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SubMap: A Partial Mapping Strategy for CGRA Based on sub-CGRA Exploration
Li, Ning1; Li, Dejian2; Wu, Zhipeng1; Jing, Peiguang1; Pun, Sio Hang3; Liu, Yu1
2024-12
Source PublicationIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
ISSN0278-0070
AbstractCoarse-Grained Reconfigurable Array (CGRA) is a quality hardware for compute-intensive loop kernels, with its excellent balance of performance, energy efficiency, and reconfigurability. However, the efficiency of CGRA depends heavily on how the compiler maps the Data Flow Graph (DFG) extracted from application kernels onto the target architecture. Most existing CGRA compilers encounter the challenge of long compilation times due to excessive exploration space.To reduce the exploration space and compilation time, we propose SubMap, which adaptively explores a suitable sub-CGRA for different DFGs in a target CGRA and efficiently performs the mapping process.The experimental results show that SubMap greatly reduces the compilation time compared to the latest methods while maintaining the mapping quality.On HyCube 4×4, SubMap has an average performance improvement of 9.47× and 11.67× respectively, compared with Morpher (Pathfinder) and Morpher (SA). As the scale of the target CGRA increases, the performance improvement of SubMap becomes more pronounced.
KeywordDfg Minimums Pes Selective Mapping Sub-cgra Topology
DOI10.1109/TCAD.2024.3520024
URLView the original
Language英語English
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85212765583
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Document TypeJournal article
CollectionINSTITUTE OF MICROELECTRONICS
Affiliation1.Tianjin University, School of Microelectronics, Tianjin, 300072, China
2.Beijing smartchip microelectronics technology company limited, Haidian district, Beijing, 10000, China
3.University of Macau, Institute of Microelectronics, 999078, Macao
Recommended Citation
GB/T 7714
Li, Ning,Li, Dejian,Wu, Zhipeng,et al. SubMap: A Partial Mapping Strategy for CGRA Based on sub-CGRA Exploration[J]. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2024.
APA Li, Ning., Li, Dejian., Wu, Zhipeng., Jing, Peiguang., Pun, Sio Hang., & Liu, Yu (2024). SubMap: A Partial Mapping Strategy for CGRA Based on sub-CGRA Exploration. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.
MLA Li, Ning,et al."SubMap: A Partial Mapping Strategy for CGRA Based on sub-CGRA Exploration".IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2024).
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