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Large-Scale Simulation of Quantum Circuits via Tensor Network Contraction

ORAL

Abstract

In this work, we present a parallel tensor network contraction algorithm for quantum circuit simulations. The key ingredient for the efficient parallelization, called index slicing, reduces the space complexity and enables embarrassing parallelism with little total overhead. To benchmark the performance of the algorithm, we experiment on the Google Sycamore Random Circuit Sampling task performed by Arute et al. (Nature, 574, 505--510 (2019)), which was initially estimated to require Summit, the world's most powerful supercomputer today, approximately 10,000 years. We estimate that our simulator can perform this task in less than 20 days on a Summit-comparable cluster. These estimates are based on explicit simulations of parallel subtasks, and leave no room for hidden costs. We further apply our algorithm to simulate quantum error correction under more realistic error models, as well as near-term quantum algorithms. An implementation of the algorithm is now open- sourced as Alibaba Cloud Quantum Development Platform.

Presenters

  • Cupjin Huang

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Group, Alibaba Quantum Laboratory

Authors

  • Cupjin Huang

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Group, Alibaba Quantum Laboratory

  • Fang Zhang

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Group, Alibaba Quantum Laboratory

  • Michael Newman

    Departments of Physics and Electrical and Computer Engineering, Duke University

  • Junjie Cai

    Alibaba Cloud Intelligence, Alibaba Group

  • Xun Gao

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Group, Alibaba Quantum Laboratory

  • Zhengxiong Tian

    Alibaba Cloud Intelligence, Alibaba Group

  • Junyin Wu

    Alibaba Cloud Intelligence, Alibaba Group

  • Haihong Xu

    Alibaba Cloud Intelligence, Alibaba Group

  • Huanjun Yu

    Alibaba Cloud Intelligence, Alibaba Group

  • Bo Yuan

    Alibaba Infrastructure Service, Alibaba Group

  • Mario Szegedy

    Alibaba Quantum Laboratory, Alibaba Group

  • Yaoyun Shi

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Quantum Laboratory, Alibaba Group, Alibaba Quantum Laboratory

  • Jianxin Chen

    Alibaba Quantum Laboratory, Alibaba Group, Alibaba Quantum Laboratory, Alibaba Group, Alibaba Quantum Laboratory