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03/01/2022
Specialized Accelerators and Compiler Flows: Replacing Accelerator APIs with a Formal Software/Hardware Interface
Specialized accelerators are increasingly used to meet the power-perform...
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05/19/2021
Pure Tensor Program Rewriting via Access Patterns (Representation Pearl)
Tensor kernels in machine learning (ML) often correspond to pure mathema...
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06/17/2020
Dynamic Tensor Rematerialization
Checkpointing enables training deep learning models under restricted mem...
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04/17/2019
Relay: A High-Level Compiler for Deep Learning
Frameworks for writing, compiling, and optimizing deep learning (DL) mod...
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04/17/2019
Relay: A High-Level IR for Deep Learning
Frameworks for writing, compiling, and optimizing deep learning (DL) mod...
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09/26/2018