DOSA: Differentiable Model-Based One-Loop Search for DNN Accelerators

作者：C. Hong, Qijing Huang, Grace Dinh, Mahesh Subedar, Yakun Sophia Shao · 年份：2023 · DOI：10.1145/3613424.3623797 · 被引用次数：19 · 研究领域：VLSI and FPGA Design Techniques、Embedded Systems Design Techniques、Parallel Computing and Optimization Techniques

In the hardware design space exploration process, it is critical to optimize both hardware parameters and algorithm-to-hardware mappings. Previous work has largely approached this simultaneous optimization problem by separately exploring the hardware design space and the mapspace—both individually large and highly nonconvex spaces—independently. The resulting combinatorial explosion has created significant difficulties for optimizers.