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04/12/2021
AI Powered Compiler Techniques for DL Code Optimization
Creating high performance implementations of deep learning primitives on...
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06/02/2020
PolyDL: Polyhedral Optimizations for Creation of High Performance DL primitives
Deep Neural Networks (DNNs) have revolutionized many aspects of our live...
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02/06/2020
PolyScientist: Automatic Loop Transformations Combined with Microkernels for Optimization of Deep Learning Primitives
At the heart of deep learning training and inferencing are computational...
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06/11/2019
Automatic Model Parallelism for Deep Neural Networks with Compiler and Hardware Support
The deep neural networks (DNNs) have been enormously successful in tasks...
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05/29/2019
Categorization of Program Regions for Agile Compilation using Machine Learning and Hardware Support
A compiler processes the code written in a high level language and produ...
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09/16/2018