qiskit-aer/test/terra/reference/ref_pauli_noise.py

289 lines
8.9 KiB
Python

# This code is part of Qiskit.
#
# (C) Copyright IBM 2018, 2019.
#
# This code is licensed under the Apache License, Version 2.0. You may
# obtain a copy of this license in the LICENSE.txt file in the root directory
# of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.
#
# Any modifications or derivative works of this code must retain this
# copyright notice, and modified files need to carry a notice indicating
# that they have been altered from the originals.
"""
AerSimulator readout error NoiseModel integration tests
"""
from test.terra.utils.utils import list2dict
from qiskit import QuantumRegister, ClassicalRegister, QuantumCircuit
from qiskit_aer.noise import NoiseModel
from qiskit_aer.noise.errors import QuantumError, PauliError
from qiskit_aer.noise.errors.standard_errors import pauli_error
# ==========================================================================
# Pauli Gate Errors
# ==========================================================================
def _pauli_error(noise_ops, qerror_cls=QuantumError):
"""For checking compatibility with `PauliError` or `pauli_error`"""
if qerror_cls == QuantumError:
return pauli_error(noise_ops)
if qerror_cls == PauliError:
return PauliError(*list(zip(*noise_ops)))
raise TypeError("Invalid Pauli channel quantum error type")
def pauli_gate_error_circuits():
"""Local Pauli gate error noise model circuits"""
circuits = []
qr = QuantumRegister(2, "qr")
cr = ClassicalRegister(2, "cr")
# 100% all-qubit Pauli error on "id" gate
circuit = QuantumCircuit(qr, cr)
circuit.id(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 25% all-qubit Pauli error on "id" gates
circuit = QuantumCircuit(qr, cr)
circuit.id(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 100% Pauli error on "id" gates on qubit-1
circuit = QuantumCircuit(qr, cr)
circuit.id(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 25% all-qubit Pauli error on "id" gates on qubit-0
circuit = QuantumCircuit(qr, cr)
circuit.id(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 50% Pauli error on conditional gate that doesn't get applied
circuit = QuantumCircuit(qr, cr)
circuit.x(qr).c_if(cr, 1)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 50% Pauli error on conditional gate that does get applied
circuit = QuantumCircuit(qr, cr)
circuit.x(qr).c_if(cr, 0)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
return circuits
def pauli_gate_error_noise_models(qerror_cls=QuantumError):
"""Local Pauli gate error noise models"""
noise_models = []
# 100% all-qubit Pauli error on "id" gates
error = _pauli_error([("X", 1)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "id")
noise_models.append(noise_model)
# 25% all-qubit Pauli error on "id" gates
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "id")
noise_models.append(noise_model)
# 100% Pauli error on "id" gates on qubit-1
error = _pauli_error([("X", 1)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_quantum_error(error, "id", [1])
noise_models.append(noise_model)
# 25% all-qubit Pauli error on "id" gates on qubit-0
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_quantum_error(error, "id", [0])
noise_models.append(noise_model)
# 50% Pauli error on conditional gate that doesn't get applied
error = _pauli_error([("X", 0.5), ("I", 0.5)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "x")
noise_models.append(noise_model)
# 50% Pauli error on conditional gate that does get applied
error = _pauli_error([("X", 0.5), ("I", 0.5)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "x")
noise_models.append(noise_model)
return noise_models
def pauli_gate_error_counts(shots, hex_counts=True):
"""Pauli gate error circuits reference counts"""
counts_lists = []
# 100% all-qubit Pauli error on "id" gates
counts = [0, 0, 0, shots]
counts_lists.append(counts)
# 25% all-qubit Pauli error on "id" gates
counts = [9 * shots / 16, 3 * shots / 16, 3 * shots / 16, shots / 16]
counts_lists.append(counts)
# 100% Pauli error on "id" gates on qubit-1
counts = [0, 0, shots, 0]
counts_lists.append(counts)
# 25% all-qubit Pauli error on "id" gates on qubit-0
counts = [3 * shots / 4, shots / 4, 0, 0]
counts_lists.append(counts)
# 50% Pauli error on conditional gate that doesn't get applied
counts = [shots, 0, 0, 0]
counts_lists.append(counts)
# 50% Pauli error on conditional gate that does get applied
counts = 4 * [shots / 4]
counts_lists.append(counts)
return [list2dict(i, hex_counts) for i in counts_lists]
# ==========================================================================
# Pauli Measure Errors
# ==========================================================================
def pauli_measure_error_circuits():
"""Local Pauli measure error noise model circuits"""
circuits = []
qr = QuantumRegister(2, "qr")
cr = ClassicalRegister(2, "cr")
# 25% all-qubit Pauli error on measure
circuit = QuantumCircuit(qr, cr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 25% local Pauli error on measure of qubit 1
circuit = QuantumCircuit(qr, cr)
circuit.measure(qr, cr)
circuits.append(circuit)
return circuits
def pauli_measure_error_noise_models(qerror_cls=QuantumError):
"""Local Pauli measure error noise models"""
noise_models = []
# 25% all-qubit Pauli error on measure
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "measure")
noise_models.append(noise_model)
# 25% local Pauli error on measure of qubit 1
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_quantum_error(error, "measure", [1])
noise_models.append(noise_model)
return noise_models
def pauli_measure_error_counts(shots, hex_counts=True):
"""Local Pauli measure error circuits reference counts"""
counts_lists = []
# 25% all-qubit Pauli error on measure
counts = [9 * shots / 16, 3 * shots / 16, 3 * shots / 16, shots / 16]
counts_lists.append(counts)
# 25% local Pauli error on measure of qubit 1
counts = [3 * shots / 4, 0, shots / 4, 0]
counts_lists.append(counts)
# Convert to counts dict
return [list2dict(i, hex_counts) for i in counts_lists]
# ==========================================================================
# Pauli Reset Errors
# ==========================================================================
def pauli_reset_error_circuits():
"""Local Pauli reset error noise model circuits"""
circuits = []
qr = QuantumRegister(2, "qr")
cr = ClassicalRegister(2, "cr")
# 25% all-qubit Pauli error on reset
circuit = QuantumCircuit(qr, cr)
circuit.barrier(qr)
circuit.reset(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
# 25% local Pauli error on reset of qubit 1
circuit = QuantumCircuit(qr, cr)
circuit.barrier(qr)
circuit.reset(qr)
circuit.barrier(qr)
circuit.measure(qr, cr)
circuits.append(circuit)
return circuits
def pauli_reset_error_noise_models(qerror_cls=QuantumError):
"""Local Pauli reset error noise models"""
noise_models = []
# 25% all-qubit Pauli error on reset
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_all_qubit_quantum_error(error, "reset")
noise_models.append(noise_model)
# 25% local Pauli error on reset of qubit 1
error = _pauli_error([("X", 0.25), ("I", 0.75)], qerror_cls=qerror_cls)
noise_model = NoiseModel()
noise_model.add_quantum_error(error, "reset", [1])
noise_models.append(noise_model)
return noise_models
def pauli_reset_error_counts(shots, hex_counts=True):
"""Local Pauli reset error circuits reference counts"""
counts_lists = []
# 25% all-qubit Pauli error on reset
counts = [9 * shots / 16, 3 * shots / 16, 3 * shots / 16, shots / 16]
counts_lists.append(counts)
# 25% local Pauli error on reset of qubit 1
counts = [3 * shots / 4, 0, shots / 4, 0]
counts_lists.append(counts)
# Convert to counts dict
return [list2dict(i, hex_counts) for i in counts_lists]