QSSA:量子计算中基于ssa的IR

Anurudh Peduri, Siddharth Bhat, T. Grosser
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引用次数: 3

摘要

量子计算硬件发展迅速。与此同时,用于量子计算的编程语言和程序优化工具也在激增。现有的量子编译器使用中间表示(ir),其中量子程序被描述为电路。这样的ir无法利用现有的编译器优化工作。在这样的ir中,静态检查物理约束(如不可克隆定理)是非常重要的,该定理指出量子比特不能被复制。我们介绍了QSSA,一种基于静态单赋值(SSA)的新型量子红外,它将几十年来在编译器优化方面的研究应用于量子编译。QSSA将量子操作建模为无副作用。操作的输入和输出是一一对应的;量子位不能被创造或毁灭。因此,我们的IR支持在编译时验证非克隆的静态分析传递。量子电路在IR的自定义使用链中完全编码,允许我们利用现有的SSA表示优化传递,如冗余消除和死码消除。在QASMBench和IBM Quantum Challenge数据集上运行我们基于qssa的编译器,我们发现我们的优化性能与IBM的Qiskit量子编译器基础设施相当。QSSA允许我们使用SSA表示的鲁棒理论来表示,分析和转换量子程序,将量子编译带入易于理解的理论和实践领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
QSSA: an SSA-based IR for Quantum computing
Quantum computing hardware has progressed rapidly. Simultaneously, there has been a proliferation of programming languages and program optimization tools for quantum computing. Existing quantum compilers use intermediate representations (IRs) where quantum programs are described as circuits. Such IRs fail to leverage existing work on compiler optimizations. In such IRs, it is non-trivial to statically check for physical constraints such as the no-cloning theorem, which states that qubits cannot be copied. We introduce QSSA, a novel quantum IR based on static single assignment (SSA) that enables decades of research in compiler optimizations to be applied to quantum compilation. QSSA models quantum operations as being side-effect-free. The inputs and outputs of the operation are in one-to-one correspondence; qubits cannot be created or destroyed. As a result, our IR supports a static analysis pass that verifies no-cloning at compile-time. The quantum circuit is fully encoded within the def-use chain of the IR, allowing us to leverage existing optimization passes on SSA representations such as redundancy elimination and dead-code elimination. Running our QSSA-based compiler on the QASMBench and IBM Quantum Challenge datasets, we show that our optimizations perform comparably to IBM’s Qiskit quantum compiler infrastructure. QSSA allows us to represent, analyze, and transform quantum programs using the robust theory of SSA representations, bringing quantum compilation into the realm of well-understood theory and practice.
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