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Bosonic logarithmic mapper (#1356)
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* Added bosonic log mapper

* Created mapper tests. Fixes in algorithm

* Added annihilation operator tests. Fixes in algo

* Added more unit tests

* Added more unit tests

* Style fixes. Added documentation

* Added release note

* CI fixes

* Further CI fixes

* Apply suggestions from code review

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>

* PR fixes

* Style fixes

* Style fix

* Some phrasing from PR review

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>

* Refactor of single qubit op mapping

* Added missing unit tests

* Added bosonic log mapper

* Created mapper tests. Fixes in algorithm

* Added annihilation operator tests. Fixes in algo

* Added more unit tests

* Added more unit tests

* Style fixes. Added documentation

* Added release note

* CI fixes

* Further CI fixes

* Apply suggestions from code review

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>

* PR fixes

* Style fixes

* Style fix

* Some phrasing from PR review

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>

* Refactor of single qubit op mapping

* Added missing unit tests

* Fixed typo

* Doc fixes from code review

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>

* Raise error instead of break statement

* Minor fix

---------

Co-authored-by: Max Rossmannek <max.rossmannek@uzh.ch>
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ftroisi and mrossinek authored Apr 18, 2024
1 parent 249d2da commit 3221b5c
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2 changes: 2 additions & 0 deletions .pylintdict
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Expand Up @@ -51,6 +51,7 @@ bergholm
berlin
bitstring
bksf
bo
bogoliubov
bohr
boltzmann
Expand Down Expand Up @@ -442,6 +443,7 @@ posteriori
pqrs
pre
prebuilt
prefactor
prepend
prepended
preprint
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3 changes: 3 additions & 0 deletions qiskit_nature/second_q/mappers/__init__.py
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Expand Up @@ -58,6 +58,7 @@
:nosignatures:
BosonicLinearMapper
BosonicLogarithmicMapper
VibrationalOp Mappers
+++++++++++++++++++++
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from .parity_mapper import ParityMapper
from .linear_mapper import LinearMapper
from .bosonic_linear_mapper import BosonicLinearMapper
from .bosonic_logarithmic_mapper import BosonicLogarithmicMapper
from .logarithmic_mapper import LogarithmicMapper
from .direct_mapper import DirectMapper
from .qubit_mapper import QubitMapper
Expand All @@ -114,6 +116,7 @@
"ParityMapper",
"LinearMapper",
"BosonicLinearMapper",
"BosonicLogarithmicMapper",
"LogarithmicMapper",
"QubitMapper",
"InterleavedQubitMapper",
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12 changes: 9 additions & 3 deletions qiskit_nature/second_q/mappers/bosonic_linear_mapper.py
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@@ -1,6 +1,6 @@
# This code is part of a Qiskit project.
#
# (C) Copyright IBM 2023.
# (C) Copyright IBM 2023, 2024.
#
# 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
Expand Down Expand Up @@ -85,7 +85,7 @@ class BosonicLinearMapper(BosonicMapper):
def _map_single(
self, second_q_op: BosonicOp, *, register_length: int | None = None
) -> SparsePauliOp:
"""Maps a :class:`~qiskit_nature.second_q.operators.SparseLabelOp` to a``SparsePauliOp``.
"""Maps a :class:`~qiskit_nature.second_q.operators.SparseLabelOp` to a ``SparsePauliOp``.
Args:
second_q_op: the ``SparseLabelOp`` to be mapped.
Expand All @@ -95,6 +95,9 @@ def _map_single(
Returns:
The qubit operator corresponding to the problem-Hamiltonian in the qubit space.
Raises:
ValueError: if any term in the bosonic operator is not in the form `+_k` or `-_k`.
"""
if register_length is None:
register_length = second_q_op.num_modes
Expand All @@ -108,7 +111,10 @@ def _map_single(
bos_op_to_pauli_op = SparsePauliOp(["I" * qubit_register_length], coeffs=[1.0])
for op, idx in terms:
if op not in ("+", "-"):
break
raise ValueError(
f"Invalid bosonic operator: `{op}_{idx}`."
"All bosonic operators must have the following shape: `+_k` or `-_k`."
)
pauli_expansion: list[SparsePauliOp] = []
# Now we are dealing with a single bosonic operator. We have to perform the linear mapper
for n_k in range(self.max_occupation):
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241 changes: 241 additions & 0 deletions qiskit_nature/second_q/mappers/bosonic_logarithmic_mapper.py
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# This code is part of a Qiskit project.
#
# (C) Copyright IBM 2024.
#
# 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.

"""The Logarithmic Mapper for Bosons."""

from __future__ import annotations
import operator
import math
import logging

from functools import reduce, lru_cache

import numpy as np

from qiskit.quantum_info import SparsePauliOp

from qiskit_nature.second_q.operators import BosonicOp
from .bosonic_mapper import BosonicMapper

logger = logging.getLogger(__name__)


class BosonicLogarithmicMapper(BosonicMapper):
"""The Logarithmic boson-to-qubit Mapper.
This mapper generates a logarithmic encoding of the Bosonic operator :math:`b_k^\\dagger, b_k` to
qubit operators (linear combinations of pauli strings).
In this logarithmic encoding the number of qubits necessary to represent a bosonic mode is
determined by the max occupation :math:`n_k^{max}` of the mode (meaning the number of states used
in the expansion of the mode, or equivalently the state at which the maximum excitation can take
place). The number of qubits is given by:
:math:`\\lceil\\log_2(n_k^{max} + 1)\\rceil`.
.. note::
A consequence of the rounding up for determining the number of required qubits is that the
actual max occupation is often larger than the one selected by the user. For example, if the
user selects :math:`n_k^{max} = 2`, then the number of required qubits is
:math:`\\lceil\\log_2(3)\\rceil = 2`. If we now compute the max occupation for 2 qubits, we
get :math:`2^2 - 1 = 3`, which is larger than the user-selected max occupation. The user should
expect that the actual max occupation is always larger than or equal to the one selected.
If the code changes the max occupation, a warning will appear in the logs.
The mode :math:`|k\\rangle` is then mapped to the occupation number vector
:math:`|0_{n_k^{max}}, 0_{n_k^{max} - 1},..., 0_{n_k + 1}, 1_{n_k}, 0_{n_k - 1},..., 0_{0_k}\\rangle`
This class implements the equation (34) and (35) of Reference [1].
.. math::
b_k^\\dagger = \\sum_{n_k = 0}^{2^{N_q}-2}\\left(\\sqrt{n_k + 1}|n+1\\rangle\\langle n|\\right)
b_k = \\sum_{n_k = 1}^{2^{N_q}-1}\\left(\\sqrt{n_k}|n-1\\rangle\\langle n|\\right)
where :math:`N_q` is the number of qubits used to represent each mode
(given by :math:`\\lceil\\log_2(n_k^{max} + 1)\\rceil`). This implementation first computes each
:math:`|n+1\\rangle\\langle n|` and :math:`|n-1\\rangle\\langle n|` in a binary representation
and then uses equation (37) from Reference [1] to map to the Pauli operators.
The length of the qubit register is:
.. code-block:: python
BosonicOp.num_modes * math.ceil(numpy.log2(BosonicLogarithmicMapper.max_occupation + 1))
Below is an example of how one can use this mapper:
.. code-block:: python
from qiskit_nature.second_q.mappers import BosonicLogarithmicMapper
from qiskit_nature.second_q.operators import BosonicOp
mapper = BosonicLogarithmicMapper(max_occupation=2)
qubit_op = mapper.map(BosonicOp({'+_0 -_0': 1}, num_modes=1))
.. note::
Since this mapper truncates the maximum occupation of a bosonic state as represented in the
qubit register, the commutation relations after the mapping differ from the standard ones.
Please refer to Section 4, equation 22 of Reference [2] for more details.
References:
[1] Bo Peng et al., Quantum Simulation of Boson-Related Hamiltonians: Techniques, Effective
Hamiltonian Construction, and Error Analysis, Arxiv https://doi.org/10.48550/arXiv.2307.06580
[2] R. Somma et al., Quantum Simulations of Physics Problems, Arxiv
https://doi.org/10.48550/arXiv.quant-ph/0304063
"""

def __init__(self, max_occupation: int) -> None:
# Compute the actual max occupation from the one selected by the user
self.number_of_qubits_per_mode: int = (
1 if max_occupation == 0 else math.ceil(np.log2(max_occupation + 1))
)
max_calculated_occupation = 2**self.number_of_qubits_per_mode - 1
if max_occupation != max_calculated_occupation:
logger.warning(
f"The user requested a max occupation of {max_occupation}, but the actual "
+ f"max occupation is {max_calculated_occupation}."
)
super().__init__(max_calculated_occupation)

@property
def number_of_qubits_per_mode(self) -> int:
"""The minimum number of qubits required to represent a bosonic mode given a max occupation."""
return self._number_of_qubits_per_mode

@number_of_qubits_per_mode.setter
def number_of_qubits_per_mode(self, num_qubits: int) -> None:
if num_qubits < 1:
raise ValueError(f"The number of qubits must be at least 1, and not {num_qubits}.")
self._number_of_qubits_per_mode: int = num_qubits

def _map_single(
self, second_q_op: BosonicOp, *, register_length: int | None = None
) -> SparsePauliOp:
"""Maps a :class:`~qiskit_nature.second_q.operators.SparseLabelOp` to a ``SparsePauliOp``.
Args:
second_q_op: the ``SparseLabelOp`` to be mapped.
register_length: when provided, this will be used to overwrite the ``register_length``
attribute of the operator being mapped. This is possible because the
``register_length`` is considered a lower bound in a ``SparseLabelOp``.
Returns:
The qubit operator corresponding to the problem-Hamiltonian in the qubit space.
Raises:
ValueError: if any term in the bosonic operator is not in the form `+_k` or `-_k`.
"""
if register_length is None:
register_length = second_q_op.num_modes

# The actual register length is the number of qubits per mode times the number of modes
qubit_register_length: int = register_length * self.number_of_qubits_per_mode
# Create a Pauli operator, which we will fill in this method
pauli_op: list[SparsePauliOp] = []
# Then we loop over all the terms of the bosonic operator
for terms, coeff in second_q_op.terms():
# Then loop over each term (terms -> List[Tuple[string, int]])
bos_op_to_pauli_op = SparsePauliOp(["I" * qubit_register_length], coeffs=[1.0])
# Loop over the operators in the term
for op, idx in terms:
if op not in ("+", "-"):
raise ValueError(
f"Invalid bosonic operator: `{op}_{idx}`."
"All bosonic operators must have the following shape: `+_k` or `-_k`."
)
pauli_expansion: list[SparsePauliOp] = []
# Define the index of the mode in the qubit register
mode_index_in_register: int = idx * self.number_of_qubits_per_mode
# Now we start mapping the operator. First, define the range of the sum
terms_range = (
range(2**self.number_of_qubits_per_mode - 1)
if op == "+"
else range(1, 2**self.number_of_qubits_per_mode)
)
for n in terms_range:
# In each iteration we deal with a term of the form sqrt(n+1)*|n+1><n| or
# sqrt(n)*|n-1><n|. The initial and final states are represented in binary.
# Define the prefactor and the initial and final states (which results from the
# action of the operator). They vary depending on the operator
prefactor = np.sqrt(n + 1) if op == "+" else np.sqrt(n)
final_state: str = (
f"{(n + 1):0{self.number_of_qubits_per_mode}b}"
if op == "+"
else f"{(n - 1):0{self.number_of_qubits_per_mode}b}"
)
init_state: str = f"{n:0{self.number_of_qubits_per_mode}b}"
# Now build the Pauli operators
single_mapped_term = SparsePauliOp(["I" * qubit_register_length], coeffs=[1.0])
# pylint: disable=consider-using-enumerate
for j in range(len(init_state)):
# We need to comply to the little endian notation of qiskit.
# For the binary string representation of the state, the first element is the
# most significant bit. Thus, it needs to be put to the end of the mode in the
# qubit register.
i: int = len(init_state) - j - 1
# Get the Pauli operator for the single qubit of the term we are mapping and
# compose it with the already mapped ones
single_mapped_term = single_mapped_term.compose(
self._get_single_qubit_pauli_matrix(
mode_index_in_register + i,
qubit_register_length,
final_state[j] + init_state[j],
)
)
pauli_expansion.append(prefactor * single_mapped_term)
# Add the Pauli expansion for a single n_k to map of the bosonic operator
bos_op_to_pauli_op = reduce(operator.add, pauli_expansion).compose(
bos_op_to_pauli_op
)
# Add the map of the single boson op (e.g. +_0) to the map of the full bosonic operator
pauli_op.append(coeff * reduce(operator.add, bos_op_to_pauli_op.simplify()))
# return the lookup table for the transformed XYZI operators
return reduce(operator.add, pauli_op)

@lru_cache(maxsize=32)
def _get_single_qubit_pauli_matrix(
self, qubit_idx: int, register_length: int, qubit_operator: str
) -> SparsePauliOp:
"""This method builds the Qiskit Pauli operators of one of the operators:
I_+ = I + Z, I_- = I - Z, S_+ = X + iY and S_- = X - iY.
Args:
qubit_idx: the register index of the qubit on which the operator is acting.
register_length: the length of the qubit register.\n
qubit_operator: the operator to be mapped. Possible values are:
- '00', which corresponds to '|0><0|' or 'I+'
- '11', which corresponds to '|1><1|' or 'I-'
- '01', which corresponds to '|0><1|' or 'S+'
- '10', which corresponds to '|1><0|' or 'S-'
Returns:
A SparsePauliOp representing the Pauli operator.
"""
if qubit_operator == "00": # I+
return SparsePauliOp.from_sparse_list(
[("", [], 0.5), ("Z", [qubit_idx], 0.5)], num_qubits=register_length
)
if qubit_operator == "11": # I-
return SparsePauliOp.from_sparse_list(
[("", [], 0.5), ("Z", [qubit_idx], -0.5)], num_qubits=register_length
)
if qubit_operator == "01": # S+
return SparsePauliOp.from_sparse_list(
[("X", [qubit_idx], 0.5), ("Y", [qubit_idx], 0.5j)], num_qubits=register_length
)
if qubit_operator == "10": # S-
return SparsePauliOp.from_sparse_list(
[("X", [qubit_idx], 0.5), ("Y", [qubit_idx], -0.5j)], num_qubits=register_length
)
raise ValueError(
f"Invalid operator {qubit_operator}. Possible values are '00', '11', '01' and '10'."
)
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---
features:
- |
This release introduces a new mapper for the :class:`.BosonicOp`, the :class:`.BosonicLogarithmicMapper`.
It is more efficient both in terms of the number of qubits required and, for some operations, in the number of Pauli strings generated due
to the binary encoding of the bosonic operator. For other operations, such as the hopping term
:math:`b^\dagger_i b_j`, the number of Pauli strings generated is bigger than the linear mapper.
This mapper is based on this `paper <https://doi.org/10.48550/arXiv.2307.06580>`_.
Below is an example of how one can use this mapper, assuming the existence of some :class:`.BosonicOp` instance called ``bos_op``:
.. code-block:: python
from qiskit_nature.second_q.mappers import BosonicLogarithmicMapper
mapper = BosonicLogarithmicMapper(max_occupation=2)
qubit_op = mapper.map(bos_op)
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