Browsing by Author "Sohanghpurwala, Ali Asgar Ali Akbar"
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- Exploits in Concurrency for Boolean SatisfiabilitySohanghpurwala, Ali Asgar Ali Akbar (Virginia Tech, 2018-12-14)Boolean Satisfiability (SAT) is a problem that holds great theoretical significance along with effective formulations that benefit many real-world applications. While the general problem is NP-complete, advanced solver algorithms and heuristics allow for fast solutions to many large industrial problems. In addition to SAT, many applications rely on generalizations of Satisfiability such as MaxSAT, and Satisfiability Modulo Theories (SMT). Much of the advancement in SAT solver performance has been in the realm of improved sequential solvers with advanced conflict resolution, learning mechanisms, and sophisticated heuristics. There have been some successful demonstrations of massively parallel and hardware-accelerated solvers for SAT, but these have failed to find their way into mainstream usage. This document first presents previous work in Hardware Acceleration of Satisfiability followed by an analysis of why these attempts failed to gain widespread acceptance. It then demonstrates an alternative, hardware-centric approach, based on distributed Stochastic Local Search (SLS) that is better suited to efficient hardware implementation. Then a parallel SLS/CDCL hybrid approach is proposed that is suitable for distributed search with minimal communication overhead while maintaining completeness. Finally the efficacy and flexibility of distributed local search is considered with an adaptation to Weighted Partial MaxSAT (WPMS) and a focused case study on converted Probabilistic Inference instances.
- OpenPR: An Open-Source Partial Reconfiguration Tool-Kit for Xilinx FPGAsSohanghpurwala, Ali Asgar Ali Akbar (Virginia Tech, 2010-12-20)The Xilinx Partial Reconfiguration tool kits have been instrumental for performing a wide variety of research on Xilinx FPGAs. These tool kits provide a methodology for creating rectangular partial reconfiguration modules that can be swapped in and out of a static baseline design with one or more PR slots. This thesis presents a new PR toolkit called OpenPR that, for starters, provides similar functionality to the Xilinx PR tool kits. The distinguishing feature of this toolkit is that it is being released as open source, and is intended to be customizable to the needs of researchers. OpenPR has been designed to be easy to use, extensible, portable, and compatible with a wide range of Xilinx software and devices. Aside from supporting the slot-based PR paradigm, OpenPR also provides a solid base for further research into partial reconfiguration and FPGA productivity oriented design tools.