Domain-Specific Compilers for Dynamic Simulations of Quantum Materials on Quantum Computers

TL;DR

This paper introduces two domain-specific quantum circuit compilers tailored for simulating quantum material dynamics on NISQ computers, achieving significant circuit size and time reductions over general-purpose compilers, thus enabling more complex simulations.

Contribution

The paper presents novel domain-specific compilers for quantum simulations that outperform general-purpose compilers in size and speed, tailored for specific Hamiltonians on NISQ devices.

Findings

Circuit size reduced by 25-30%

Compilation time decreased by around 40%

Enables more complex dynamic simulations on NISQ computers

Abstract

Simulation of the dynamics of quantum materials is emerging as a promising scientific application for noisy intermediate-scale quantum (NISQ) computers. Due to their high gate-error rates and short decoherence times, however, NISQ computers can only produce high-fidelity results for those quantum circuits smaller than some given circuit size. Dynamic simulations, therefore, pose a challenge as current algorithms produce circuits that grow in size with each subsequent time-step of the simulation. This underscores the crucial role of quantum circuit compilers to produce executable quantum circuits of minimal size, thereby maximizing the range of physical phenomena that can be studied within the NISQ fidelity budget. Here, we present two domain-specific quantum circuit compilers for the Rigetti and IBM quantum computers, specifically designed to compile circuits simulating dynamics under a special class of time-dependent Hamiltonians. The compilers outperform state-of-the-art general-purpose compilers in terms of circuit size reduction by around 25-30% as well as wall-clock compilation time by around 40% (dependent on system size and simulation time-step). Drawing on heuristic techniques commonly used in artificial intelligence, both compilers scale well with simulation time-step and system size. Code for both compilers is included to enhance the results of dynamic simulations for future researchers. We anticipate that our domain-specific compilers will enable dynamic simulations of quantum materials on near-future NISQ computers that would not otherwise be possible with general-purpose compilers.