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JuliVQC: an Efficient Variational Quantum Circuit Simulator for Near-Term Quantum Algorithms

arXiv
Authors: Wei-You Liao, Xiang Wang, Xiao-Yue Xu, Chen Ding, Shuo Zhang, He-Liang Huang, Chu Guo

Year

2024

Paper ID

66011

Status

Preprint

Abstract Read

~2 min

Abstract Words

149

Citations

N/A

Abstract

We introduce JuliVQC: a light-weight, yet extremely efficient variational quantum circuit simulator. JuliVQC is part of an effort for classical simulation of the Zuchongzhi quantum processors, where it is extensively used to characterize the circuit noises, as a building block in the Schrddot{o}dinger-Feynman algorithm for classical verification and performance benchmarking, and for variational optimization of the Fsim gate parameters. The design principle of JuliVQC is three-fold: (1) Transparent implementation of its core algorithms, realized by using the high-performance script language Julia; (2) Efficiency is the focus, with a cache-friendly implementation of each elementary operations and support for shared-memory parallelization; (3) Native support of automatic differentiation for both the noiseless and noisy quantum circuits. We perform extensive numerical experiments on JuliVQC in different application scenarios, including quantum circuits, variational quantum circuits and their noisy counterparts, which show that its performance is among the top of the popular alternatives.

Why This Paper Matters

  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
  • It adds a 2024 reference point for readers tracking recent quantum research.
  • We introduce JuliVQC: a light-weight, yet extremely efficient variational quantum circuit simulator.

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