Fast Time-Evolution of Matrix-Product States using the QR decomposition
arXiv:2212.09782 · doi:10.1103/PhysRevB.107.155133
Abstract
We propose and benchmark a modified time evolution block decimation (TEBD) algorithm that uses a truncation scheme based on the QR decomposition instead of the singular value decomposition (SVD). The modification reduces the scaling with the dimension of the physical Hilbert space from down to . Moreover, the QR decomposition has a lower computational complexity than the SVD and allows for highly efficient implementations on GPU hardware. In a benchmark simulation of a global quench in a quantum clock model, we observe a speedup of up to three orders of magnitude comparing QR and SVD based updates on an A100 GPU.
6 pages, 4 figures
References in corpus (16)
- The density-matrix renormalization group in the age of matrix product states
- Real time evolution using the density matrix renormalization group
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- Classical simulation of infinite-size quantum lattice systems in one spatial dimension
- Quench dynamics and non equilibrium phase diagram of the Bose-Hubbard model
- Time-evolving a matrix product state with long-ranged interactions
- Tensor network states and algorithms in the presence of a global U(1) symmetry
- A Strictly Single-Site DMRG Algorithm with Subspace Expansion
- Transverse spin dynamics in the anisotropic Heisenberg model realized with ultracold atoms
- Density Matrix Renormalization Group with Tensor Processing Units
- Hole Spectral Function of a Chiral Spin Liquid in the Triangular Lattice Hubbard Model
- Simulation of quantum many-body dynamics with Tensor Processing Units: Floquet prethermalization
- Many-body localization in large systems: Matrix-product-state approach
- Probing transport and slow relaxation in the mass-imbalanced Fermi-Hubbard model
- Large Scale Distributed Linear Algebra With Tensor Processing Units
- Projector formalism for kept and discarded spaces of matrix product states
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- Accelerating two-dimensional tensor network contractions using QR decompositions
- Tensor Network Lattice Boltzmann Method for Data-Compressed Fluid Simulations