Publications by Author: Hückelheim
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Navjot Kukreja, Jan Hückelheim, Gerard J. Gorman
Backpropagation for long sequences: beyond memory constraints with constant overheads
Article in CoRR, 2018
Theory & Techniques:
Checkpointing
Siamak Akbarzadeh, Jan Hückelheim, Jens-Dominik Müller
Consistent treatment of incompletely converged iterative linear solvers in reverse-mode algorithmic differentiation
Article in Computational Optimization and Applications, Springer Science and Business Media LLC, 2020
Theory & Techniques:
Iteration
Jan Christian Hückelheim
Discrete adjoints on many cores: Algorithmic differentiation of accelerated fluid simulations
Ph.D. thesis, School of Engineering and Materials Science, Queen Mary University of London, 2016
Application Area:
Aerodynamics
Theory & Techniques:
Checkpointing, Iteration, Parallelism, Static Analysis
Jan C. Hückelheim, Paul D. Hovland, Michelle M. Strout, Jens-Dominik Müller
Parallelizable adjoint stencil computations using transposed forward-mode algorithmic differentiation
Article in Special issue of Optimization Methods & Software: Advances in Algorithmic Differentiation, Taylor & Francis, 2018
Application Area:
Computational Fluid Dynamics
Tools:
TAPENADE
Theory & Techniques:
Adjoint, Code Optimization, control-flow reversal, Data Flow Analysis, data-flow reversal, Implementation Strategies, Parallelism, Performance, Reverse Mode, Source transformation
William S. Moses, Valentin Churavy, Ludger Paehler, Jan Hückelheim, Sri Hari Krishna Narayanan, Michel Schanen, Johannes Doerfert
Reverse-Mode Automatic Differentiation and Optimization of GPU Kernels via Enzyme
Conference proceeding, Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Association for Computing Machinery, 2021
Tools:
Enzyme
Theory & Techniques:
Parallelism
Jan Hückelheim, Johannes Doerfert
Spray: Sparse Reductions of Arrays in OpenMP
Conference proceeding, 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2021
Theory & Techniques:
Parallelism
Navjot Kukreja, Alena Shilova, Olivier Beaumont, Jan Hückelheim, Nicola Ferrier, Paul Hovland, Gerard Gorman
Training on the Edge: The why and the how
Conference proceeding, 2019 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2019
Theory & Techniques:
Checkpointing
Jan Hückelheim, Michel Schanen, Sri Hari Krishna Narayanan, Paul Hovland
Vector Forward Mode Automatic Differentiation on SIMD/SIMT Architectures
Conference proceeding, 49th International Conference on Parallel Processing -- ICPP, Association for Computing Machinery, 2020
Theory & Techniques:
Parallelism
Markus Schordan, Jan Hückelheim, Pei-Hung Lin, Harshitha Menon
Verifying the Floating-Point Computation Equivalence of Manually and Automatically Differentiated Code
Conference proceeding, Proceedings of the First International Workshop on Software Correctness for HPC Applications, CORRECTNESS@SC 2017, Denver, CO, USA, November 12, 2017, ACM, 2017
Application Area:
Error Analysis

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