Heterogeneous Dataflow Accelerators for Multi-DNN Workloads

2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA)(2021)

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摘要
Emerging AI-enabled applications such as augmented and virtual reality (AR/VR) leverage multiple deep neural network (DNN) models for various sub-tasks such as object detection, image segmentation, eye-tracking, speech recognition, and so on. Because of the diversity of the sub-tasks, the layers within and across the DNN models are highly heterogeneous in operation and shape. Diverse layer operati...
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关键词
Schedules,Solid modeling,Systematics,Shape,Computer architecture,Virtual reality,Speech recognition
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