Two dimensional quantum lattice models via mode optimized hybrid CPU-GPU density matrix renormalization group method
arXiv:2311.14106 · doi:10.1103/PhysRevB.109.195148
Abstract
We present a hybrid numerical approach to simulate quantum many body problems on two spatial dimensional quantum lattice models via the non-Abelian ab initio version of the density matrix renormalization group method on state-of-the-art high performance computing infrastructures. We demonstrate for the two dimensional spinless fermion model and for the Hubbard model on torus geometry that altogether several orders of magnitude in computational time can be saved by performing calculations on an optimized basis and by utilizing hybrid CPU-multiGPU parallelization. At least an order of magnitude reduction in computational complexity results from mode optimization, while a further order of reduction in wall time is achieved by massive parallelization. Our results are measured directly in FLOP and seconds. A detailed scaling analysis of the obtained performance as a function of matrix ranks and as a function of system size up to lattice topology is discussed. Our CPU-multiGPU model also tremendously accelerates the calculation of the one- and two-particle reduced density matrices, which can be used to construct various order parameters and trace quantum phase transitions with high fidelity.
arXiv comment12 pages, 11 figures
References in corpus (54)
- The density-matrix renormalization group in the age of matrix product states
- The density-matrix renormalization group
- Entanglement Entropy and Quantum Field Theory
- Area laws for the entanglement entropy - a review
- Electronic Structure Calculations with Dynamical Mean-Field Theory: A Spectral Density Functional Approach
- Efficient classical simulation of slightly entangled quantum computations
- A Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Thermodynamic limit of the density matrix renormalization for the spin-1 Heisenberg chain
- DMRG and periodic boundary conditions: a quantum information perspective
- Stripe order in the underdoped region of the two-dimensional Hubbard model
- Tensor networks for complex quantum systems
- Ab Initio Quantum Chemistry using the Density Matrix Renormalization Group
- The Hubbard Model
- Studying Two Dimensional Systems With the Density Matrix Renormalization Group
- Density matrix embedding: A strong-coupling quantum embedding theory
- New Trends in Density Matrix Renormalization
- The Density Matrix Renormalization Group in Chemistry and Molecular Physics: Recent Developments and New Challenges
- Tensor product methods and entanglement optimization for ab initio quantum chemistry
- Pinning the order: the nature of quantum criticality in the Hubbard model on honeycomb lattice
- Measuring orbital interaction using quantum information theory
- Simulation of two-dimensional quantum systems using a tree tensor network that exploits the entropic area law
- Simulating Strongly Correlated Quantum Systems with Tree Tensor Networks
- Quantum information analysis of electronic states at different molecular structures
- Applications of quantum Monte Carlo methods in condensed systems
- Quantum data compression, quantum information generation, and the density-matrix renormalization group method
- Efficient Tree Tensor Network States (TTNS) for Quantum Chemistry: Generalizations of the Density Matrix Renormalization Group Algorithm
- Density-matrix renormalization-group method in momentum space
- Orbital entanglement in bond-formation processes
- Imaging the Wigner Crystal of Electrons in One Dimension
- Ground state phase diagram of the doped Hubbard model on the 4-leg cylinder
- Multipartite entanglement measures
- The electronic complexity of the ground-state of the FeMo cofactor of nitrogenase as relevant to quantum simulations
- Diagonalization- and Numerical Renormalization-Group-Based Methods for Interacting Quantum Systems
- Stripes on a 6-Leg Hubbard Ladder
- Benchmark study of the two-dimensional Hubbard model with auxiliary-field quantum Monte Carlo method
- Spin and charge order in doped Hubbard model: long-wavelength collective modes
- Hybrid-space density matrix renormalization group study of the doped two-dimensional Hubbard model
- Four-Component Density Matrix Renormalization Group
- Fermionic orbital optimisation in tensor network states
- Density matrix renormalization group on a cylinder in mixed real and momentum space
- Compact numerical solutions to the two-dimensional repulsive Hubbard model obtained via non-unitary similarity transformations
- T3NS: three-legged tree tensor network states
- Advanced density matrix renormalization group method for nuclear structure calculations
- The Density Matrix Renormalization Group for finite Fermi systems
- Boundary effects in the density-matrix renormalization group calculation
- Entanglement structure of the Hubbard model in momentum space
- Topological chiral and nematic superconductivity by doping Mott insulators on triangular lattice
- Projected Density Matrix Embedding Theory with Applications to the Two-Dimensional Hubbard Model
- The Three-Legged Tree Tensor Networks with SU(2)- and molecular point group symmetry
- Drude Weight of the Two-Dimensional Hubbard Model -- Reexamination of Finite-Size Effect in Exact Diagonalization Study --
- Role of the pair potential for the saturation of generalized Pauli constraints
- Effective dimension reduction with mode transformations: Simulating two-dimensional fermionic condensed matter systems
- Tracing the Mott-Hubbard transition in one-dimensional Hubbard models without Umklapp scattering