iQuantum: A toolkit for modeling and simulation of quantum computing environments

H. T. Nguyen, Muhammad Usman, R. Buyya
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Abstract

Quantum computing resources are predominantly accessible through cloud services, with a potential future shift to edge networks. This paradigm and the increasing global interest in quantum computing have amplified the need for efficient, adaptable resource management strategies and service models for quantum systems. However, many limitations in the quantum resources' quantity, quality, availability, and cost pose significant challenges for conducting research in practical environments. To address these challenges, we proposed iQuantum, a holistic and lightweight discrete‐event simulation toolkit uniquely tailored to model hybrid quantum computing environments. We also present a detailed system model for prototyping and problem formulation in quantum resource management. Through rigorous empirical validation and evaluations using large‐scale quantum workload datasets, we demonstrate the flexibility and applicability of our toolkit in various use cases. iQuantum provides a versatile environment for designing and evaluating quantum resource management policies such as quantum task scheduling, backend selection, hybrid task offloading, and orchestration in the quantum cloud‐edge continuum. Our work endeavors to create substantial contributions to quantum computing modeling and simulation, empowering the creation of future resource management strategies and quantum computing's broader applications.
iQuantum:量子计算环境建模与仿真工具包
量子计算资源主要通过云服务访问,未来有可能转向边缘网络。这种模式以及全球对量子计算日益增长的兴趣,扩大了对高效、适应性强的资源管理策略和量子系统服务模式的需求。然而,量子资源在数量、质量、可用性和成本方面的诸多限制给在实际环境中开展研究带来了巨大挑战。为了应对这些挑战,我们提出了 iQuantum,这是一个全面、轻量级的离散事件仿真工具包,专门用于模拟混合量子计算环境。我们还提出了一个详细的系统模型,用于量子资源管理的原型设计和问题制定。通过使用大规模量子工作负载数据集进行严格的经验验证和评估,我们证明了我们的工具包在各种用例中的灵活性和适用性。iQuantum 为设计和评估量子资源管理策略(如量子任务调度、后端选择、混合任务卸载和量子云-边缘连续体中的协调)提供了一个多功能环境。我们的工作致力于为量子计算建模和仿真做出实质性贡献,为未来资源管理策略的创建和量子计算的广泛应用提供支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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