Towards Automatic and Agile AI/ML Accelerator Design with End-to-End Synthesis

Jeff Jun Zhang,Nicolas Bohm Agostini,Shihao Song,Cheng Tan,Ankur Limaye,Vinay Amatya,Joseph Manzano,Marco Minutoli,Vito Giovanni Castellana,Antonino Tumeo,Gu-Yeon Wei,David Brooks

2021 IEEE 32nd International Conference on Application-specific Systems, Architectures and Processors (ASAP)（2021）

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摘要

Domain-specific designs offer greater energy efficiency and performance gain than general-purpose processors. For this reason, modern system-on-chips have a significant portion of their silicon area with custom accelerators. However, designing hardware by hand is laborious and time-consuming, given the large design space and the performance, power, and area constraints that are not realized in the...

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关键词

Program processors,Synthesizers,Software algorithms,Systems architecture,Computer architecture,Hardware,Space exploration

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