Search Results for author: Lorenzo Chelini

Found 2 papers, 1 papers with code

Towards a high-performance AI compiler with upstream MLIR

1 code implementation15 Apr 2024 Renato Golin, Lorenzo Chelini, Adam Siemieniuk, Kavitha Madhu, Niranjan Hasabnis, Hans Pabst, Evangelos Georganas, Alexander Heinecke

This work proposes a compilation flow using open-source compiler passes to build a framework to achieve ninja performance from a generic linear algebra high-level abstraction.

SEER: Super-Optimization Explorer for HLS using E-graph Rewriting with MLIR

no code implementations15 Aug 2023 Jianyi Cheng, Samuel Coward, Lorenzo Chelini, Rafael Barbalho, Theo Drane

We propose a super-optimization approach for HLS that automatically rewrites an arbitrary software program into efficient HLS code that can be used to generate an optimized hardware design.

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