mlirSynth: Automatic, Retargetable Program Raising in Multi-Level IR Using Program Synthesis
Alexander Brauckmann,
Elizabeth Polgreen,
Tobias Grosser
et al.
Abstract:MLIR is an emerging compiler infrastructure for modern hardware, but existing programs cannot take advantage of MLIR's high-performance compilation if they are described in lower-level general purpose languages. Consequently, to avoid programs needing to be rewritten manually, this has led to efforts to automatically raise lower-level to higher-level dialects in MLIR. However, current methods rely on manually-defined raising rules, which limit their applicability and make them challenging to maintain as MLIR d… Show more
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