t M^X
# M^{-X} X^s Z^t = M^{XY,π} X^s Z^t
# = M^{XY,(-1)^s·π+tπ}
# = S^t M^{-X}
shift_domains[cmd.node] = cmd.t_domain
elif pm.axis == Axis.Y:
# M^Y X^s Z^t = M^{XY,π/2} X^s Z^t
# = M^{XY,(-1)^s·π/2+tπ}
# = M^{XY,π/2+(s+t)π} (since -π/2 = π/2 - π ≡ π/2 + π (mod 2π))
# = S^{s+t} M^Y
# M^{-Y} X^s Z^t = M^{XY,-π/2} X^s Z^t
# = M^{XY,(-1)^s·(-π/2)+tπ}
# = M^{XY,-π/2+(s+t)π} (since π/2 = -π/2 + π)
# = S^{s+t} M^{-Y}
shift_domains[cmd.node] = cmd.s_domain ^ cmd.t_domain
elif pm.axis == Axis.Z:
# M^Z X^s Z^t = M^{XZ,0} X^s Z^t
# = M^{XZ,(-1)^t((-1)^s·0+sπ)}
# = M^{XZ,(-1)^t·sπ}
# = M^{XZ,sπ} (since (-1)^t·π ≡ π (mod 2π))
# = S^s M^Z
# M^{-Z} X^s Z^t = M^{XZ,π} X^s Z^t
# = M^{XZ,(-1)^t((-1)^s·π+sπ)}
# = M^{XZ,(s+1)π}
# = S^s M^{-Z}
shift_domains[cmd.node] = cmd.s_domain
else:
typing_extensions.assert_never(pm.axis)
cmd.s_domain = set()
cmd.t_domain = set()
pauli_nodes[cmd.node] = cmd

# Create a new sequence with all Pauli nodes to the front
new_seq = []
pauli_nodes_inserted = False
for cmd in self:
if cmd.kind == CommandKind.M:
if cmd.node not in pauli_nodes:
if not pauli_nodes_inserted:
new_seq.extend(pauli_nodes.values())
pauli_nodes_inserted = True
new_seq.append(cmd)
else:
new_seq.append(cmd)
if not pauli_nodes_inserted:
new_seq.extend(pauli_nodes.values())
self.__seq = new_seq


class CommandNode:
"""A node decorated with a distributed command sequence.
Expand Down
21 changes: 19 additions & 2 deletions tests/test_pattern.py
Original file line number Diff line number Diff line change
Expand Up @@ -11,9 +11,9 @@
from numpy.random import PCG64, Generator

from graphix import clifford
from graphix.command import C, E, M, N, X, Z
from graphix.command import C, CommandKind, E, M, N, X, Z
from graphix.pattern import CommandNode, Pattern, shift_outcomes
from graphix.pauli import Plane
from graphix.pauli import PauliMeasurement, Plane
from graphix.random_objects import rand_circuit, rand_gate
from graphix.sim.density_matrix import DensityMatrix
from graphix.simulator import PatternSimulator
Expand Down Expand Up @@ -172,6 +172,23 @@ def test_pauli_measurement_random_circuit(
state_mbqc = pattern.simulate_pattern(backend, rng=rng)
assert compare_backend_result_with_statevec(backend, state_mbqc, state) == pytest.approx(1)

@pytest.mark.parametrize("jumps", range(1, 11))
@pytest.mark.parametrize("ignore_pauli_with_deps", (False, True))
def test_pauli_measurement_random_circuit_all_paulis(
self, fx_bg: PCG64, jumps: int, ignore_pauli_with_deps: bool, use_rustworkx: bool = True
) -> None:
rng = Generator(fx_bg.jumped(jumps))
nqubits = 3
depth = 3
circuit = rand_circuit(nqubits, depth, rng)
pattern = circuit.transpile().pattern
pattern.standardize(method="global")
pattern.shift_signals(method="global")
pattern.perform_pauli_measurements(use_rustworkx=use_rustworkx, ignore_pauli_with_deps=ignore_pauli_with_deps)
assert ignore_pauli_with_deps or not any(
PauliMeasurement.try_from(cmd.plane, cmd.angle) for cmd in pattern if cmd.kind == CommandKind.M
)

@pytest.mark.parametrize("plane", Plane)
@pytest.mark.parametrize("angle", [0.0, 0.5, 1.0, 1.5])
def test_pauli_measurement_single(self, plane: Plane, angle: float, use_rustworkx: bool = True) -> None:
Expand Down

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