论文标题

交换门插入中通勤门的最初映射问题的SAT方法

A SAT approach to the initial mapping problem in SWAP gate insertion for commuting gates

论文作者

Matsuo, Atsushi, Yamashita, Shigeru, Egger, Daniel J.

论文摘要

大多数量子电路都需要交换门插入才能在量子硬件上运行,量子硬件有限。一种有希望的交换门插入方法,用于通勤两倍门的块是一种预定的交换策略,它在耦合地图上同时应用可执行的交换门层。交换策略的良好初始映射减少了所需的交换门的数量。但是,即使电路由通勤门组成,例如,例如在量子近似优化算法(QAOA)或伊辛·哈密顿(Ising Hamiltonians)的trotterizate模拟中,找到良好的初始映射是一个困难的问题。我们提出了一种基于SAT的方法,可以通过交换策略将通勤的大门转移到硬件上,以找到良好的初始映射。对于具有500个节点的随机三个规范图,我们的方法可实现65%的栅极计数。此外,我们提出了一种启发式方法,该方法将SAT配方与聚类算法相结合,以将大型问题降低到可管理的大小。与带有1000个节点的随机三个规则图相比,这种方法将掉期层的数量减少了25%。因此,良好的初始映射将使能够研究量子算法,例如Qaoa和Ising Hamiltonian模拟,用于稀疏问题,并在嘈杂的量子硬件上使用数百个Qubits。

Most quantum circuits require SWAP gate insertion to run on quantum hardware with limited qubit connectivity. A promising SWAP gate insertion method for blocks of commuting two-qubit gates is a predetermined swap strategy which applies layers of SWAP gates simultaneously executable on the coupling map. A good initial mapping for the swap strategy reduces the number of required swap gates. However, even when a circuit consists of commuting gates, e.g., as in the Quantum Approximate Optimization Algorithm (QAOA) or trotterized simulations of Ising Hamiltonians, finding a good initial mapping is a hard problem. We present a SAT-based approach to find good initial mappings for circuits with commuting gates transpiled to the hardware with swap strategies. Our method achieves a 65% reduction in gate count for random three-regular graphs with 500 nodes. In addition, we present a heuristic approach that combines the SAT formulation with a clustering algorithm to reduce large problems to a manageable size. This approach reduces the number of swap layers by 25% compared to both a trivial and random initial mapping for a random three-regular graph with 1000 nodes. Good initial mappings will therefore enable the study of quantum algorithms, such as QAOA and Ising Hamiltonian simulation applied to sparse problems, on noisy quantum hardware with several hundreds of qubits.

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