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MLOps series #1 : Batch scoring with Mlflow Model (Mleap flavor) on Google Cloud Platform
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#!/bin/bash | |
# setup_cluster.sh | |
# Create a plain vanilla cluster if doesn't exist with config. | |
# REGION - Region name (default eu) | |
# BUCKET - Bucker name (default cloud-demo-databrick-gcp) | |
#Pass all parameters (or use default parameters) | |
CLUSTER_NAME=${1:-cluster-00000} | |
BUCKET=${2:-cloud-demo-databrick-gcp} | |
REGION=${3:-europe-west6} | |
ZONE=${4:-europe-west6-a} | |
PROJECT=${5: -sandbox} | |
# Setup cluster | |
gcloud beta dataproc clusters create ${CLUSTER_NAME} \ | |
--enable-component-gateway \ | |
--bucket ${BUCKET} \ | |
--region ${REGION} \ | |
--subnet default \ | |
--zone ${ZONE} \ | |
--master-machine-type n1-standard-4 \ | |
--master-boot-disk-size 500 \ | |
--num-workers 2 \ | |
--worker-machine-type n1-standard-4 \ | |
--worker-boot-disk-size 500 \ | |
--image-version 1.3-deb9 \ | |
--properties spark:spark.jars.packages=ml.combust.mleap:mleap-spark_2.11:0.15.0 \ | |
--optional-components ANACONDA,JUPYTER \ | |
--scopes 'https://www.googleapis.com/auth/cloud-platform' \ | |
--project ${PROJECT} \ | |
--initialization-actions 'gs://goog-dataproc-initialization-actions-europe-west6/conda/bootstrap-conda.sh','gs://goog-dataproc-initialization-actions-europe-west6/conda/install-conda-env.sh',"gs://${BUCKET}/0_setup/cluster_config/init.sh" \ | |
--metadata 'MINICONDA_VARIANT=3','MINICONDA_VERSION=latest','PIP_PACKAGES=mleap==0.15.0 pyspark==2.4.5 gcsfs==0.6.1' |
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