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mlirSynth: Automatic, Retargetable Program Raising in Multi-Level IR using Program Synthesis
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.
A Reinforcement Learning Environment for Polyhedral Optimizations
Existing problem formulations in state-of-the-art heuristics depend on the shape of particular loops, making it hard to leverage generic and more powerful optimization techniques from the machine learning domain.
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