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AutoGraph: Optimizing DNN Computation Graph for Parallel GPU Kernel Execution

Published in Underline Science Inc. • Jan 11, 2023
NobleIDNI1P14W93R55S70
Authors:
Association for Artificial Intelligence 2023
,
Yang BAI
,
Zhuolun He

Abstract

Deep learning frameworks optimize the computation graphs and intra-operator computations to boost the inference performance on GPUs, while inter-operator parallelism is usually ignored. In this paper, a unified framework, AutoGraph, is proposed to obtain highly optimized computation graphs in favor ...

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