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BERT with MulitGPUs

Improving BERT Model to Support for running with multi GPUs
You can simply use codes selection what would you use for running !

  • Environment : Ubuntu 18.04, Tensorflow 1.14 CUDA 10.0, CUDNN 7.6.5
  • Tested Model : BERT Multilingual Cased Model
  • Dataset : SQuAD 1.1, 2.0 / KorQuAD 1.0, 2.1

  • run_korquad : running script for KorQuAD 2.x datasets
  • _tf_multi : use Tensorflow Mirror Strategy
  • _hvd : use Horovod Framework
  1. Tensorflow Mirrored Startegy API
    Use run_squad_tf_multi.py and optimization_tf_multi.py

  2. Uber's Horovod Framework
    Use run_squad_hvd.py and optimization_tf_multi.py