使用基于 DAG 或基于相位多项式的中间表示法的量子编译器比较

IF 3.7 2区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Arianne Meijer - van de Griend
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引用次数: 0

摘要

在量子计算以混合量子算法为主的 NISQ 时代,对量子电路进行良好优化以减少不必要门的噪声非常重要。我们研究了不同的基于相位多项式的编译策略,以确定当前的最佳实践,并将它们与基于 DAG 的 Qiskit 和 TKET 编译器进行比较。我们发现,与基于 DAG 的编译相比,基于相位多项式的编译速度非常快。对于长电路,这些编译器生成的 CNOT 逻辑门数比 Qiskit 或 TKET 少,但对于短电路,它们的效率却很低。我们还表明,反向遍历和模拟退火等辅助算法可能会略微改善生成的 CNOT 门数,但在大多数情况下效果微乎其微,通常不值得增加编译器运行时间。相反,我们需要更复杂的相位多项式合成算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A comparison of quantum compilers using a DAG-based or phase polynomial-based intermediate representation
In the NISQ era, where quantum computing is dominated by hybrid quantum algorithms, it is important for quantum circuits to be well-optimized to reduce noise from unnecessary gates. We investigate different phase polynomial-based compilation strategies to determine the current best practices and compare them against the DAG-based Qiskit and TKET compilers. We find that phase polynomial-based compiling is very fast compared to DAG-based compiling. For long circuits, these compilers generate fewer CNOT gates than Qiskit or TKET, but for short circuits, they are quite inefficient. We also show that supplementary algorithms such as Reverse Traversal and simulated annealing mightimprove the generated CNOT count slightly, but the effect is negligible in most settings and generally not worth the additional compiler runtime. Instead, more sophisticated phase polynomial synthesis algorithms are needed.
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来源期刊
Journal of Systems and Software
Journal of Systems and Software 工程技术-计算机:理论方法
CiteScore
8.60
自引率
5.70%
发文量
193
审稿时长
16 weeks
期刊介绍: The Journal of Systems and Software publishes papers covering all aspects of software engineering and related hardware-software-systems issues. All articles should include a validation of the idea presented, e.g. through case studies, experiments, or systematic comparisons with other approaches already in practice. Topics of interest include, but are not limited to: •Methods and tools for, and empirical studies on, software requirements, design, architecture, verification and validation, maintenance and evolution •Agile, model-driven, service-oriented, open source and global software development •Approaches for mobile, multiprocessing, real-time, distributed, cloud-based, dependable and virtualized systems •Human factors and management concerns of software development •Data management and big data issues of software systems •Metrics and evaluation, data mining of software development resources •Business and economic aspects of software development processes The journal welcomes state-of-the-art surveys and reports of practical experience for all of these topics.
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