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Ensuring Safety in Automotive Machine Learning Inference: From Pre-validated Static Kernels to Machine Learning Graph Compilation

Jelena Frtunikj, Alex Latz, Ajit Mistry, Matthew Propp, Vasu Singh, Suresh Talapaneni, Amanda Tang, Damien Zufferey

Abstract Machine Learning (ML) inference is shifting from using pre-developed static, CUDA C++, GPU kernel libraries to using MLIR-based graph compilers that perform advanced optimizations and generate custom kernels. This paradigm shift reimagines how we achieve ML inference in …