Reinforcement Learning Approach for Mapping Applications to Dataflow-Based Coarse-Grained Reconfigurable Array. (arXiv:2205.13675v1 [cs.AR])

The Streaming Engine (SE) is a Coarse-Grained Reconfigurable Array which
provides programming flexibility and high-performance with energy efficiency.
An application program to be executed on the SE is represented as a combination
of Synchronous Data Flow (SDF) graphs, where every instruction is represented
as a node. Each node needs to be mapped to the right slot and array in the SE
to ensure the correct execution of the program. This creates an optimization
problem with a vast and sparse search …

applications ar arxiv dataflow learning mapping reinforcement reinforcement learning