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Add Google-specific variant for noise properties. (quantumlib#5082)
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This PR provides an implementation of `SuperconductingQubitsNoiseProperties` for Google hardware. Now that SQNP is an abstract type, this is a prerequisite for re-enabling calibration-to-noise tools.

This is part 3 of quantumlib#4666; part 2 was quantumlib#4964. Remaining steps include:

- Reinstatement of calibration_to_noise_properties using new types
- Reinstatement of compare_generated_noise_to_metrics using new types
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95-martin-orion authored and tonybruguier committed Apr 14, 2022
1 parent c899d37 commit 2fa04e4
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Showing 5 changed files with 434 additions and 6 deletions.
10 changes: 7 additions & 3 deletions cirq-core/cirq/devices/noise_properties.py
Original file line number Diff line number Diff line change
Expand Up @@ -22,7 +22,7 @@
import abc
from typing import Iterable, Sequence, TYPE_CHECKING, List

from cirq import _import, ops, protocols, devices
from cirq import _compat, _import, ops, protocols, devices
from cirq.devices.noise_utils import (
PHYSICAL_GATE_TAG,
)
Expand Down Expand Up @@ -54,7 +54,7 @@ def __init__(self, noise_properties: NoiseProperties) -> None:
self._noise_properties = noise_properties
self.noise_models = self._noise_properties.build_noise_models()

def virtual_predicate(self, op: 'cirq.Operation') -> bool:
def is_virtual(self, op: 'cirq.Operation') -> bool:
"""Returns True if an operation is virtual.
Device-specific subclasses should implement this method to mark any
Expand All @@ -68,6 +68,10 @@ def virtual_predicate(self, op: 'cirq.Operation') -> bool:
"""
return False

@_compat.deprecated(deadline='v0.16', fix='Use is_virtual instead.')
def virtual_predicate(self, op: 'cirq.Operation') -> bool:
return self.is_virtual(op)

def noisy_moments(
self, moments: Iterable['cirq.Moment'], system_qubits: Sequence['cirq.Qid']
) -> Sequence['cirq.OP_TREE']:
Expand All @@ -91,7 +95,7 @@ def noisy_moments(
# using `self.virtual_predicate` to determine virtuality.
new_moments = []
for moment in split_measure_moments:
virtual_ops = {op for op in moment if self.virtual_predicate(op)}
virtual_ops = {op for op in moment if self.is_virtual(op)}
physical_ops = [
op.with_tags(PHYSICAL_GATE_TAG) for op in moment if op not in virtual_ops
]
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8 changes: 8 additions & 0 deletions cirq-core/cirq/devices/noise_properties_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -60,3 +60,11 @@ def test_sample_model():
cirq.Moment(cirq.H(q0), cirq.H(q1)),
)
assert noisy_circuit == expected_circuit


def test_deprecated_virtual_predicate():
q0, q1 = cirq.LineQubit.range(2)
props = SampleNoiseProperties([q0, q1], [(q0, q1), (q1, q0)])
model = NoiseModelFromNoiseProperties(props)
with cirq.testing.assert_deprecated("Use is_virtual", deadline="v0.16"):
_ = model.virtual_predicate(cirq.X(q0))
Original file line number Diff line number Diff line change
Expand Up @@ -35,14 +35,15 @@ class SuperconductingQubitsNoiseProperties(devices.NoiseProperties, abc.ABC):
Args:
gate_times_ns: Dict[type, float] of gate types to their duration on
quantum hardware.
quantum hardware. Used with t(1|phi)_ns to specify thermal noise.
t1_ns: Dict[cirq.Qid, float] of qubits to their T_1 time, in ns.
tphi_ns: Dict[cirq.Qid, float] of qubits to their T_phi time, in ns.
readout_errors: Dict[cirq.Qid, np.ndarray] of qubits to their readout
errors in matrix form: [P(read |1> from |0>), P(read |0> from |1>)].
Used to prepend amplitude damping errors to measurements.
gate_pauli_errors: dict of noise_utils.OpIdentifiers (a gate and the qubits it
targets) to the Pauli error for that operation. Keys in this dict
must have defined qubits.
targets) to the Pauli error for that operation. Used to construct
depolarizing error. Keys in this dict must have defined qubits.
validate: If True, verifies that t1 and tphi qubits sets match, and
that all symmetric two-qubit gates have errors which are
symmetric over the qubits they affect. Defaults to True.
Expand Down
139 changes: 139 additions & 0 deletions cirq-google/cirq_google/devices/google_noise_properties.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,139 @@
# Copyright 2022 The Cirq Developers
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.


"""Class for representing noise on a Google device."""

from dataclasses import dataclass, field
from typing import Dict, List, Set, Type
import numpy as np

import cirq, cirq_google
from cirq import _compat, devices
from cirq.devices import noise_utils
from cirq.transformers.heuristic_decompositions import gate_tabulation_math_utils


SINGLE_QUBIT_GATES: Set[Type['cirq.Gate']] = {
cirq.ZPowGate,
cirq.PhasedXZGate,
cirq.MeasurementGate,
cirq.ResetChannel,
}
SYMMETRIC_TWO_QUBIT_GATES: Set[Type['cirq.Gate']] = {
cirq_google.SycamoreGate,
cirq.FSimGate,
cirq.PhasedFSimGate,
cirq.ISwapPowGate,
cirq.CZPowGate,
}
ASYMMETRIC_TWO_QUBIT_GATES: Set[Type['cirq.Gate']] = set()


@dataclass
class GoogleNoiseProperties(devices.SuperconductingQubitsNoiseProperties):
"""Noise-defining properties for a Google device.
Inherited args:
gate_times_ns: Dict[type, float] of gate types to their duration on
quantum hardware. Used with t(1|phi)_ns to specify thermal noise.
t1_ns: Dict[cirq.Qid, float] of qubits to their T_1 time, in ns.
tphi_ns: Dict[cirq.Qid, float] of qubits to their T_phi time, in ns.
readout_errors: Dict[cirq.Qid, np.ndarray] of qubits to their readout
errors in matrix form: [P(read |1> from |0>), P(read |0> from |1>)].
Used to prepend amplitude damping errors to measurements.
gate_pauli_errors: dict of noise_utils.OpIdentifiers (a gate and the qubits it
targets) to the Pauli error for that operation. Used to construct
depolarizing error. Keys in this dict must have defined qubits.
validate: If True, verifies that t1 and tphi qubits sets match, and
that all symmetric two-qubit gates have errors which are
symmetric over the qubits they affect. Defaults to True.
Additional args:
fsim_errors: Dict[noise_utils.OpIdentifier, cirq.PhasedFSimGate] of gate types
(potentially on specific qubits) to the PhasedFSim fix-up operation
for that gate. Defaults to no-op for all gates.
"""

fsim_errors: Dict[noise_utils.OpIdentifier, cirq.PhasedFSimGate] = field(default_factory=dict)

def __post_init__(self):
super().__post_init__()

# validate two qubit gate errors.
self._validate_symmetric_errors('fsim_errors')

@classmethod
def single_qubit_gates(cls) -> Set[type]:
return SINGLE_QUBIT_GATES

@classmethod
def symmetric_two_qubit_gates(cls) -> Set[type]:
return SYMMETRIC_TWO_QUBIT_GATES

@classmethod
def asymmetric_two_qubit_gates(cls) -> Set[type]:
return ASYMMETRIC_TWO_QUBIT_GATES

@_compat.cached_property
def _depolarizing_error(self) -> Dict[noise_utils.OpIdentifier, float]:
depol_errors = super()._depolarizing_error

def extract_entangling_error(match_id: noise_utils.OpIdentifier):
"""Gets the entangling error component of depol_errors[match_id]."""
unitary_err = cirq.unitary(self.fsim_errors[match_id])
fid = gate_tabulation_math_utils.unitary_entanglement_fidelity(unitary_err, np.eye(4))
return 1 - fid

# Subtract entangling angle error.
for op_id in depol_errors:
if op_id.gate_type not in self.two_qubit_gates():
continue
if op_id in self.fsim_errors:
depol_errors[op_id] -= extract_entangling_error(op_id)
continue
# Find the closest matching supertype, if one is provided.
# Gateset has similar behavior, but cannot be used here
# because depol_errors is a dict, not a set.
match_id = None
candidate_parents = [
parent_id for parent_id in self.fsim_errors if op_id.is_proper_subtype_of(parent_id)
]
for parent_id in candidate_parents:
if match_id is None or parent_id.is_proper_subtype_of(match_id):
match_id = parent_id
if match_id is not None:
depol_errors[op_id] -= extract_entangling_error(match_id)

return depol_errors

def build_noise_models(self) -> List['cirq.NoiseModel']:
"""Construct all NoiseModels associated with NoiseProperties."""
noise_models = super().build_noise_models()

# Insert entangling gate coherent errors after thermal error.
if self.fsim_errors:
fsim_ops = {op_id: gate.on(*op_id.qubits) for op_id, gate in self.fsim_errors.items()}
noise_models.insert(1, devices.InsertionNoiseModel(ops_added=fsim_ops))

return noise_models


class NoiseModelFromGoogleNoiseProperties(devices.NoiseModelFromNoiseProperties):
"""A noise model defined from noise properties of a Google device."""

def is_virtual(self, op: cirq.Operation) -> bool:
return isinstance(op.gate, cirq.ZPowGate) and cirq_google.PhysicalZTag not in op.tags

# noisy_moments is implemented by the superclass.
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