#!/usr/bin/env bash
# Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
#     http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.

set -ex

echo "Launching training job using $SM_NUM_GPUS GPUs"

# p3 instances have larger GPU memory, so a higher batch size can be used
GPU_MEM=`nvidia-smi --query-gpu=memory.total --format=csv,noheader -i 0 | awk '{print $1}'`
if [ $GPU_MEM -gt 15000 ] ; then BATCH_SIZE=256; else BATCH_SIZE=128; fi

# Training
python -W ignore train_imagenet_resnet_hvd.py --num_epochs 90 --synthetic -b $BATCH_SIZE \
	--lr_decay_mode poly --warmup_epochs 10 --clear_log
