ISC'12

June 17-21, 2012

Hamburg, Germany

Contribution Details

 
Name: Architectures
(3) Communication Cost-Aware Load Balancing for Architectures with Asymmetric Performance Behavior
 
Time: Monday, June 18, 2012
3:00 PM - 8:30 PM
 
Room:   Hall H, #911
CCH - Congress Center Hamburg
 
Speakers:   Laércio Lima Pilla, Grenoble University & Federal University of Rio Grande do Sul
 
Abstract:   Current HPC platforms are highly hierarchical and present asymmetric performance behaviors. These asymmetries can be seen on the latencies of memory and network hierarchies, and processing units. In this context, an optimal task distribution for an irregular application would not only require to deal with load imbalance, but also to take into account the costs of moving data around, as the memory access and network communication costs play a major role in obtaining high efficiency. Taking both of these criteria into account is a key step to achieve performance portability on current HPC platforms. In this poster, we introduce our portable approach to improve thread/data affinity while reducing core idleness on both shared memory and distributed parallel platforms. Our approach relies on a generic view of the machine topology, with benchmarked communication costs, and information about the behavior of the parallel application. We combine this information to dynamically balance the load of the application. A load balancing algorithm named NucoLB (non-uniform communication costs load balancer) was implemented for multicore machines with non-uniform memory access design using the Charm++ Parallel System. Experimental results show that our approach leads to performance improvements of up to 20% when compared to state of the art load balancers on different parallel machines. Our future work includes extending our algorithms to different kinds of processing units, such as GPUs.  
  • Tutorial Pass
  • HPC in Asia Workshop Pass
  • Conference Pass
  • Conference Pass or Exhibition Pass
    Satellite Event marked with * requires separate pass
  • Morning & Afternoon Coffee Breaks
    Midday Lunch Break
Program may be subject to changes.