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The ITensor Software Library for Tensor Network Calculations

Matthew Fishman, Steven R. White, E. Miles Stoudenmire

2022SciPost Physics Codebases988 citationsDOIOpen Access PDF

Abstract

ITensor is a system for programming tensor network calculations with an interface modeled on tensor diagrams, allowing users to focus on the connectivity of a tensor network without manually bookkeeping tensor indices. The ITensor interface rules out common programming errors and enables rapid prototyping of algorithms. After discussing the philosophy behind the ITensor approach, we show examples of each part of the interface including Index objects, the ITensor product operator, tensor factorizations, tensor storage types, algorithms for matrix product state (MPS) and matrix product operator (MPO) tensor networks, quantum number conserving block sparse tensors, and the NDTensors library. We also review publications that have used ITensor for quantum many-body physics and for other areas where tensor networks are increasingly applied. To conclude we discuss promising features and optimizations to be added in the future.

Topics & Concepts

Tensor (intrinsic definition)Computer scienceInterface (matter)Tensor contractionMatrix multiplicationOperator (biology)Tensor productFocus (optics)Matrix (chemical analysis)Cartesian tensorTheoretical computer scienceTensor densityAlgebra over a fieldComputational scienceMathematicsQuantumTensor fieldExact solutions in general relativityPure mathematicsPhysicsParallel computingQuantum mechanicsMaximum bubble pressure methodComposite materialTranscription factorGeneMaterials scienceRepressorBiochemistryMathematical analysisOpticsChemistryBubbleQuantum many-body systemsQuantum, superfluid, helium dynamicsTensor decomposition and applications
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