Hidet: Task-Mapping Programming Paradigm for Deep Learning Tensor Programs

Author:

Ding Yaoyao1,Yu Cody Hao2,Zheng Bojian1,Liu Yizhi2,Wang Yida2,Pekhimenko Gennady1

Affiliation:

1. University of Toronto, Canada / Vector Institute, Canada

2. Amazon Web Services, USA

Publisher

ACM

Reference72 articles.

1. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dandelion Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. https://www.tensorflow.org/ Software available from tensorflow.org

2. Learning to optimize halide with tree search and random programs

3. Abien Fred Agarap . 2018. Deep Learning using Rectified Linear Units (ReLU). ArXiv, abs/1803.08375 ( 2018 ). Abien Fred Agarap. 2018. Deep Learning using Rectified Linear Units (ReLU). ArXiv, abs/1803.08375 (2018).

4. Tiramisu: A Polyhedral Compiler for Expressing Fast and Portable Code

5. Junjie Bai , Fang Lu , and Ke Zhang . 2019 . ONNX: Open Neural Network Exchange. https://github.com/onnx/onnx Junjie Bai, Fang Lu, and Ke Zhang. 2019. ONNX: Open Neural Network Exchange. https://github.com/onnx/onnx

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