AutoComm: A Framework for Enabling Efficient Communication in
Distributed Quantum Programs
- URL: http://arxiv.org/abs/2207.11674v2
- Date: Fri, 21 Oct 2022 21:01:07 GMT
- Title: AutoComm: A Framework for Enabling Efficient Communication in
Distributed Quantum Programs
- Authors: Anbang Wu, Hezi Zhang, Gushu Li, Alireza Shabani, Yuan Xie, Yufei Ding
- Abstract summary: Non-local quantum communication between quantum devices is much more expensive and error-prone than the local quantum communication within each quantum device.
In this paper, we identify burst communication, a specific qubit-node communication pattern that widely exists in many distributed programs.
We then propose AutoComm, an automatic compiler framework to first extract the burst communication patterns from the input programs, and then optimize the communication steps of burst communication discovered.
- Score: 15.05397810840915
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Distributed quantum computing (DQC) is a promising approach to extending the
computational power of near-term quantum devices. However, the non-local
quantum communication between quantum devices is much more expensive and
error-prone than the local quantum communication within each quantum device.
Previous work on the DQC communication optimization focus on optimizing the
communication protocol for each individual non-local gate and then adopt
quantum compilation designs which are designed for local multi-qubit gates
(such as controlled-x or CX gates) in a single quantum computer. The
communication patterns in distributed quantum programs are not yet well
studied, leading to a far-from-optimal communication cost. In this paper, we
identify burst communication, a specific qubit-node communication pattern that
widely exists in many distributed programs and can be leveraged to guide
communication overhead optimization. We then propose AutoComm, an automatic
compiler framework to first extract the burst communication patterns from the
input programs, and then optimize the communication steps of burst
communication discovered. Experimental results show that our proposed AutoComm
can reduce the communication resource consumption and the program latency by
75.6% and 71.4% on average, respectively.
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