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qml.Reflection Operation #5159

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4 changes: 4 additions & 0 deletions doc/introduction/templates.rst
Original file line number Diff line number Diff line change
Expand Up @@ -211,6 +211,10 @@ Other useful templates which do not belong to the previous categories can be fou
:description: :doc:`Grover Diffusion Operator <../code/api/pennylane.GroverOperator>`
:figure: _static/templates/subroutines/grover.svg

.. gallery-item::
:description: :doc:`Reflection Operator <../code/api/pennylane.Reflection>`
:figure: _static/templates/subroutines/reflection.png

.. gallery-item::
:description: :doc:`Interferometer <../code/api/pennylane.Interferometer>`
:figure: _static/templates/subroutines/interferometer.png
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30 changes: 30 additions & 0 deletions doc/releases/changelog-dev.md
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Expand Up @@ -11,6 +11,35 @@

<h3>Improvements 🛠</h3>

* Create the `qml.Reflection` operator, useful for amplitude amplification and its variants.
[(##5159)](https://github.com/PennyLaneAI/pennylane/pull/5159)
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```python
@qml.prod
def generator(wires):
qml.Hadamard(wires=wires)

U = generator(wires=0)

dev = qml.device('default.qubit')
@qml.qnode(dev)
def circuit():

# Initialize to the state |1>
qml.PauliX(wires=0)

# Apply the reflection
qml.Reflection(U)

return qml.state()

```

```pycon
>>> circuit()
tensor([1.+6.123234e-17j, 0.-6.123234e-17j], requires_grad=True)
```

* The `molecular_hamiltonian` function calls `PySCF` directly when `method='pyscf'` is selected.
[(#5118)](https://github.com/PennyLaneAI/pennylane/pull/5118)

Expand All @@ -36,6 +65,7 @@

This release contains contributions from (in alphabetical order):

Guillermo Alonso,
Amintor Dusko
Pietropaolo Frisoni,
Soran Jahangiri,
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1 change: 1 addition & 0 deletions pennylane/templates/subroutines/__init__.py
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Expand Up @@ -39,3 +39,4 @@
from .controlled_sequence import ControlledSequence
from .trotter import TrotterProduct
from .aqft import AQFT
from .reflection import Reflection
166 changes: 166 additions & 0 deletions pennylane/templates/subroutines/reflection.py
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Original file line number Diff line number Diff line change
@@ -0,0 +1,166 @@
# Copyright 2018-2024 Xanadu Quantum Technologies Inc.

# 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

# http://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.

"""
This submodule contains the template for the Reflection operation.
"""

import numpy as np
import pennylane as qml
from pennylane.operation import Operation
from pennylane.queuing import QueuingManager


class Reflection(Operation):
r"""Apply a reflection about a state :math:`|\Psi\rangle`.

Given an operator :math:`U` such that :math:`|\Psi\rangle = U|0\rangle` and a reflection angle :math:`\alpha`,
this template creates the operation:

.. math::

R(U, \alpha) = -I + (1 - e^{i\alpha}) |\Psi\rangle \langle \Psi|

This operator is an important component of quantum algorithms such as amplitude amplification [`arXiv:quant-ph/0005055 <https://arxiv.org/abs/quant-ph/0005055>`__]
and oblivious amplitude amplification [`arXiv:1312.1414 <https://arxiv.org/abs/1312.1414>`__].
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Args:
U (Operator): the operator that prepares the state :math:`|\Psi\rangle`
alpha (float): the angle of the operator, default is :math:`\pi`
reflection_wires (Any or Iterable[Any]): subsystem of wires on which to reflect, the default is ``None`` and the reflection will be applied on the ``U`` wires

**Example**

This example shows how to apply the reflection :math:`-I + 2|+\rangle \langle +|` to the state :math:`|1\rangle`.

.. code-block::
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@qml.prod
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def generator(wires):
qml.Hadamard(wires=wires)

U = generator(wires=0)

dev = qml.device('default.qubit')
@qml.qnode(dev)
def circuit():

# Initialize to the state |1>
qml.PauliX(wires=0)

# Apply the reflection
qml.Reflection(U)

return qml.state()

>>> circuit()
tensor([1.+6.123234e-17j, 0.-6.123234e-17j], requires_grad=True)



.. details::
:title: Theory

The operator is built as follows:

.. math::

\text{R}(U, \alpha) = -I + (1 - e^{i\alpha}) |\Psi\rangle \langle \Psi| = U(-I + (1 - e^{i\alpha}) |0\rangle \langle 0|)U^{\dagger}.

The central block is obtained through a :class:`~.PhaseShift` controlled operator.

In the case of specifying the reflection wires, the operator would have the following expression.

.. math::

U(-I + (1 - e^{i\alpha}) |0\rangle^{\otimes m} \langle 0|^{\otimes m}\otimes I^{n-m})U^{\dagger},

where :math:`m` is the number of reflection wires and :math:`n` is the total number of wires.

"""

def _flatten(self):
data = (self.hyperparameters["base"], self.parameters[0])
metadata = tuple(value for key, value in self.hyperparameters.items() if key != "base")
return data, metadata

@classmethod
def _unflatten(cls, data, metadata):
U, alpha = (data[0], data[1])
return cls(U, alpha=alpha, reflection_wires=metadata[0])

def __init__(self, U, alpha=np.pi, reflection_wires=None, id=None):
self._name = "Reflection"
wires = U.wires

if reflection_wires is None:
reflection_wires = U.wires

if not set(reflection_wires).issubset(set(U.wires)):
raise ValueError("The reflection wires must be a subset of the operation wires.")

self._hyperparameters = {
"base": U,
"reflection_wires": reflection_wires,
}

super().__init__(alpha, wires=wires, id=id)

@property
def alpha(self):
"""The alpha angle for the operation."""
return self.parameters[0]

@property
def reflection_wires(self):
"""The reflection wires for the operation."""
return self.hyperparameters["reflection_wires"]

def queue(self, context=QueuingManager):
context.remove(self.hyperparameters["base"])
context.append(self)
return self

@staticmethod
def compute_decomposition(*parameters, wires=None, **hyperparameters):
alpha = parameters[0]
U = hyperparameters["base"]
reflection_wires = hyperparameters["reflection_wires"]

wires = qml.wires.Wires(reflection_wires) if reflection_wires is not None else wires

ops = []

ops.append(qml.GlobalPhase(np.pi))
ops.append(qml.adjoint(U))

if len(wires) > 1:
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ops.append(qml.PauliX(wires=wires[-1]))
ops.append(
qml.ctrl(
qml.PhaseShift(alpha, wires=wires[-1]),
control=wires[:-1],
control_values=[0] * (len(wires) - 1),
)
)
ops.append(qml.PauliX(wires=wires[-1]))
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else:
ops.append(qml.PauliX(wires=wires))
ops.append(qml.PhaseShift(alpha, wires=wires))
ops.append(qml.PauliX(wires=wires))
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ops.append(U)

return ops
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