一句话:提出变异性感知的量子比特分配与移动策略,规避高错误率量子比特和链路,将NISQ系统可靠性最高提升1.9倍。
现有及近期量子计算机尚不具备容错能力,数十到数百量子比特的NISQ系统只能支撑特定量子算法。本文研究程序量子比特到机器量子比特的分配以及为纠缠而进行的量子比特移动问题。作者观察到不同量子比特与链路的错误率存在差异,分析IBM-Q20表征数据后确认错误率显著变异,并影响系统整体可靠性。为此,论文提出变异性感知的量子比特移动(VQM)与分配(VQA)策略,通过避开较弱量子比特和链路、将更多操作导向较强者来优化移动与分配。基于IBM-Q20模拟的评估表明,该策略可将可靠性最高提升1.7倍;在IBM-Q5真机上验证可靠性最高提升1.9倍。
Existing and near-term quantum computers are not yet large enough to support fault-tolerance. Such systems with few tens to few hundreds of qubits are termed as Noisy Intermediate Scale Quantum computers (NISQ), and these systems can provide benefits for a class of quantum algorithms. In this paper, we study the problems of Qubit-Allocation (mapping of program qubits to machine qubits) and Qubit-Movement (routing qubits from one location to another for entanglement). We observe that there can be variation in the error rates of different qubits and links, which can impact the decisions for qubit movement and qubit allocation. We analyze publicly available characterization data for the IBM-Q20 to quantify the variation and show that there is indeed significant variability in the error rates of the qubits and the links connecting them. We show that the device variability has a significant impact on the overall system reliability. To exploit the variability in error rate, we propose Variation-Aware Qubit Movement (VQM) and Variation-Aware Qubit Allocation (VQA), policies that optimize the movement and allocation of qubits to avoid the weaker qubits and links, and guide more operations towards the stronger qubits and links. Our evaluations, with a simulation-based model of IBM-Q20, show that Variation-Aware policies can improve the system reliability by up to 1.7x. We also evaluate our policies on the IBM-Q5 machine and demonstrate that our proposal significantly improves the reliability of real systems (up to 1.9X).
DOI 原文 ·
@inproceedings{paperbot4847,
title = {Not All Qubits Are Created Equal},
author = {Swamit S. Tannu and Moinuddin K. Qureshi},
booktitle = {ASPLOS},
year = {2019},
doi = {10.1145/3297858.3304007}
}