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Pearlmutter, Barak A. and Siskind, Jeffrey Mark (2008) Putting the Automatic Back into AD: Part II, Dynamic, Automatic, Nestable, and Fast (CVS: 1.1). Technical Report. ECE Technical Reports (Purdue e-Pubs).
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Official URL: http://docs.lib.purdue.edu/ecetr/369
Abstract
This paper discusses a new AD system that correctly and automatically accepts nested and dynamic use of the AD operators, without any manual intervention. The system is based on a new formulation of AD as highly generalized first-class citizens in a ń-calculus, which is briefly described. Because the ń-calculus is the basis for modern programminglanguage implementation techniques, integration of AD into the ń-calculus allows AD to be integrated into an aggressive compiler. We exhibit a research compiler which does this integration, and uses some novel analysis techniques to accept code involving free dynamic use of nested AD operators, yet performs as well as or better than the most aggressive existing AD systems.
| Item Type: | Monograph (Technical Report) |
|---|---|
| Keywords: | Keywords Nesting; multiple transformation; forward mode; optimization; |
| Academic Unit: | Faculty of Science and Engineering > Computer Science |
| Item ID: | 8162 |
| Depositing User: | Barak Pearlmutter |
| Date Deposited: | 13 Apr 2017 14:21 |
| Publisher: | ECE Technical Reports (Purdue e-Pubs) |
| URI: | https://mural.maynoothuniversity.ie/id/eprint/8162 |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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