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z_feature_map.py
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z_feature_map.py
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# -*- coding: utf-8 -*-
# This code is part of Qiskit.
#
# (C) Copyright IBM 2017, 2020.
#
# 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.
"""Create a new first-order Pauli-Z expansion circuit."""
from typing import Callable, Optional
import numpy as np
from .pauli_feature_map import PauliFeatureMap
class ZFeatureMap(PauliFeatureMap):
"""The first order Pauli Z-evolution circuit.
On 3 qubits and with 2 repetitions the circuit is represented by:
.. parsed-literal::
┌───┐┌──────────────┐┌───┐┌──────────────┐
┤ H ├┤ U1(2.0*x[0]) ├┤ H ├┤ U1(2.0*x[0]) ├
├───┤├──────────────┤├───┤├──────────────┤
┤ H ├┤ U1(2.0*x[1]) ├┤ H ├┤ U1(2.0*x[1]) ├
├───┤├──────────────┤├───┤├──────────────┤
┤ H ├┤ U1(2.0*x[2]) ├┤ H ├┤ U1(2.0*x[2]) ├
└───┘└──────────────┘└───┘└──────────────┘
This is a sub-class of :class:`~qiskit.circuit.library.PauliFeatureMap` where the Pauli
strings are fixed as `['Z']`. As a result the first order expansion will be a circuit without
entangling gates.
Examples:
>>> prep = ZFeatureMap(3, reps=3, insert_barriers=True)
>>> print(prep)
┌───┐ ░ ┌──────────────┐ ░ ┌───┐ ░ ┌──────────────┐ ░ ┌───┐ ░ ┌──────────────┐
q_0: ┤ H ├─░─┤ U1(2.0*x[0]) ├─░─┤ H ├─░─┤ U1(2.0*x[0]) ├─░─┤ H ├─░─┤ U1(2.0*x[0]) ├
├───┤ ░ ├──────────────┤ ░ ├───┤ ░ ├──────────────┤ ░ ├───┤ ░ ├──────────────┤
q_1: ┤ H ├─░─┤ U1(2.0*x[1]) ├─░─┤ H ├─░─┤ U1(2.0*x[1]) ├─░─┤ H ├─░─┤ U1(2.0*x[1]) ├
├───┤ ░ ├──────────────┤ ░ ├───┤ ░ ├──────────────┤ ░ ├───┤ ░ ├──────────────┤
q_2: ┤ H ├─░─┤ U1(2.0*x[2]) ├─░─┤ H ├─░─┤ U1(2.0*x[2]) ├─░─┤ H ├─░─┤ U1(2.0*x[2]) ├
└───┘ ░ └──────────────┘ ░ └───┘ ░ └──────────────┘ ░ └───┘ ░ └──────────────┘
>>> data_map = lambda x: x[0]*x[0] + 1 # note: input is an array
>>> prep = ZFeatureMap(3, reps=1, data_map_func=data_map)
>>> print(prep)
┌───┐┌───────────────────────┐
q_0: ┤ H ├┤ U1(2.0*x[0]**2 + 2.0) ├
├───┤├───────────────────────┤
q_1: ┤ H ├┤ U1(2.0*x[1]**2 + 2.0) ├
├───┤├───────────────────────┤
q_2: ┤ H ├┤ U1(2.0*x[2]**2 + 2.0) ├
└───┘└───────────────────────┘
>>> classifier = ZFeatureMap(3, reps=1) + RY(3, reps=1)
>>> print(classifier)
┌───┐┌──────────────┐┌──────────┐ ┌──────────┐
q_0: ┤ H ├┤ U1(2.0*x[0]) ├┤ RY(θ[0]) ├─■──■─┤ RY(θ[3]) ├────────────
├───┤├──────────────┤├──────────┤ │ │ └──────────┘┌──────────┐
q_1: ┤ H ├┤ U1(2.0*x[1]) ├┤ RY(θ[1]) ├─■──┼──────■──────┤ RY(θ[4]) ├
├───┤├──────────────┤├──────────┤ │ │ ├──────────┤
q_2: ┤ H ├┤ U1(2.0*x[2]) ├┤ RY(θ[2]) ├────■──────■──────┤ RY(θ[5]) ├
└───┘└──────────────┘└──────────┘ └──────────┘
"""
def __init__(self,
feature_dimension: int,
reps: int = 2,
data_map_func: Optional[Callable[[np.ndarray], float]] = None,
insert_barriers: bool = False,
) -> None:
"""Create a new first-order Pauli-Z expansion circuit.
Args:
feature_dimension: The number of features
reps: The number of repeated circuits. Defaults to 2, has a minimum value of 1.
data_map_func: A mapping function for data x which can be supplied to override the
default mapping from :meth:`self_product`.
insert_barriers: If True, barriers are inserted in between the evolution instructions
and hadamard layers.
"""
super().__init__(feature_dimension=feature_dimension,
paulis=['Z'],
reps=reps,
data_map_func=data_map_func,
insert_barriers=insert_barriers)