Publication: Storing Versus Recomputation on Multiple DAGs
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Storing Versus Recomputation on Multiple DAGs

- incollection -
 

Author(s)
Heather Cole-Mullen , Andrew Lyons , Jean Utke

Published in
Recent Advances in Algorithmic Differentiation

Editor(s)
Shaun Forth, Paul Hovland, Eric Phipps, Jean Utke, Andrea Walther

Year
2012

Publisher
Springer

Abstract
Recomputation and storing are typically seen as tradeoffs for checkpointing schemes in the context of adjoint computations. At finer granularity during the adjoint sweep, in practice, only the store-all or recompute-all approaches are fully automated. This paper considers a heuristic approach for exploiting finer granularity recomputations to reduce the storage requirements and thereby improve the overall adjoint efficiency without the need for manual intervention.

Cross-References
Forth2012RAi

AD Tools
OpenAD

BibTeX
@INCOLLECTION{
         Cole-Mullen2012SVR,
       title = "Storing Versus Recomputation on Multiple {DAG}s",
       doi = "10.1007/978-3-642-30023-3_18",
       author = "Heather Cole-Mullen and Andrew Lyons and Jean Utke",
       abstract = "Recomputation and storing are typically seen as tradeoffs for checkpointing schemes
         in the context of adjoint computations. At finer granularity during the adjoint sweep, in practice,
         only the store-all or recompute-all approaches are fully automated. This paper considers a heuristic
         approach for exploiting finer granularity recomputations to reduce the storage requirements and
         thereby improve the overall adjoint efficiency without the need for manual intervention.",
       pages = "197--207",
       crossref = "Forth2012RAi",
       booktitle = "Recent Advances in Algorithmic Differentiation",
       series = "Lecture Notes in Computational Science and Engineering",
       publisher = "Springer",
       address = "Berlin",
       volume = "87",
       editor = "Shaun Forth and Paul Hovland and Eric Phipps and Jean Utke and Andrea Walther",
       isbn = "978-3-540-68935-5",
       issn = "1439-7358",
       year = "2012",
       ad_tools = "OpenAD"
}


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