RLPlace: Deep RL Guided Heuristics for Detailed Placement Optimization

Uday Mallappa,Sreedhar Pratty, David Brown

2022 Design, Automation &amp Test in Europe Conference &amp Exhibition (DATE)（2022）

引用 4|浏览30

关键词

deep RL guided heuristics,detailed placement optimization,solution space,placeable cells,possible locations,sliding window-based optimization,region-based methods,linear-programming,dynamic-programming algorithms,locally optimal solutions,inherent heuristics,local problems,solution quality,learning-based techniques,richer representation ability,huge solution spaces,existing rudimentary heuristics,detailed-placement algorithm RLPlace,reinforcement learning,global placement output,commercial tool,detailed-placement variants,HPWL improvement,optimality tradeoff,row-based optimization,sliding window,satisfiability modulo theories

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