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January 9, 2019 19:40
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Slurm job script template
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| #!/bin/bash | |
| #SBATCH --nodes=1 | |
| #SBATCH --ntasks=4 | |
| #SBATCH --ntasks-per-node=4 # 4 tasks per node | |
| #SBATCH --gres=gpu:4 # 4 GPUs per node | |
| #SBATCH --exclusive | |
| #SBATCH --partition=batch | |
| #SBATCH -J p1-weak | |
| #SBATCH -o /scratch/P100-Exps/Weak/logs/p1.out | |
| #SBATCH -e /scratch/P100-Exps/Weak/errs/p1.err | |
| #SBATCH --time=2-00:00:00 | |
| #SBATCH --constraint=[p100] | |
| #SBATCH --exclude dgpu502-25 | |
| module load tensorflow | |
| module load openmpi | |
| module load nccl | |
| HOROVOD_GPU_ALLREDUCE=NCCL pip install --no-cache-dir horovod --user | |
| for i in {1..34560} | |
| do | |
| echo $(date) >> /scratch/P100-Exps/Weak/logs/p1.out | |
| sleep 5 | |
| done & | |
| mpirun -np 4 -npernode 4 \ | |
| -x NCCL_DEBUG=INFO -x LD_LIBRARY_PATH -x PATH \ | |
| -mca pml ob1 -mca btl ^openib \ | |
| python3 -u /scratch/benchmarks/scripts/tf_cnn_benchmarks/tf_cnn_benchmarks.py \ | |
| --model=resnet50 \ | |
| --data_dir=/scratch/tf_imagenet/train \ | |
| --train_dir=/scratch/P100-Exps/Weak/ckpts/p1 \ | |
| --data_name=imagenet --print_training_accuracy=true \ | |
| --weight_decay=1e-4 --optimizer=momentum --use_fp16=true \ | |
| --nodistortions \ | |
| --batch_size=128 --num_epochs=90 \ | |
| --variable_update=horovod --horovod_device=gpu \ |
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