A binary integer programming-based method for qubit mapping in sparse architectures

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Acta Informatica Pub Date : 2024-11-28 DOI:10.1007/s00236-024-00471-x
Hui Jiang, Jianling Fu, Yuxin Deng, Jun Wu
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Abstract

It is a current trend of sparse architectures employed for superconducting quantum chips, which have the advantage of low coupling and crosstalk properties. Existing qubit mapping algorithms do not take the sparsity of quantum architectures into account. To this end, we propose a qubit mapping method based on binary integer programming, called QMBIP. First, we slice a given quantum circuit by taking into account the sparsity of target architectures. Then, the constraints and the objective function are formulated and rendered to the binary integer programming problem by matrix transformation. The behavior of a \(\textbf{SWAP}\) gate is characterized by an elementary row transformation on the mapping matrix between the physical and logical qubits. To reduce the search space, we introduce path variables and isomorphic pruning, as well as a look-ahead mechanism. Finally, we compare with typical qubit mapping algorithms such as SABRE and SATMAP on the sparse architectures ibmq_sydney, ibmq_manhattan, ibmq_singapore, and a dense architecture ibmq_tokyo. Experiments show that QMBIP effectively maintains the fidelity of the compiled quantum circuits. For example, on ibmq_sydney, the fidelity of the quantum circuits compiled by our approach outperforms SABRE and SATMAP by 53.9% and 46.8%, respectively.

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基于二进制整数编程的稀疏架构中的量子位映射方法
超导量子芯片采用稀疏架构是当前的一种趋势,这种架构具有低耦合和低串扰特性的优势。现有的量子比特映射算法没有考虑量子架构的稀疏性。为此,我们提出了一种基于二进制整数编程的量子比特映射方法,称为 QMBIP。首先,我们考虑目标架构的稀疏性,对给定的量子电路进行切分。然后,制定约束条件和目标函数,并通过矩阵变换将其转化为二进制整数编程问题。物理比特和逻辑比特之间的映射矩阵的基本行变换可以描述一个门的行为。为了缩小搜索空间,我们引入了路径变量、同构剪枝以及前瞻机制。最后,我们在稀疏架构 ibmq_sydney、ibmq_manhattan、ibmq_singapore 和稠密架构 ibmq_tokyo 上比较了 SABRE 和 SATMAP 等典型的量子比特映射算法。实验表明,QMBIP 有效地保持了编译量子电路的保真度。例如,在 ibmq_sydney 上,用我们的方法编译的量子电路的保真度分别比 SABRE 和 SATMAP 高出 53.9% 和 46.8%。
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来源期刊
Acta Informatica
Acta Informatica 工程技术-计算机:信息系统
CiteScore
2.40
自引率
16.70%
发文量
24
审稿时长
>12 weeks
期刊介绍: Acta Informatica provides international dissemination of articles on formal methods for the design and analysis of programs, computing systems and information structures, as well as related fields of Theoretical Computer Science such as Automata Theory, Logic in Computer Science, and Algorithmics. Topics of interest include: • semantics of programming languages • models and modeling languages for concurrent, distributed, reactive and mobile systems • models and modeling languages for timed, hybrid and probabilistic systems • specification, program analysis and verification • model checking and theorem proving • modal, temporal, first- and higher-order logics, and their variants • constraint logic, SAT/SMT-solving techniques • theoretical aspects of databases, semi-structured data and finite model theory • theoretical aspects of artificial intelligence, knowledge representation, description logic • automata theory, formal languages, term and graph rewriting • game-based models, synthesis • type theory, typed calculi • algebraic, coalgebraic and categorical methods • formal aspects of performance, dependability and reliability analysis • foundations of information and network security • parallel, distributed and randomized algorithms • design and analysis of algorithms • foundations of network and communication protocols.
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