Optimizing GPU Deep Learning Operators with Polyhedral Scheduling Constraint Injection

Cedric Bastoul,Zhen Zhang, Harenome Razanajato,Nelson Lossing, Adilla Susungi, Javier de Juan, Etienne Filhol, Baptiste Jarry, Gianpietro Consolaro,Renwei Zhang

2022 IEEE/ACM International Symposium on Code Generation and Optimization (CGO)（2022）

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摘要

Automatic parallel code generation from high-level abstractions such as those manipulated by artificial intelligence and deep learning (AI/DL) frameworks heavily rely on compiler techniques for automatic parallelization and optimization. Many recent advances rely on the polyhedral framework for this task because of its ability to model and to apply a wide range of loop transformations. However, mo...

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Deep learning,Codes,Costs,Neural networks,Memory management,Graphics processing units,Production

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