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xgb-workflow.sh
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#!/bin/bash | |
set -e | |
SCRIPT_DIR=$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd ) | |
echo SCRIPT_DIR=$SCRIPT_DIR | |
cd $SCRIPT_DIR | |
S3_INPUT_URL=${1} | |
S3_OUTPUT_URL=${2} | |
AWS_ACCESS_KEY_ID=${AWS_ACCESS_KEY_ID:-$3} | |
AWS_SECRET_ACCESS_KEY=${AWS_SECRET_ACCESS_KEY:-$4} | |
echo S3_INPUT_URL=${S3_INPUT_URL} | |
echo S3_OUTPUT_URL=${S3_OUTPUT_URL} | |
shift | |
function check_param() { | |
if test -z $1; then | |
echo "Usage: bash xgb-workflow.sh <S3_INPUT_URL> <S3_OUTPUT_URL> [AWS_ACCESS_KEY_ID] [AWS_SECRET_ACCESS_KEY]" | |
echo "Note that AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY will use environment variables if there are any" | |
exit -1 | |
fi | |
} | |
check_param ${S3_INPUT_URL} | |
check_param ${AWS_ACCESS_KEY_ID} | |
check_param ${AWS_SECRET_ACCESS_KEY} | |
( | |
echo "#### " | |
echo "#### Enter ETL stage..." | |
# spark-submit | |
/opt/spark-1.6.2-bin-hadoop2.6/bin/spark-submit --master yarn --deploy-mode client ./etl_transaction.py \ | |
${S3_INPUT_URL} \ | |
${AWS_ACCESS_KEY_ID} \ | |
${AWS_SECRET_ACCESS_KEY} | |
echo "#### " | |
echo "#### Enter Forecast stage..." | |
Rscript ./forecast.R | |
echo "#### " | |
echo "#### Uploading outputs to S3 location: ${S3_OUTPUT_URL}/${latest_output_dir}/ ..." | |
if ! location="$(type -p aws)" || [ -z "$location" ]; then | |
pip install awscli | |
fi | |
export AWS_ACCESS_KEY_ID=${AWS_ACCESS_KEY_ID} | |
export AWS_SECRET_ACCESS_KEY=${AWS_SECRET_ACCESS_KEY} | |
export AWS_DEFAULT_REGION=${AWS_DEFAULT_REGION:-"us-east-1"} | |
latest_output_dir=$(ls -rt -1d output-* | head) | |
aws s3 cp --recursive ${latest_output_dir} ${S3_OUTPUT_URL}/${latest_output_dir}/ | |
echo "#### " | |
echo "#### Workflow completed!" | |
) 2>&1 | tee ./xgb-workflow.log; |
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