Litcius/Paper detail

Yao.jl: Extensible, Efficient Framework for Quantum Algorithm Design

Xiu-Zhe Luo, Jin-Guo Liu, Pan Zhang, Lei Wang

2020Quantum128 citationsDOIOpen Access PDF

Abstract

We introduce <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow class="MJX-TeXAtom-ORD"><mml:mtext mathvariant="monospace">Yao</mml:mtext></mml:mrow></mml:math>, an extensible, efficient open-source framework for quantum algorithm design. <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow class="MJX-TeXAtom-ORD"><mml:mtext mathvariant="monospace">Yao</mml:mtext></mml:mrow></mml:math> features generic and differentiable programming of quantum circuits. It achieves state-of-the-art performance in simulating small to intermediate-sized quantum circuits that are relevant to near-term applications. We introduce the design principles and critical techniques behind <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow class="MJX-TeXAtom-ORD"><mml:mtext mathvariant="monospace">Yao</mml:mtext></mml:mrow></mml:math>. These include the quantum block intermediate representation of quantum circuits, a builtin automatic differentiation engine optimized for reversible computing, and batched quantum registers with GPU acceleration. The extensibility and efficiency of <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow class="MJX-TeXAtom-ORD"><mml:mtext mathvariant="monospace">Yao</mml:mtext></mml:mrow></mml:math> help boost innovation in quantum algorithm design.

Topics & Concepts

Computer scienceQuantum algorithmQuantumQuantum circuitQuantum computerQuantum phase estimation algorithmQuantum gateRepresentation (politics)AlgorithmQuantum networkTheoretical computer scienceQuantum error correctionBlock (permutation group theory)Electronic circuitQuantum informationComputer engineeringDifferentiable functionSoftwareExtensibilityAlgorithm designQuantum logicQuantum technologyQuantum operationQuantum Fourier transformQuantum systemMathematicsQuantum processTopology (electrical circuits)Quantum Computing Algorithms and ArchitectureQuantum-Dot Cellular AutomataParallel Computing and Optimization Techniques