Events

NQN Seminar Series: Closing the Gap between Quantum Algorithms and Hardware using Compilation and Architecture

Friday, May 7, 11:00am PT

In recent years, QC hardware has progressed considerably with small systems being prototyped by industry and academic vendors. However, there is a huge gap between the resource requirements of promising applications and the hardware that is buildable now; qubit counts and operational noise constraints of applications exceed hardware capabilities by 5-6 orders of magnitude. Our work seeks to enable practical QC by bridging this gap: from the top with novel compiler techniques and algorithmic optimizations to reduce application requirements and from the bottom via system architectures efficiently exploiting scarce QC resources.

In this talk, we present two cross-cutting optimizations that narrow the applications-to-hardware resource gap. First, we present noise-adaptive compilation techniques that optimize applications for the spatio-temporal noise variations seen in real QC systems. Using real executions, we demonstrate average fidelity improvements of 3X using noise-adaptivity, compared to industry compiler tools. Second, on the architecture front, we study instruction set design issues considering application requirements and hardware gate calibration overheads. Current QC systems either use ISAs with a single two-qubit gate type or families of continuous gate sets. Using realistic architectural simulations based on Google and Rigetti hardware, we show that QC instruction sets with 4-8 two-qubit gate types are best suited for expressing application requirements, with tractable calibration overheads. In response to our work, several industry vendors have included noise-adaptivity and its extensions as part of their toolflows and adjusted device architecture to expose more native operations and hardware characterization data.

Hosted by the Northwest Quantum Nexus (NQN), a coalition led by the U.S. Department of Energy’s Pacific Northwest National Laboratory, Microsoft Quantum, and the University of Washington. These web-based seminars feature experts on quantum computing and its applications, and support NQN’s goal of creating a vibrant industry that will contribute to the economic vitality of the region. For questions, contact diane.stephens@pnnl.gov