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2023 LLVM Dev Mtg - MLIR Is Not an ML Compiler, and Other Common Misconceptions

2023 LLVM Developers' Meeting https://llvm.org/devmtg/2023-10 ------ MLIR Is Not an ML Compiler, and Other Common Misconceptions Speaker: Alex Zinenko ------ Slides: https://llvm.org/devmtg/2023-10/slide... ----- Despite the vast amount of material about the MLIR project, misconceptions regarding its scope and implementation abound. This talk will clarify such misconceptions highlighting that MLIR is not in fact a compiler, let alone a machine learning system; that dialects are intended to be mixed together despite the misleading name; and that there is fundamentally no single optimization and lowering pass pipeline. This talk addresses audience members with varying degrees of familiarity with MLIR, from neophytes who would get a better conceptual understanding of the project to advanced long-term users and contributors who could question or additionally justify some of the design choices that led to these misconceptions. ----- Videos Edited by Bash Films: http://www.BashFilms.com