Overlap Communication with Dependent Computation via Decomposition in Large Deep Learning Models

Author:

Wang Shibo1,Wei Jinliang1,Sabne Amit1,Davis Andy1,Ilbeyi Berkin1,Hechtman Blake1,Chen Dehao2,Murthy Karthik Srinivasa1,Maggioni Marcello1,Zhang Qiao1,Kumar Sameer1,Guo Tongfei1,Xu Yuanzhong1,Zhou Zongwei1

Affiliation:

1. Google, USA

2. Waymo, USA

Publisher

ACM

Reference55 articles.

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2. 2021. MLPerf Training v1.1. https://mlcommons.org/en/training-normal-11/ 2021. MLPerf Training v1.1. https://mlcommons.org/en/training-normal-11/

3. 2021. XLA: Optimizing Compiler for TensorFlow. https://www.tensorflow.org/xla 2021. XLA: Optimizing Compiler for TensorFlow. https://www.tensorflow.org/xla

4. 2022. NVIDIA H100 Tensor Core GPU Architecture. https://www.hpctech.co.jp/catalog/gtc22-whitepaper-hopper_v1.01.pdf 2022. NVIDIA H100 Tensor Core GPU Architecture. https://www.hpctech.co.jp/catalog/gtc22-whitepaper-hopper_v1.01.pdf

5. 2022. XLA DynamicSlice Semantics. https://www.tensorflow.org/xla/operation_semantics##dynamicslice 2022. XLA DynamicSlice Semantics. https://www.tensorflow.org/xla/operation_semantics##dynamicslice

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