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Code Block
root@tessa002:/workspace/nvidia-examples/bert/data/download# mkdir squad
root@tessa002:/workspace/nvidia-examples/bert/data/download# cd squad
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad# mkdir -p squad/v1.1
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad#download# cd squad/v1.1/
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1# wget https://rajpurkar.github.io/SQuAD-explorer/dataset/train-v1.1.json
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1# wget https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v1.1.json
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1#  wget https://github.com/allenai/bi-att-flow/archive/master.zip
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1# unzip master.zip
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1# cdcp bi-att-flow-master/
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1/bi-att-flow-master# cd squad
root@tessa002:/workspace/nvidia-examples/bert/data/download/squad/v1.1/bi-att-flow-master/squad# cp evaluate-v1.1.py /workspace/nvidia-examples/bert/data/download/squad/v1.1/
root@tessa002:cd /workspace/nvidia-examples/bert

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Note : consider logging results with “>2&1 | tee $LOGFILE” for submissions to judges

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Code Block
root@tessa002:/workspace# mkdir lambdal
root@tessa002:/workspace# cd lambdal
root@tessa002:/workspace/lambdal# git clone https://github.com/lambdal/bert
root@tessa002:/workspace/lambdal# cd bert
root@tessa002:/workspace/lambdal/bert# mpirun -np 4 -H localhost:4 -bind-to none -map-by slot -x NCCL_DEBUG=INFO -x LD_LIBRARY_PATH -x PATH -mca pml ob1 -mca btl ^openib --allow-run-as-root python3 run_squad_hvd.py --vocab_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/vocab.txt   --bert_config_file=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/bert_config.json   --init_checkpoint=/workspace/nvidia-examples/bert/data/download/google_pretrained_weights/uncased_L-12_H-768_A-12/bert_model.ckpt  --do_train=True   --train_file=/workspace/nvidia-examples/bert/data/download/squad/v1.1/train-v1.1.json   --do_predict=True   --predict_file=/workspace/nvidia-examples/bert/data/download/squad/v1.1/dev-v1.1.json --train_batch_size=12 --learning_rate=3e-5   --num_train_epochs=2.0   --max_seq_length=384   --doc_stride=128   --output_dir=/results/lambdal/squad1/squad_base/ --horovod=true

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