RTNI—A symbolic integrator for Haar-random tensor networks
Creators
- 1. Yamagata University, 1-4-12 Kojirakawa, Yamagata, 990-8560 (Japan)
- 2. Institute for Advanced Study and Zentrum Mathematik, Technical University of Munich, Garching (Germany)
- 3. Laboratoire de Physique Théorique, Université de Toulouse, CNRS, UPS, Toulouse (France)
Description
We provide a computer algebra package called random tensor network integrator (RTNI). It allows to compute averages of tensor networks containing multiple Haar-distributed random unitary matrices and deterministic symbolic tensors. Such tensor networks are represented as multigraphs, with vertices corresponding to tensors or random unitaries and edges corresponding to tensor contractions. Input and output spaces of random unitaries may be subdivided into arbitrary tensor factors, with dimensions treated symbolically. The algorithm implements the graphical Weingarten calculus and produces a weighted sum of tensor networks representing the average over the unitary group. We illustrate the use of this algorithmic tool on some examples from quantum information theory, including entropy calculations for random tensor network states as considered in toy models for holographic duality. Mathematica and Python implementations are supplied. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1751-8121/ab434bAdditional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. A, Mathematical and Theoretical (Online)
- Journal Volume
- 52
- Journal Issue
- 42
- Journal Page Range
- [27 p.]
- ISSN
- 1751-8121
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 52028682
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- ALGORITHMS; COMPUTERIZED SIMULATION; DUALITY; ENTROPY; INFORMATION THEORY; QUANTUM INFORMATION; RANDOMNESS
- Descriptors DEC
- INFORMATION; MATHEMATICAL LOGIC; PHYSICAL PROPERTIES; SIMULATION; THERMODYNAMIC PROPERTIES