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

delete2020-10-11
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OA
AI
L
Luo, Xiu-Zhe *
L
Liu, Jin-Guo
张盼 cover
张盼 (Pan Zhang)
王雷 (Wang, Lei)
DOI:10.22331/q-2020-10-11-341delete
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Abstract

Abstract

En 中文
We introduce Yao, an extensible, efficient open-source framework for quantum algorithm design. Yao features generic and differentiable programming of quantum circuits. It achieves state-of-the-art performance in simulating small to intermediatesized quantum circuits that are relevant to near-term applications. We introduce the design principles and critical techniques behind Yao. 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 Yao help boost innovation in quantum algorithm design.
Keywords:
COMPUTATION
SUPREMACY

Journal

Quantum cover
Quantum
IF:
5.4
Papers:
951
Citations:
1.0W

Organization

I
institute of physics, cas
Scholars:
4.9K
Papers: 3.7K
Citations: 23
C
chinese academy of sciences
Scholars:
56.7W
Papers: 45.0W
Citations: 704
Cited Papers

Cited Papers

A variational eigenvalue solver on a photonic quantum processor
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errOAAI
errPeruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter; Yung, Man-Hong; Zhou, Xiao-Qi; Love, Peter J.; Aspuru-Guzik, Alan; O'Brien, Jeremy L.
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Odorant Item Specific Olfactory Identification Deficit May Differentiate Alzheimer Disease From Aging
err2018-08-01
err0
errOAAI
errMatthew R. Woodward; Muhammad Ubaid Hafeez; Qianya Qi; Ahmed Riaz; Ralph H.B. Benedict; Li Yan; Kinga Szigeti; Valory Pavlik; Paul Massman; Eveleen Darby; Monica Rodriguear; Aisha Khaleeq Ansari; John C. DeToledo; Hemachandra Reddy; Henrick Wilms; Kim Johnson; Victoria Perez; Thomas Fairchild; Janice Knebl; Sid E. O'Bryant; James R. Hall; Leigh Johnson; Robert C. Barber; Douglas Mains; Lisa Alvarez; Munro Cullum; Roger Rosenberg; Benjamin Williams; Mary Quiceno; Joan Reisch; Linda S. Hynan; Ryan Huebinger; Janet Smith; Trung Nguyen; Donald Royall; Raymond Palmer; Marsha Polk; Alan Stevens; Marcia Ory; David Paydarfar; John Bertelson; Martin Woon; Gayle Ayres; Alyssa Aguirre; Kirk C. Wilhelmsen; Jeffrey L. Tilson
errShare
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Barren plateaus in quantum neural network training landscapes
err2018-11-16
err1.1K
errOAAI
errMcClean, Jarrod R.; Boixo, Sergio; Smelyanskiy, Vadim N.; Babbush, Ryan; Neven, Hartmut
errShare
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A generative modeling approach for benchmarking and training shallow quantum circuits
err2019-05-27
err274
errOAAI
errBenedetti, Marcello; Garcia-Pintos, Delfina; Perdomo, Oscar; Leyton-Ortega, Vicente; Nam, Yunseong; Perdomo-Ortiz, Alejandro
errShare
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Hypotension following acute hypovolaemia depends on the caudal midline medulla
err1998-06-01
err0
PREAI
errLuke A. Henderson; Kevin A. Keay; Richard Bandler
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QuEST and High Performance Simulation of Quantum Computers
err2019-07-24
err161
errOAAI
errJones, Tyson; Brown, Anna; Bush, Ian; Benjamin, Simon C.
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Fault-Diagnosis Applications
err
IF0
err2011-01-01
err0
PREAI
errRolf Isermann
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A quantum-classical cloud platform optimized for variational hybrid algorithms
err2020-04-21
err73
PREAI
errKaralekas, Peter J.; Tezak, Nikolas A.; Peterson, Eric C.; Ryan, Colm A.; da Silva, Marcus P.; Smith, Robert S.
errShare
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