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GPU-accelerated Effective Hamiltonian Calculator

arXiv
Authors: Abhishek Chakraborty, Taylor L. Patti, Brucek Khailany, Andrew N. Jordan, Anima Anandkumar

Year

2024

Paper ID

36723

Status

Preprint

Abstract Read

~2 min

Abstract Words

132

Citations

N/A

Abstract

Effective Hamiltonian calculations for large quantum systems can be both analytically intractable and numerically expensive using standard techniques. In this manuscript, we present numerical techniques inspired by Nonperturbative Analytical Diagonalization (NPAD) and the Magnus expansion for the efficient calculation of effective Hamiltonians. While these tools are appropriate for a wide array of applications, we here demonstrate their utility for models that can be realized in circuit-QED settings. Our numerical techniques are available as an open-source Python package, {rm qCHeff}, which is available on GitHub (https://github.com/NVlabs/qCHeff) and PyPI (https://pypi.org/project/qcheff/). We use the CuPy library for GPU-acceleration and report up to 15x speedup on GPU over CPU for NPAD, and up to 42x speedup for the Magnus expansion (compared to QuTiP), for large system sizes.

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  • This paper contributes to the Quantum Simulation research area in the Quantum Articles archive.
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  • Effective Hamiltonian calculations for large quantum systems can be both analytically intractable and numerically expensive using standard techniques.

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