Browsing by Author "Blumer, Aric David"
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- Exploiting Process Locality of Reference in RTL Simulation AccelerationPatterson, Cameron D.; Blumer, Aric David (2007-12-11)With the increased size and complexity of digital designs, the time required to simulate them has also increased. Traditional simulation accelerators utilize FPGAs in a static configuration, but this paper presents an analysis of six register transfer level (RTL) code bases showing that only a subset of the simulation processes is executing at any given time, a quality called executive locality of reference. The efficiency of acceleration hardware can be improved when it is used as a process cache. Run-time adaptations are made to ensure that acceleration resources are not wasted on idle processes, and these adaptations may be affected through process migration between software and hardware. An implementation of an embedded, FPGA-based migration system is described, and empirical data are obtained for use in mathematical and algorithmic modeling of more complex acceleration systems.
- Register Transfer Level Simulation Acceleration via Hardware/Software Process MigrationBlumer, Aric David (Virginia Tech, 2007-10-15)The run-time reconfiguration of Field Programmable Gate Arrays (FPGAs) opens new avenues to hardware reuse. Through the use of process migration between hardware and software, an FPGA provides a parallel execution cache. Busy processes can be migrated into hardware-based, parallel processors, and idle processes can be migrated out increasing the utilization of the hardware. The application of hardware/software process migration to the acceleration of Register Transfer Level (RTL) circuit simulation is developed and analyzed. RTL code can exhibit a form of locality of reference such that executing processes tend to be executed again. This property is termed executive temporal locality, and it can be exploited by migration systems to accelerate RTL simulation. In this dissertation, process migration is first formally modeled using Finite State Machines (FSMs). Upon FSMs are built programs, processes, migration realms, and the migration of process state within a realm. From this model, a taxonomy of migration realms is developed. Second, process migration is applied to the RTL simulation of digital circuits. The canonical form of an RTL process is defined, and transformations of HDL code are justified and demonstrated. These transformations allow a simulator to identify basic active units within the simulation and combine them to balance the load across a set of processors. Through the use of input monitors, executive locality of reference is identified and demonstrated on a set of six RTL designs. Finally, the implementation of a migration system is described which utilizes Virtual Machines (VMs) and Real Machines (RMs) in existing FPGAs. Empirical and algorithmic models are developed from the data collected from the implementation to evaluate the effect of optimizations and migration algorithms.