1.7K Star 2.7K Fork 4.1K

GVPMindSpore/mindquantum

加入 Gitee
与超过 1200万 开发者一起发现、参与优秀开源项目,私有仓库也完全免费 :)
免费加入
文件
克隆/下载
strongly_entangling.py 6.38 KB
一键复制 编辑 原始数据 按行查看 历史
donghufeng 提交于 2024-01-09 11:38 . fix docing
# Copyright 2021 Huawei Technologies Co., Ltd
#
# 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.
# ============================================================================
"""Strongly entangling ansatz."""
from mindquantum.core.circuit import Circuit, add_prefix, add_suffix
from mindquantum.core.gates import BasicGate
from mindquantum.core.gates.basicgate import U3
from mindquantum.utils.type_value_check import (
_check_input_type,
_check_int_type,
_check_value_should_not_less,
)
from .._ansatz import Ansatz
class StronglyEntangling(Ansatz): # pylint: disable=too-few-public-methods
r"""
Strongly entangling ansatz.
Please refers `Circuit-centric quantum classifiers <https://arxiv.org/pdf/1804.00633.pdf>`_.
Args:
n_qubits (int): number of qubit that this ansatz act on.
depth (int): the depth of ansatz.
entangle_gate (BasicGate): a quantum gate to generate entanglement. If a single
qubit gate is given, a control qubit will add, if a two qubits gate is given,
the two qubits gate will act on different qubits.
prefix (str): The prefix of parameters. Default: ``''``.
suffix (str): The suffix of parameters. Default: ``''``.
Examples:
>>> from mindquantum.core.gates import X
>>> from mindquantum.algorithm.nisq import StronglyEntangling
>>> ansatz = StronglyEntangling(3, 2, X)
>>> ansatz.circuit
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┏━━━┓
q0: ──┨ U3(θ=l0_a0, φ=l0_b0, λ=l0_c0) ┠───■─────────┨╺╋╸┠─↯─
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┃ ┗━┳━┛
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┏━┻━┓ ┃
q1: ──┨ U3(θ=l0_a1, φ=l0_b1, λ=l0_c1) ┠─┨╺╋╸┠───■─────╂───↯─
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┗━━━┛ ┃ ┃
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┏━┻━┓ ┃
q2: ──┨ U3(θ=l0_a2, φ=l0_b2, λ=l0_c2) ┠───────┨╺╋╸┠───■───↯─
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┗━━━┛
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┏━━━┓
q0: ──┨ U3(θ=l1_a0, φ=l1_b0, λ=l1_c0) ┠───■───┨╺╋╸┠─────────
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┃ ┗━┳━┛
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ ┃ ┏━━━┓
q1: ──┨ U3(θ=l1_a1, φ=l1_b1, λ=l1_c1) ┠───╂─────■───┨╺╋╸┠───
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┃ ┗━┳━┛
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┏━┻━┓ ┃
q2: ──┨ U3(θ=l1_a2, φ=l1_b2, λ=l1_c2) ┠─┨╺╋╸┠─────────■─────
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛ ┗━━━┛
"""
# pylint: disable=too-many-arguments
def __init__(self, n_qubits: int, depth: int, entangle_gate: BasicGate, prefix: str = '', suffix: str = ''):
"""Initialize a strongly entangling ansatz."""
_check_int_type('n_qubits', n_qubits)
_check_int_type('depth', depth)
_check_value_should_not_less('n_qubits', 2, n_qubits)
_check_value_should_not_less('depth', 1, depth)
_check_input_type('prefix', str, prefix)
_check_input_type('suffix', str, suffix)
if not isinstance(entangle_gate, BasicGate) or entangle_gate.parameterized:
raise ValueError(f"entangle gate requires a non parameterized gate, but get {entangle_gate}")
m_dim = entangle_gate.matrix().shape[0]
if m_dim == 2:
self.gate_qubits = 1
elif m_dim == 4:
self.gate_qubits = 2
else:
raise ValueError(
f"error gate, entangle_gate can only be one qubit or two qubits, but get dimension with {m_dim}"
)
self.prefix = prefix
self.suffix = suffix
super().__init__('Strongly Entangling', n_qubits, depth, entangle_gate)
def _implement(self, depth, entangle_gate): # pylint: disable=arguments-differ
"""Implement of strongly entangling ansatz."""
rot_part_ansatz = Circuit([U3(f'a{i}', f'b{i}', f'c{i}').on(i) for i in range(self.n_qubits)])
circ = Circuit()
loop = 1
for current_depth in range(depth):
circ += add_prefix(rot_part_ansatz, f'l{current_depth}')
if (current_depth + loop) % self.n_qubits == 0:
loop += 1
for idx in range(self.n_qubits):
if self.gate_qubits == 1:
circ += entangle_gate.on((idx + current_depth + loop) % self.n_qubits, idx)
else:
circ += entangle_gate.on([(idx + current_depth + loop) % self.n_qubits, idx])
self._circuit = circ
if self.prefix:
self._circuit = add_prefix(self._circuit, self.prefix)
if self.suffix:
self._circuit = add_suffix(self._circuit, self.suffix)
Loading...
马建仓 AI 助手
尝试更多
代码解读
代码找茬
代码优化
Python
1
https://gitee.com/mindspore/mindquantum.git
git@gitee.com:mindspore/mindquantum.git
mindspore
mindquantum
mindquantum
r0.9

搜索帮助

0d507c66 1850385 C8b1a773 1850385