University of Illinois at Urbana-Champaign
Recovery-driven design: Exploiting error resilience in design of energy-efficient processors
Abstract
dc:descriptionConventional CAD methodologies optimize a processor module for correct operation and prohibit timing violations during nominal operation. We propose recovery-driven design, a design approach that optimizes a processor module for a target timing error rate instead of correct operation. The target error rate is chosen based on how many errors can be gainfully tolerated by a hardware or software error resilience mechanism. We show that significant power bene ts are possible from a recovery-driven design approach that deliberately allows errors caused by voltage overscaling to occur during nominal operation, while relying on an error resilience technique to tolerate these errors. We present a detailed evaluation and analysis of such a design-level methodology that minimizes the power of a processor module for a target error rate. We show how this design-level methodology can be extended to design recovery-driven processors -- processors that are optimized to take advantage of hardware or software error resilience. These may be single-core processors or heterogeneously-reliable multi-core processors, in which individual cores are optimized for different reliability targets. We also discuss a gradual slack recovery-driven design approach that optimizes for a range of error rates to create soft processors -- processors that have graceful failure characteristics and the ability to trade throughput or output quality for additional energy savings over a range of error rates. We demonstrate significant power benefits over conventional design -- 11.8% on average over all modules and error rate targets, and up to 29.1% for individual modules. Processor- level benefits are 19.0%, on average. Benefits increase when recovery-driven design is coupled with an error resilience mechanism or when the number of available voltage domains increases.
Degree
thesis:*- Name thesis:degree_name
- M.S.
- Level thesis:degree_level
- Thesis
- Discipline thesis:degree_discipline
- Electrical & Computer Engr
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2011
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Sartori, John M.
- Contributors dc:contributor
-
- Kumar, Rakesh
Subjects
dc:subject × 3Rights
dc:rights- Statement dc:rights
-
- Copyright 2010 John M. Sartori
- Language dc:language
- en
Identifiers
dc:identifier.*- Handle dc:identifier
- http://hdl.handle.net/2142/18286
- OAI identifier oai:identifier
- oai:www.ideals.illinois.edu:2142/18286