论文标题

量子化学的基准测试量子量子质量

Benchmarking Variational Quantum Eigensolvers for Quantum Chemistry

论文作者

Hu, Jiaqi, Li, Junning, Lin, Yanling, Long, Hanlin, Xu, Xu-Sheng, Su, Zhaofeng, Zhang, Wengang, Zhu, Yikang, Yung, Man-Hong

论文摘要

量子化学是不久的将来量子计算机最有希望的应用之一。对于嘈杂的中间量子量子设备,基于变异量子本质量(VQE)的量子古典混合框架已成为选择方法。在文献中,有许多不同的VQE变体,但尚不清楚哪个对给定分子最佳。为此,我们根据其在能量准确度,直到收敛的运行时和参数数量上的性能,对十多种不同类型的VQE Ansatzes(在最高30 QUBITS的系统中)进行彻底的基准测试。我们的结果表明,适应的Ansatz可用于为小型系统(低于14 QUAT)获得更准确的能量,但要花费更多的计算资源。对于较大的分子,UCCSD0具有更好的性能。但是,所有测试的Ansatzes在拉伸键长上几乎无法达到化学精度。我们的结果是使用Mindspore Quantum获得的,该量子在Gitee公开获得代码和基准测试工具包。

Quantum chemistry is one of the most promising applications of quantum computers in the near future. For noisy intermediate-scale quantum devices, the quantum-classical hybrid framework based on the variational quantum eigensolver (VQE) has become the method of choice. In the literature, there are many different variants of VQE, but it is not known which one is optimal for a given molecule. For this purpose, we perform a thorough benchmarking on more than ten different kinds of VQE ansatzes (in systems up to 30 qubits), based on their performance on the energy accuracy, runtime until convergence, and number of parameters. Our results show that the ADAPT ansatz can be used to obtain more accurate energy for small systems (below 14 qubits), but it costs much more computational resources. For larger molecules, UCCSD0 has better performance. However, all the tested ansatzes can hardly reach chemical accuracy at stretched bond lengths. Our results were obtained using MindSpore Quantum, where the codes and the benchmarking toolkit are publicly available at Gitee.

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