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1-bit LAMB: Communication Efficient Large-Scale Large-Batch Training with LAMB's Convergence Speed


Apr 13, 2021
Conglong Li, Ammar Ahmad Awan, Hanlin Tang, Samyam Rajbhandari, Yuxiong He


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1-bit Adam: Communication Efficient Large-Scale Training with Adam's Convergence Speed


Feb 04, 2021
Hanlin Tang, Shaoduo Gan, Ammar Ahmad Awan, Samyam Rajbhandari, Conglong Li, Xiangru Lian, Ji Liu, Ce Zhang, Yuxiong He

* arXiv admin note: text overlap with arXiv:2008.11343 

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HyPar-Flow: Exploiting MPI and Keras for Scalable Hybrid-Parallel DNN Training using TensorFlow


Nov 12, 2019
Ammar Ahmad Awan, Arpan Jain, Quentin Anthony, Hari Subramoni, Dhabaleswar K., Panda

* 15 pages, 16 figures, under double-blind review at a conference 

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