MapZero: Mapping for Coarse-grained Reconfigurable Architectures with Reinforcement Learning and Monte-Carlo Tree Search

Author:

Kong Xiangyu1ORCID,Huang Yi1ORCID,Zhu Jianfeng1ORCID,Man Xingchen1ORCID,Liu Yang2ORCID,Feng Chunyang2ORCID,Gou Pengfei3ORCID,Tang Minggui3ORCID,Wei Shaojun1ORCID,Liu Leibo1ORCID

Affiliation:

1. School of Integrated Circuits, Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing, China

2. Innovation Institute of High Performance Server, GBA, Guangzhou, Guangdong, China

3. HEXIN Technologies Co., Ltd., Guangzhou, Guangdong, China

Funder

National Natural Science Foundation of China

Jiangsu Industrial prospect and key core technology - competitive projects

Publisher

ACM

Reference86 articles.

1. CRIMSON: Compute-Intensive Loop Acceleration by Randomized Iterative Modulo Scheduling and Optimized Mapping on CGRAs

2. PathSeeker: A Fast Mapping Algorithm for CGRAs

3. REVAMP: a systematic framework for heterogeneous CGRA realization

4. CGRA Mapping Using Zero-Suppressed Binary Decision Diagrams

5. Rahul Bera , Konstantinos Kanellopoulos , Anant Nori , Taha Shahroodi , Sreenivas Subramoney , and Onur Mutlu . 2021 . Pythia: A customizable hardware prefetching framework using online reinforcement learning . In MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture. 1121--1137 . Rahul Bera, Konstantinos Kanellopoulos, Anant Nori, Taha Shahroodi, Sreenivas Subramoney, and Onur Mutlu. 2021. Pythia: A customizable hardware prefetching framework using online reinforcement learning. In MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture. 1121--1137.

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3. E2EMap: End-to-End Reinforcement Learning for CGRA Compilation via Reverse Mapping;2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA);2024-03-02

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