An Iterated Local Search Methodology for the Qubit Mapping Problem

被引:4
|
作者
Zhu, Pengcheng [1 ,2 ]
Feng, Shiguang [1 ]
Guan, Zhijin [1 ]
机构
[1] Nantong Univ, Sch Informat Sci & Technol, Nantong 226019, Peoples R China
[2] Suqian Coll, Dept Comp Sci & Technol, Suqian 223800, Peoples R China
基金
中国国家自然科学基金;
关键词
Iterated local search (ILS); noisy intermediate-scale quantum (NISQ); quantum circuit transformation; qubit mapping;
D O I
10.1109/TCAD.2021.3112143
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The qubit mapping approach serves to transform a quantum logical circuit (LC) into a physical one that satisfies the connectivity constraints imposed by the noisy intermediate-scale quantum (NISQ) devices. The quality of the physical circuit generated by a mapping approach depends largely on the initial mapping, which specifies the correspondence between the qubits in the LC and the qubits on the NISQ device. There are a total of n! different initial mappings for a qubit mapping problem with n qubits, and among them, there is at least one initial mapping corresponding to the smallest physical circuit that this mapping approach can output. Finding such an initial mapping is very important for reliable computations on the NISQ device. To this end, we propose an iterated local search framework as well as a heuristic circuit mapper. In this framework, we perform multiple local searches on the space of initial mappings, and during each local search, several promising neighborhoods of the current initial mapping are generated and evaluated by invoking the circuit mapper in a forward or a backward manner. This framework provides a way for the qubit mapping approach to find the best physical circuit that it can produce, allowing it to trade time for circuit quality, which is necessary in the NISQ era. The experimental results demonstrate the stability, scalability, and effectiveness of this approach in reducing the number of additional gates. Moreover, although this approach is a multipass circuit mapping process, it can generate a good-quality physical circuit within half an hour, even for the circuit with more than 10 000 gates.
引用
收藏
页码:2587 / 2597
页数:11
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