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Ansor : Generating High-Performance Tensor Programs for Deep Learning


Jun 15, 2020
Lianmin Zheng, Chengfan Jia, Minmin Sun, Zhao Wu, Cody Hao Yu, Ameer Haj-Ali, Yida Wang, Jun Yang, Danyang Zhuo, Koushik Sen, Joseph E. Gonzalez, Ion Stoica


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ProTuner: Tuning Programs with Monte Carlo Tree Search


May 27, 2020
Ameer Haj-Ali, Hasan Genc, Qijing Huang, William Moses, John Wawrzynek, Krste Asanović, Ion Stoica


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AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning


Mar 04, 2020
Qijing Huang, Ameer Haj-Ali, William Moses, John Xiang, Ion Stoica, Krste Asanovic, John Wawrzynek

* arXiv admin note: text overlap with arXiv:1901.04615 

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Gemmini: An Agile Systolic Array Generator Enabling Systematic Evaluations of Deep-Learning Architectures


Dec 07, 2019
Hasan Genc, Ameer Haj-Ali, Vighnesh Iyer, Alon Amid, Howard Mao, John Wright, Colin Schmidt, Jerry Zhao, Albert Ou, Max Banister, Yakun Sophia Shao, Borivoje Nikolic, Ion Stoica, Krste Asanovic


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A View on Deep Reinforcement Learning in System Optimization


Sep 04, 2019
Ameer Haj-Ali, Nesreen K. Ahmed, Ted Willke, Joseph Gonzalez, Krste Asanovic, Ion Stoica


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Deep Reinforcement Learning in System Optimization


Aug 07, 2019
Ameer Haj-Ali, Nesreen K. Ahmed, Ted Willke, Joseph Gonzalez, Krste Asanovic, Ion Stoica


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AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning


Jan 15, 2019
Ameer Haj-Ali, Qijing Huang, William Moses, John Xiang, Ion Stoica, Krste Asanovic, John Wawrzynek


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