Title :
An EScheduler-Based Data Dependence Analysis and Task Scheduling for Parallel Circuit Simulation
Author :
Chen, Xiaoming ; Wu, Wei ; Wang, Yu ; Yu, Hao ; Yang, Huazhong
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
The sparse matrix solver has become the bottleneck in a Simulation Program with Integrated Circuit Emphasis circuit simulator. It is difficult to parallelize the sparse matrix solver because of the high data dependence during the numerical LU factorization. In this brief, a parallel LU factorization algorithm is developed on shared-memory computers with multicore central processing units, based on KLU algorithms. An Elimination Scheduler (EScheduler) is proposed to represent the data dependence during the LU factorization. Based on the EScheduler, the parallel tasks are scheduled in two modes to achieve a high level of concurrence, i.e., cluster mode and pipeline mode . The experimental results on 26 circuit matrices reveal that the developed algorithm can achieve speedup of 1.18-4.55× (on geometric average), as compared with KLU, with 1-8 threads. The result analysis indicates that for different data dependence, different parallel strategies should be dynamically selected to obtain optimal performance.
Keywords :
SPICE; matrix decomposition; scheduling; shared memory systems; sparse matrices; Escheduler-based data dependence analysis; KLU algorithms; SPICE circuit simulator; cluster mode; elimination scheduler; multicore central processing units; numerical Manuscript LU factorization; parallel LU factorization algorithm; parallel circuit simulation; pipeline mode; shared-memory computers; simulation program with integrated circuit emphasis circuit simulator; sparse matrix solver; task scheduling; Algorithm design and analysis; Approximation algorithms; Circuit simulation; Parallel processing; Pipelines; Sparse matrices; Synchronization; Circuit simulation; Elimination Scheduler ( EScheduler); parallel LU factorization;
Journal_Title :
Circuits and Systems II: Express Briefs, IEEE Transactions on
DOI :
10.1109/TCSII.2011.2164148