TY - JOUR
T1 - Loop fusion and reordering for register file optimization on stream processors
AU - Tian, Wanyong
AU - Xue, Chun Jason
AU - Li, Minming
AU - Chen, Enhong
PY - 2012/7
Y1 - 2012/7
N2 - Stream processors are gaining popularity and getting deployed in many multimedia and scientific applications. stream register file (SRF) is a non-bypassing software-managed on-chip memory. Unlike conventional register files, the input data must be all stored in the SRF when a program is being executed. It is a critical resource in stream processors. When loading a program from the off-chip memory into SRF for execution, the storage consumption and the data transfer time are two key factors which affect the performance. This work applies loop transformation to programs for SRF optimization. We consider two objectives of minimizing the storage consumption and data transfer time. Previous techniques concentrate on the utilization of SRF only. This is the first paper considering both the two factors. We present a cost evaluation function in this paper and apply loop fusion and reordering to improve the performance of stream processors. The experimental results show significant performance improvement.
AB - Stream processors are gaining popularity and getting deployed in many multimedia and scientific applications. stream register file (SRF) is a non-bypassing software-managed on-chip memory. Unlike conventional register files, the input data must be all stored in the SRF when a program is being executed. It is a critical resource in stream processors. When loading a program from the off-chip memory into SRF for execution, the storage consumption and the data transfer time are two key factors which affect the performance. This work applies loop transformation to programs for SRF optimization. We consider two objectives of minimizing the storage consumption and data transfer time. Previous techniques concentrate on the utilization of SRF only. This is the first paper considering both the two factors. We present a cost evaluation function in this paper and apply loop fusion and reordering to improve the performance of stream processors. The experimental results show significant performance improvement.
KW - Loop fusion
KW - Loop reordering
KW - Maximumloop distribution
KW - Stream processor
KW - Stream register file
UR - http://www.scopus.com/inward/record.url?scp=84862829091&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-84862829091&origin=recordpage
U2 - 10.1016/j.jss.2012.02.016
DO - 10.1016/j.jss.2012.02.016
M3 - RGC 21 - Publication in refereed journal
SN - 0164-1212
VL - 85
SP - 1673
EP - 1681
JO - Journal of Systems and Software
JF - Journal of Systems and Software
IS - 7
ER -