Mapzero: Mapping for coarse-grained reconfigurable architectures with reinforcement learning and monte-carlo tree search

X Kong, Y Huang, J Zhu, X Man, Y Liu, C Feng… - Proceedings of the 50th …, 2023 - dl.acm.org
Coarse-grained reconfigurable architecture (CGRA) has become a promising candidate for
data-intensive computing due to its flexibility and high energy efficiency. CGRA compilers …

E2EMap: End-to-End Reinforcement Learning for CGRA Compilation via Reverse Mapping

D Liu, Y Xia, J Shang, J Zhong… - … Symposium on High …, 2024 - ieeexplore.ieee.org
Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture to cope with
the challenges of increasing demand for high performance and high energy efficiency …

DARIC: A data reuse-friendly CGRA for parallel data access via elastic fifos

D Liu, D Mou, R Zhu, Y Zhuang, J Shang… - 2023 60th ACM/IEEE …, 2023 - ieeexplore.ieee.org
Coarse-Grained Reconfigurable Arrays (CGRAs) are a promising architecture for data-
intensive applications. For parallel data accesses, uniform memory partitioning is usually …

SC-CGRA: An Energy-Efficient CGRA Using Stochastic Computing

D Mou, B Wang, D Liu - IEEE Transactions on Parallel and …, 2024 - ieeexplore.ieee.org
Stochastic Computing (SC) offers a promising computing paradigm for low-power and cost-
effective applications, with the added advantage of high error tolerance. In parallel, Coarse …

HETA: A Heterogeneous Temporal CGRA Modeling and Design Space Exploration via Bayesian Optimization

Y Dai, J Li, Q Zhu, Y Qiu, Y Hu, W Yin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Due to its high energy efficiency and flexibility, coarse-grained reconfigurable architecture
(CGRA) has gained increasing attention. Temporal CGRA is a typical category of CGRA that …

Optimizing Imperfectly-Nested Loop Mapping on CGRAs via Polyhedral-Guided Flattening

X Mo, Y Li, D Liu - 2024 Design, Automation & Test in Europe …, 2024 - ieeexplore.ieee.org
Coarse-Grained Reconfigurable Arrays (CGRAs) offer a promising balance between high
performance and power efficiency. To reduce the invocation overhead when mapping an …

Optimizing Data Reuse for CGRA Mapping Using Polyhedral-based Loop Transformations

L Huang, D Liu - 2023 60th ACM/IEEE Design Automation …, 2023 - ieeexplore.ieee.org
Coarse-Grained Reconfigurable Arrays (CGRA) can provide high energy efficiency while
keeping moderate flexibility. With flexible connections, modern CGRAs are allowed to …

Generating CGRA Processing Element Hardware with CGRAgen

HJ Damsgaard, A Ometov… - 2023 26th Euromicro …, 2023 - ieeexplore.ieee.org
The popularity of the Internet of Things and next-generation wireless networks calls for a
greater distribution of small but high-performance and energy-efficient compute devices at …