Exploring Affine Abstractions for Qubit Mapping

Blake Gerard, Martin Kong
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引用次数: 5

Abstract

One of the key compilation steps in Quantum Computing (QC) is to determine an initial logical to physical mapping of the qubits used in a quantum circuit. The impact of the starting qubit layout can vastly affect later scheduling and placement decisions of QASM operations, yielding higher values on critical performance metrics (gate count and circuit depth) as a result of a quantum compilers introducing communication operations to meet the underlying physical neighboring and connectivity constraints of the quantum device.We present our ongoing work on qubit mapping with affine abstractions, which aims to compute effective initial qubit layouts. The key assumption is that the quantum program is represented in an affine representation, a property which permits us to apply aggressive program analyses to determine the potential of sharing qubit accesses among groups of quantum operations prescribed by linear and affine relations. We present preliminary results demonstrating the effectiveness of our novel approach on 69 quantum circuits, while using the QISKIT compiler on IBM Tokyo and Google Sycamore, obtaining between 16% and 21% average improvement on circuit depth and 24%–47% improvement on the number of added gates.
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探索量子比特映射的仿射抽象
量子计算(QC)的关键编译步骤之一是确定量子电路中使用的量子位的初始逻辑到物理映射。开始量子位布局的影响可以极大地影响QASM操作的后期调度和放置决策,从而产生更高的关键性能指标(门数和电路深度),因为量子编译器引入了通信操作,以满足量子器件的底层物理相邻和连接约束。我们介绍了我们正在进行的具有仿射抽象的量子比特映射的工作,其目的是计算有效的初始量子比特布局。关键假设是量子程序以仿射表示表示,这一特性允许我们应用积极的程序分析来确定由线性和仿射关系规定的量子操作组之间共享量子比特访问的潜力。我们提出的初步结果证明了我们的新方法在69个量子电路上的有效性,同时在IBM Tokyo和Google Sycamore上使用QISKIT编译器,电路深度平均提高了16%到21%,增加的门数提高了24%到47%。
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