DARIC: A Data Reuse-Friendly CGRA for Parallel Data Access via Elastic FIFOs
Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture for data-intensive applications. For parallel data accesses, uniform memory partitioning is usually introduced to CGRA for better pipelining performance. However, uniform memory partitioning not only suffers from a local minim...
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| Veröffentlicht in: | 2023 60th ACM/IEEE Design Automation Conference (DAC) S. 1 - 6 |
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09.07.2023
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| Abstract | Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture for data-intensive applications. For parallel data accesses, uniform memory partitioning is usually introduced to CGRA for better pipelining performance. However, uniform memory partitioning not only suffers from a local minimum, but also introduces non-negligible overhead for banking function, which may greatly degrade the performance of CGRA. To this end, this paper introduces non-uniform memory partitioning and proposes a data-reuse-friendly CGRA (DARIC). With well elaborated configurable bank groups cooperated with register chains, elastic FIFOs can be achieved for non-uniform memory partitioning. Based on the resource graph of DARIC, a mapping algorithm supporting path sharing is proposed. Finally, the experimental results show that DARIC can achieve 2.35 × throughput and 2.59 × energy efficiency while having even less area and power overhead, as compared to the state-of-the-art. |
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| AbstractList | Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture for data-intensive applications. For parallel data accesses, uniform memory partitioning is usually introduced to CGRA for better pipelining performance. However, uniform memory partitioning not only suffers from a local minimum, but also introduces non-negligible overhead for banking function, which may greatly degrade the performance of CGRA. To this end, this paper introduces non-uniform memory partitioning and proposes a data-reuse-friendly CGRA (DARIC). With well elaborated configurable bank groups cooperated with register chains, elastic FIFOs can be achieved for non-uniform memory partitioning. Based on the resource graph of DARIC, a mapping algorithm supporting path sharing is proposed. Finally, the experimental results show that DARIC can achieve 2.35 × throughput and 2.59 × energy efficiency while having even less area and power overhead, as compared to the state-of-the-art. |
| Author | Zhu, Rong Mou, Di Shang, Jiaxing Yin, Shouyi Liu, Dajiang Zhong, Jiang Zhuang, Yan |
| Author_xml | – sequence: 1 givenname: Dajiang surname: Liu fullname: Liu, Dajiang email: liudj@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 2 givenname: Di surname: Mou fullname: Mou, Di email: moudi@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 3 givenname: Rong surname: Zhu fullname: Zhu, Rong email: zhurong@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 4 givenname: Yan surname: Zhuang fullname: Zhuang, Yan email: zhuangyan@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 5 givenname: Jiaxing surname: Shang fullname: Shang, Jiaxing email: shangjx@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 6 givenname: Jiang surname: Zhong fullname: Zhong, Jiang email: zhongjiang@cqu.edu.cn organization: Chongqing University,College of Computer Science,Chongqing,China,400044 – sequence: 7 givenname: Shouyi surname: Yin fullname: Yin, Shouyi email: yinsy@tsinghua.edu.cn organization: Tsinghua University,School of Integrated Circuits,Beijing,China,100084 |
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| Snippet | Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture for data-intensive applications. For parallel data accesses, uniform memory... |
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| SubjectTerms | Banking CGRA Data Reuse Design automation Energy efficiency FIFO Memory management Parallel Data Access Partitioning algorithms Registers Throughput |
| Title | DARIC: A Data Reuse-Friendly CGRA for Parallel Data Access via Elastic FIFOs |
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