Qtenon: Towards Low-Latency Architecture Integration for Accelerating Hybrid Quantum-Classical Computing
Chenning Tao, Liqiang Lu, Size Zheng, Li-Wen Chang, Minghua Shen, Hanyu Zhang, Fangxin Liu, Kaiwen Zhou, Jianwei Yin
摘要
Hybrid quantum-classical algorithms have shown great promise in leveraging the computational potential of quantum systems.However, the efficiency of these algorithms is severely constrained by the limitations of current quantum hardware architectures.These architectures, which typically feature a decoupled design, lack both hardware support for low-latency communication and software support for fine-grained optimization.In this paper, we propose Qtenon, a tightly coupled system for efficient hybrid quantum-classical algorithm acceleration.Qtenon is composed of both hardware part and software part.To enable efficient communication and computation, the hardware part provides a unified memory hierarchy, an efficient quantum controller, as well as a multi-stage processing pipeline.The unified memory hierarchy functions as a communication buffer between host and quantum accelerators, with dedicated data paths and interfaces provided by the quantum controller.The multi-stage pipeline leverages hardware pipelines to fully exploit parallelism.To program hybrid quantum-classical algorithms on the hardware, our software part provides a set of instructions for data communication and computation.The instructions also enable fine-grained synchronization and efficient scheduling for quantum-host interaction.We design Qtenon as a RISC-V extended chip and implement it using Chisel.In evaluation, we achieve up to 14.9× end-to-end speedup compared to state-of-the-art work for hybrid quantum-classical algorithms.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
相关 Paper
- qTPU: Hybrid Tensor Networks for Quantum-Classical AccelerationNathaniel Tornow, Emmanouil Giortamis, Dennis Sprokholt, Christian Mendl 等OSDI 2026 · 被引用 1 次
- Qonductor: A Cloud Orchestrator for Quantum ComputingEmmanouil Giortamis, Francisco Romão, Nathaniel Tornow, Dmitry Lugovoy 等SC 2025 · 被引用 4 次
- UFC: A Unified Accelerator for Fully Homomorphic EncryptionMinxuan Zhou, Yujin Nam, Xuan Wang, Youhak Lee 等MICRO 2024 · 被引用 19 次
- QUILT: Effective Multi-Class Classification on Quantum Computers Using an Ensemble of Diverse Quantum ClassifiersDaniel Silver, Tirthak Patel, Devesh TiwariAAAI 2022 · 被引用 35 次
- QIsim: Architecting 10+K Qubit QC Interfaces Toward Quantum SupremacyDongmoon Min, Junpyo Kim, Junhyuk Choi, Ilkwon Byun 等ISCA 2023 · 被引用 14 次
