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Setup for Access Management for Apache Spark

Configure

This section outlines the steps to set up the Apache Spark OLAC or OLAC_FGAC with the Privacera Plugin. Ensure that all prerequisites are completed before beginning the setup process.

Perform following steps to configure Apache Spark OLAC connector:

  1. SSH into the instance where Privacera Manager is installed.

  2. Run the following command to navigate to the /config directory and copy yml files: 

    cd ~/privacera/privacera-manager/config
cp sample-vars/vars.spark-standalone.yml custom-vars/

  3. Modify the following properties:

    • In the vars.spark-standalone.yml file, update the following properties with the appropriate values: 

      #Spark Env name.
SPARK_ENV_TYPE: "<PLEASE_CHANGE>"

#Add the spark home path
#Eg: "/opt/spark"
SPARK_HOME: "<PLEASE_CHANGE>"

#Spark user home directory
#Eg: "/opt/privacera"
SPARK_USER_HOME: "<PLEASE_CHANGE>"

      Variable Definition Example
      SPARK_ENV_TYPE Set the environment type. privacera_spark_olac
      SPARK_HOME Home path of your Spark installation. /opt/spark
      SPARK_USER_HOME User home directory of your Spark installation. /opt/privacera

  4. Once the properties are configured, update your Privacera Manager platform instance by following the commands

    Bash
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    cd ~/privacera/privacera-manager
./privacera-manager.sh post-install

  5. Once the post-install process is complete, you will see spark-standalone folder in the ~/privacera/privacera-manager/output directory, with the following folder structure: 

    output/
├── spark-standalone/
│   ├── spark_custom_conf/ 
│   │   ├── FGAC/ 
│   │   │   ├── README.md
│   │   │   ├── jwttoken.pub
│   │   │   ├── privacera_spark.properties
│   │   ├── OLAC/
│   │   │   ├── privacera_spark.properties
│   │   │   ├── README.md
│   │   ├── OLAC_FGAC/
│   │   │   ├── README.md
│   │   │   ├── jwttoken.pub
│   │   │   ├── privacera_spark.properties
│   │   ├── auditserver-secrets-keystore.jks
│   │   ├── global-truststore.p12
│   │   ├── ranger-plugin-keystore.p12
│   │   ├── ranger.jceks
│   ├── privacera_setup.sh
│   ├── spark_custom_conf.zip
│   ├── standalone_spark_FGAC.sh
│   ├── standalone_spark_OLAC.sh
│   ├── standalone_spark_OLAC_FGAC.sh

Setup Scripts and Configuration Files

Creating Script Files

  1. Create privacera-oss-plugin folder and navigate to it 

    mkdir ~/privacera-oss-plugin
cd ~/privacera-oss-plugin

  2. Create a penv.sh file and copy the following content to it 

    cd ~/privacera-oss-plugin
vi penv.sh

    penv.sh
    penv.sh
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    #!/bin/bash

## Set up environment variables for Privacera Spark plugin deployment


# Privacera configuration
export PRIVACERA_BASE_DOWNLOAD_URL="<PRIVACERA_BASE_DOWNLOAD_URL>"
# Supported spark-plugin types are: OLAC, OLAC_FGAC
export PRIVACERA_SPARK_PLUGIN_TYPE="OLAC"

# Uncomment this to enable delta lake support
#export OSS_DELTA_LAKE_ENABLE="true"


# Spark configuration
# Spark Docker image (e.g. spark:3.5.5-python3)
export SPARK_BASE_IMAGE="<SPARK_BASE_IMAGE>"
# Spark version (e.g., 3.5.5)
export SPARK_VERSION="<SPARK_VERSION>"


# Docker image configuration
export SPARK_PLUGIN_IMAGE="<SPARK_PLUGIN_IMAGE>"
export SPARK_DOCKER_PULL_SECRET="<SPARK_DOCKER_PULL_SECRET>"
export TAG="<DOCKER_IMAGE_TAG>"


## K8S configuration
export SPARK_NAME_SPACE="<SPARK_NAME_SPACE>"
export PRIVACERA_SECRET_NAME="privacera-spark-secret"
export PRIVACERA_CONFIGMAP_NAME="privacera-spark-configmap"

export SPARK_PLUGIN_ROLE_BINDING="privacera-sa-spark-plugin-role-binding"
export SPARK_PLUGIN_SERVICE_ACCOUNT="privacera-sa-spark-plugin"
export SPARK_PLUGIN_ROLE="privacera-sa-spark-plugin-role"
export SPARK_PLUGIN_APP_NAME="privacera-spark-examples"


# Input and output directories for k8s templates
export INPUT_DIR="./templates"
export OUTPUT_DIR="./output"

    • To get the PRIVACERA_BASE_DOWNLOAD_URL run the following command where Privacera is installed. Update this download URL in penv.sh script file 

      grep -i 'PRIVACERA_BASE_DOWNLOAD_URL=' ~/privacera/privacera-manager/output/spark-standalone/standalone_spark_OLAC.sh

      Note

      To enable OLAC_FGAC update the PRIVACERA_SPARK_PLUGIN_TYPE in the penv.sh script as shown below 

      PRIVACERA_SPARK_PLUGIN_TYPE="OLAC_FGAC"

  3. Run the following command to create and edit build_privacera_plugin.sh file. Expand the following section and copy it's content to the build_privacera_plugin.sh file 

    vi build_privacera_plugin.sh

    build_privacera_plugin.sh
    build_privacera_plugin.sh
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    #!/bin/bash

set -x

SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
ENV_FILE="${SCRIPT_DIR}/penv.sh"

# if penv.sh exists, load it
if [ -f ${ENV_FILE} ]; then
  echo "Sourcing env file ${ENV_FILE}"
  source ${ENV_FILE}
else
  echo "${ENV_FILE} file not found"
  exit 1
fi

SPARK_HOME=${SCRIPT_DIR}/spark_home/opt/spark
PRIVACERA_HOME=${SCRIPT_DIR}/privacera_home
PRIVACERA_WORK_DIR=${PRIVACERA_HOME}/work

PRIVACERA_SPARK_PLUGIN_TYPE=${PRIVACERA_SPARK_PLUGIN_TYPE}
ENV_TYPE=PLATFORM
SPARK_DEFAULT_CONF=${SPARK_HOME}/conf/spark-defaults.conf
USER_NAME=spark
GROUP_NAME=spark

export PRIVACERA_HOME=${PRIVACERA_HOME}
export PRIVACERA_WORK_DIR=${PRIVACERA_WORK_DIR}
export PRIVACERA_DOWNLOAD=$PRIVACERA_HOME/downloads
export SPARK_DEFAULT_CONF=${SPARK_DEFAULT_CONF}
export PRIVACERA_SPARK_PLUGIN_TYPE=${PRIVACERA_SPARK_PLUGIN_TYPE}
export PRIVACERA_BASE_DOWNLOAD_URL=${PRIVACERA_BASE_DOWNLOAD_URL}
export ENV_TYPE=${ENV_TYPE}
export OSS_DELTA_LAKE_ENABLE=${OSS_DELTA_LAKE_ENABLE}
export SPARK_VERSION=${SPARK_VERSION}
export PRIVACERA_SETUP_SCRIPT="privacera_setup.sh"
export SPARK_USER=${USER_NAME}
export SPARK_GROUP=${GROUP_NAME}
export SPARK_HOME=${SPARK_HOME}

rm -rf ${PRIVACERA_HOME}
rm -rf ${SPARK_HOME}

mkdir -p ${PRIVACERA_HOME}
mkdir -p ${SPARK_HOME}
mkdir -p ${SPARK_HOME}/jars
mkdir -p ${SPARK_HOME}/conf

touch ${SPARK_HOME}/conf/spark-defaults.conf

# run the actual script that downloads and installs the plugin
bash scripts/privacera_setup.sh

cp ${PRIVACERA_HOME}/work/privacera_version.txt ${SPARK_HOME}/conf
sed -i "s|${SPARK_HOME}|/opt/spark|g" ${SPARK_HOME}/conf/spark-defaults.conf

tar cvfz privacera-spark-plugin.tar.gz -C ${SPARK_HOME}/../.. .

  4. Create scripts folder and navigate to it 

    mkdir ~/privacera-oss-plugin/scripts
cd ~/privacera-oss-plugin/scripts

  5. Create privacera_setup.sh script file and copy the following content to it 

    vi privacera_setup.sh

    privacera_setup.sh
    privacera_setup.sh
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    #!/bin/bash

set -x

echo "SPARK_DEFAULT_CONF ${SPARK_DEFAULT_CONF}"
echo "SPARK_HOME ${SPARK_HOME}"
echo "PRIVACERA_SPARK_PLUGIN_TYPE ${PRIVACERA_SPARK_PLUGIN_TYPE}"
echo "PRIVACERA_BASE_DOWNLOAD_URL ${PRIVACERA_BASE_DOWNLOAD_URL}"
echo "SPARK_VERSION ${SPARK_VERSION}"

export ENV_TYPE=${ENV_TYPE:-"PLATFORM"}
export OSS_DELTA_LAKE_ENABLE=${OSS_DELTA_LAKE_ENABLE:-false}
export SPARK_VERSION=${SPARK_VERSION}

# spark folders
export SPARK_PLUGIN_TYPE=${PRIVACERA_SPARK_PLUGIN_TYPE}
SCRIPT_NAME=standalone_spark_setup.sh

SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"

chmod +x ${SCRIPT_DIR}/${SCRIPT_NAME}
. ${SCRIPT_DIR}/${SCRIPT_NAME}

  6. Create standalone_spark_setup.sh script file and copy the following content to it 

    vi standalone_spark_setup.sh

    standalone_spark_setup.sh
    standalone_spark_setup.sh
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    #!/bin/bash

set -x

#no need to change
SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
PRIVACERA_WORK_DIR=${PRIVACERA_WORK_DIR:-${SCRIPT_DIR}/work}
PRIVACERA_OUT_FILE=${PRIVACERA_OUT_FILE:-${PRIVACERA_WORK_DIR}/privacera.out}
PKG_NAME=${PKG_NAME:-privacera-spark-plugin.tar.gz}
PRIVACERA_CONF_FOLDER=${PRIVACERA_CONF_FOLDER:-${SPARK_HOME}/conf}
PRIVACERA_CUSTOM_CONF_ZIP=${PRIVACERA_CUSTOM_CONF_ZIP:-spark_custom_conf.zip}
SPARK_DEFAULT_CONF=${SPARK_HOME}/conf/spark-defaults.conf
SPARK_PLUGIN_TYPE=${SPARK_PLUGIN_TYPE:-"OLAC"}
OSS_DELTA_LAKE_ENABLE=${OSS_DELTA_LAKE_ENABLE:-false}
ENV_TYPE=${ENV_TYPE:-"PLATFORM"}
SPARK_VERSION=${SPARK_VERSION}

if [[ $ENV_TYPE != "PCLOUD" ]]; then
  # for platform we have to append as we are using same path for both
  export PRIVACERA_BASE_DOWNLOAD_URL=${PRIVACERA_BASE_DOWNLOAD_URL}/spark-plugin
fi

rm -rf ${PRIVACERA_OUT_FILE}
function log(){
  msg=$1
  currentTime=`date`
  echo "${currentTime} : ${msg} " >> ${PRIVACERA_OUT_FILE}
}

function createFolders() {
  #delete existing jars and work folder so update would not create issue as jar name is different in every release
  rm -rf ${SPARK_HOME}/jars/ranger-*
  rm -rf ${SPARK_HOME}/jars/privacera*
  rm -rf ${PRIVACERA_WORK_DIR}
  mkdir -p ${PRIVACERA_WORK_DIR}
}

function validation(){
  if [[ $SPARK_HOME == "" ]];then
    log " SPARK_HOME can't be empty "
    exit 1;
  fi
  log "SPARK_HOME = ${SPARK_HOME}"
}

download_pkg(){
  log "Downloading pkg from ${PRIVACERA_BASE_DOWNLOAD_URL}/${PKG_NAME}"
  cd ${PRIVACERA_WORK_DIR}
  if [[ ${PRIVACERA_BASE_DOWNLOAD_URL} == https* ]]; then
    log "Downloading pkg using wget ${PRIVACERA_BASE_DOWNLOAD_URL}/${PKG_NAME}"
    wget -nv ${PRIVACERA_BASE_DOWNLOAD_URL}/${PKG_NAME} -O ${PKG_NAME}
  else
    log "download pkg path is not yet supported ${PRIVACERA_BASE_DOWNLOAD_URL}/${PKG_NAME}"
  fi
}

function install() {
  log "Extracting ${PRIVACERA_WORK_DIR}/${PKG_NAME} into ${PRIVACERA_WORK_DIR}"
  tar xzf ${PRIVACERA_WORK_DIR}/${PKG_NAME} --directory ${PRIVACERA_WORK_DIR}

  #putting privacera jar into spark home
  cp -r ${PRIVACERA_WORK_DIR}/spark-plugin/* $SPARK_HOME/jars/

  if [ ! -f $SPARK_DEFAULT_CONF ]; then
   cp $SPARK_DEFAULT_CONF.template $SPARK_DEFAULT_CONF
  fi
}

function update_jars() {
  # find java major version
  JAVA_MAJOR_VERSION=$(java -version 2>&1 | sed -E -n 's/.* version "([^.-]*).*"/\1/p' | cut -d' ' -f1)
  echo "Java major version: ${JAVA_MAJOR_VERSION}"
  if [ ${JAVA_MAJOR_VERSION} -ge 15 ]; then
    cp -r ${PRIVACERA_WORK_DIR}/jdk15-jars/* $SPARK_HOME/jars/ranger-spark-plugin-impl/
  fi
}

function configure() {
    log "Configure started"

    #  NOTE: Equivalent of this will be done in the entrypoint script
    PRIVACERA_CONF_WORK_DIR="${PRIVACERA_WORK_DIR}/spark-conf"

    cp ${PRIVACERA_CONF_WORK_DIR}/resource_type_plugin_map.json ${PRIVACERA_CONF_FOLDER}/

    #setting spark agent
    if [ `grep -rin "spark.driver.extraJavaOptions" $SPARK_DEFAULT_CONF |  wc -l` -gt 0 ];then
      sed -i '' -e 's|spark.driver.extraJavaOptions .*|spark.driver.extraJavaOptions -javaagent:'${SPARK_HOME}'/jars/privacera-agent.jar -Dlog4j.configurationFile=file:///privacera-conf/log4j2.properties|g' $SPARK_DEFAULT_CONF
    else
      echo "spark.driver.extraJavaOptions -javaagent:${SPARK_HOME}/jars/privacera-agent.jar -Dlog4j.configurationFile=file:///privacera-conf/log4j2.properties" >> $SPARK_DEFAULT_CONF
    fi

    if [[ "${SPARK_PLUGIN_TYPE}" == *"FGAC"* ]]; then
      log "Spark python/sql plugin "
      if [ `grep -rin "spark.sql.extensions" $SPARK_DEFAULT_CONF |  wc -l` -gt 0 ];then
        sed -i '' -e 's|spark.sql.extensions.*|spark.sql.extensions com.privacera.spark.agent.SparkSQLExtension|g' $SPARK_DEFAULT_CONF
      else
        echo "#Setting Privacera spark-plugin properties" >> $SPARK_DEFAULT_CONF
        echo "spark.sql.extensions com.privacera.spark.agent.SparkSQLExtension" >> $SPARK_DEFAULT_CONF
      fi
    elif [[ "${SPARK_PLUGIN_TYPE}" == *"OLAC"* ]]; then
      echo "Setting agent for executor"
        #setting spark agent
        if [ `grep -rin "# spark.executor.extraJavaOptions" $SPARK_DEFAULT_CONF |  wc -l` -gt 0 ];then
          sed -i '' -e 's|# spark.executor.extraJavaOptions .*|spark.executor.extraJavaOptions -javaagent:'${SPARK_HOME}'/jars/privacera-agent.jar -Dlog4j.configurationFile=file:///privacera-conf/log4j2.properties|g' $SPARK_DEFAULT_CONF
        elif [ `grep -rin "spark.executor.extraJavaOptions" $SPARK_DEFAULT_CONF |  wc -l` -gt 0 ];then
          sed -i '' -e 's|spark.executor.extraJavaOptions .*|spark.executor.extraJavaOptions -javaagent:'${SPARK_HOME}'/jars/privacera-agent.jar|g -Dlog4j.configurationFile=file:///privacera-conf/log4j2.properties' $SPARK_DEFAULT_CONF
        else
          echo "spark.executor.extraJavaOptions -javaagent:${SPARK_HOME}/jars/privacera-agent.jar -Dlog4j.configurationFile=file:///privacera-conf/log4j2.properties " >> $SPARK_DEFAULT_CONF
        fi
    fi

    ## add or append 'spark.sql.hive.metastore.sharedPrefixes'
    if [ `grep -rin "^spark.sql.hive.metastore.sharedPrefixes" $SPARK_DEFAULT_CONF |  wc -l` -gt 0 ];then
      sharedPrefixes=`grep -ri "^spark.sql.hive.metastore.sharedPrefixes" $SPARK_DEFAULT_CONF`
      sharedPrefixes="${sharedPrefixes#spark.sql.hive.metastore.sharedPrefixes}"
      # trim leading whitespaces ###
      sharedPrefixes="${sharedPrefixes##*( )}"
      # trim trailing whitespaces  ##
      sharedPrefixes="${sharedPrefixes%%*( )}"
      sed -i -e "s|^spark.sql.hive.metastore.sharedPrefixes .*|#spark.sql.hive.metastore.sharedPrefixes ${sharedPrefixes}|g" $SPARK_DEFAULT_CONF
      echo "spark.sql.hive.metastore.sharedPrefixes ${sharedPrefixes},com.privacera,com.amazonaws" >> $SPARK_DEFAULT_CONF
    else
      echo "spark.sql.hive.metastore.sharedPrefixes com.privacera,com.amazonaws" >> $SPARK_DEFAULT_CONF
    fi

    log "Configure completed"
}

function setup_deltalake() {
    # configure deltalake support
    log "setup_deltalake started"

    if [ "${OSS_DELTA_LAKE_ENABLE}" == true ]; then

        if [ "${SPARK_VERSION}" = "3.4.0" ] || [ "${SPARK_VERSION}" = "3.4.1" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-core_2.12/2.4.0/delta-core_2.12-2.4.0.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/2.4.0/delta-storage-2.4.0.jar -P "${SPARK_HOME}/jars/"

        elif [ "${SPARK_VERSION}" = "3.5.0" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-spark_2.12/3.0.0/delta-spark_2.12-3.0.0.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/3.0.0/delta-storage-3.0.0.jar -P "${SPARK_HOME}/jars/"

        elif [ "${SPARK_VERSION}" = "3.5.1" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-spark_2.12/3.1.0/delta-spark_2.12-3.1.0.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/3.1.0/delta-storage-3.1.0.jar -P "${SPARK_HOME}/jars/"

        elif [ "${SPARK_VERSION}" = "3.5.3" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-spark_2.12/3.2.1/delta-spark_2.12-3.2.1.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/3.2.1/delta-storage-3.2.1.jar -P "${SPARK_HOME}/jars/"

        elif [ "${SPARK_VERSION}" = "3.5.4" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-spark_2.12/3.3.0/delta-spark_2.12-3.3.0.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/3.3.0/delta-storage-3.3.0.jar -P "${SPARK_HOME}/jars/"

        elif [ "${SPARK_VERSION}" = "3.5.5" ]; then
            wget https://repo1.maven.org/maven2/io/delta/delta-spark_2.12/3.3.1/delta-spark_2.12-3.3.1.jar -P "${SPARK_HOME}/jars/"
            wget https://repo1.maven.org/maven2/io/delta/delta-storage/3.3.1/delta-storage-3.3.1.jar -P "${SPARK_HOME}/jars/"

        else
            cp -r "${PRIVACERA_WORK_DIR}/oss-delta-jars/"* "${SPARK_HOME}/jars/"
        fi

        # update spark-defaults.conf
        if [ $(grep -rin "spark.sql.catalog.spark_catalog" "$SPARK_DEFAULT_CONF" | wc -l) -gt 0 ]; then
            sed -i '' -e 's|spark.sql.catalog.spark_catalog.*|spark.sql.catalog.spark_catalog org.apache.spark.sql.delta.catalog.DeltaCatalog|g' "$SPARK_DEFAULT_CONF"
        else
            echo "spark.sql.catalog.spark_catalog org.apache.spark.sql.delta.catalog.DeltaCatalog" >> "$SPARK_DEFAULT_CONF"
        fi

        if [[ "${SPARK_PLUGIN_TYPE}" == *"FGAC"* ]]; then
            if [ $(grep -rin "spark.sql.extensions" "$SPARK_DEFAULT_CONF" | wc -l) -gt 0 ]; then
                sed -i "s|spark.sql.extensions.*|spark.sql.extensions com.privacera.spark.agent.SparkSQLExtension,io.delta.sql.DeltaSparkSessionExtension|g" "$SPARK_DEFAULT_CONF"
            else
                echo "spark.sql.extensions com.privacera.spark.agent.SparkSQLExtension,io.delta.sql.DeltaSparkSessionExtension" >> "$SPARK_DEFAULT_CONF"
            fi
        else
            if [ $(grep -rin "spark.sql.extensions" "$SPARK_DEFAULT_CONF" | wc -l) -gt 0 ]; then
                sed -i "s|spark.sql.extensions.*|spark.sql.extensions io.delta.sql.DeltaSparkSessionExtension|g" "$SPARK_DEFAULT_CONF"
            else
                echo "spark.sql.extensions io.delta.sql.DeltaSparkSessionExtension" >> "$SPARK_DEFAULT_CONF"
            fi
        fi

    fi  
}

function  verify() {
    log "Privacera Spark setup completed"
}

createFolders
validation
download_pkg
install
update_jars
configure
setup_deltalake
verify

  7. Make the privacera_setup.sh and standalone_spark_setup.sh script files executable 

    chmod +x privacera_setup.sh standalone_spark_setup.sh

Create Configuration Files

  • Create config folder and navigate to it 
    mkdir ~/privacera-oss-plugin/config
cd ~/privacera-oss-plugin/config

  • Copy the privacera_spark.properties and global-truststore.p12 files to the config folder 

    cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/OLAC/privacera_spark.properties ~/privacera-oss-plugin/config/
cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/global-truststore.p12 ~/privacera-oss-plugin/config/

  • Navigate to config folder and update the privacera_spark.properties file as follow: 

    cd ~/privacera-oss-plugin/config/
vi privacera_spark.properties

privacera.signer.truststore=/opt/privacera/global-truststore.p12

  • Copy the privacera_spark.properties and required configuration files to the config folder 

    cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/OLAC_FGAC/privacera_spark.properties ~/privacera-oss-plugin/config/
cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/auditserver-secrets-keystore.jks ~/privacera-oss-plugin/config/
cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/ranger-plugin-keystore.p12 ~/privacera-oss-plugin/config/
cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/ranger.jceks ~/privacera-oss-plugin/config/
cp ~/privacera/privacera-manager/output/spark-standalone/spark_custom_conf/global-truststore.p12 ~/privacera-oss-plugin/config/

  • Navigate to config folder and update the privacera_spark.properties file as follow: 

    cd ~/privacera-oss-plugin/config/
vi privacera_spark.properties

privacera.signer.truststore=/opt/privacera/global-truststore.p12
xasecure.audit.keystore.path=/opt/privacera/auditserver-secrets-keystore.jks
xasecure.policymgr.clientssl.keystore=/opt/privacera/ranger-plugin-keystore.p12
xasecure.policymgr.clientssl.keystore.credential.file=jceks://file//opt/privacera/ranger.jceks
xasecure.policymgr.clientssl.truststore=/opt/privacera/global-truststore.p12
xasecure.policymgr.clientssl.truststore.credential.file=jceks://file//opt/privacera/ranger.jceks

  • Remove the following property from the privacera_spark.properties file: 

    vi privacera_spark.properties
privacera.clusterName=<CLUSTER_NAME>

  • Create log4j2.properties file and copy the following content to it 

    vi log4j2.properties

    log4j2.properties
    log4j2-properties
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    # Root logger configuration
rootLogger.level = info
rootLogger.appenderRefs = stdout, file
rootLogger.appenderRef.stdout.ref = console
rootLogger.appenderRef.file.ref = RollingFileAppender

# console appender
appender.console.type = Console
appender.console.name = console
appender.console.target = SYSTEM_ERR
appender.console.layout.type = PatternLayout
appender.console.layout.pattern = %d{yy/MM/dd HH:mm:ss} [%t] %p %c :%L %m%n%ex

## rolling file config
appender.rolling.type = RollingFile
appender.rolling.name = RollingFileAppender
appender.rolling.fileName = /tmp/${sys:user.name}/privacera.log
appender.rolling.filePattern = /tmp/${sys:user.name}/privacera-%d{yyyy-MM-dd}-%i.log
appender.rolling.layout.type = PatternLayout
appender.rolling.layout.pattern = %d{yyyy-MM-dd HH:mm:ss} [%t] %p %c :%L %m%n%ex
appender.rolling.policies.type = Policies
appender.rolling.policies.time.type = TimeBasedTriggeringPolicy
appender.rolling.policies.time.interval = 1
appender.rolling.policies.size.type = SizeBasedTriggeringPolicy
appender.rolling.policies.size.size = 100MB

# privacera
logger.privacera.name = com.privacera
logger.privacera.level = info
logger.privacera.additivity = false
logger.privacera.appenderRefs = rolling
logger.privacera.appenderRef.rolling.ref = RollingFileAppender

# ranger
logger.ranger.name = org.apache.ranger
logger.ranger.level = info
logger.ranger.additivity = false
logger.ranger.appenderRefs = rolling
logger.ranger.appenderRef.rolling.ref = RollingFileAppender

# aws sdk v1
logger.amazon.name = com.amazon
logger.amazon.level = info
logger.amazon.additivity = false
logger.amazon.appenderRefs = rolling
logger.amazon.appenderRef.rolling.ref = RollingFileAppender

logger.amazonaws.name = com.amazonaws
logger.amazonaws.level = info
logger.amazonaws.additivity = false
logger.amazonaws.appenderRefs = rolling
logger.amazonaws.appenderRef.rolling.ref = RollingFileAppender

# aws sdk v2
logger.software-amazon.name = software.amazon.awssdk
logger.software-amazon.level = info
logger.software-amazon.additivity = false
logger.software-amazon.appenderRefs = rolling
logger.software-amazon.appenderRef.rolling.ref = RollingFileAppender

# apache http
logger.apache.name = org.apache.http.wire
logger.apache.level = info
logger.apache.additivity = false
logger.apache.appenderRefs = rolling
logger.apache.appenderRef.rolling.ref = RollingFileAppender

# apache http client
logger.httpclient.name = org.apache.http.client
logger.httpclient.level = ERROR
logger.httpclient.additivity = false
logger.httpclient.appenderRefs = console
logger.httpclient.appenderRef.console.ref = ConsoleAppender

Generate Privacera Deployment File

Note

  • Execute the build_privacera_plugin.sh script to generate the privacera deployment tarball file: 
    cd ~/privacera-oss-plugin
chmod +x build_privacera_plugin.sh
./build_privacera_plugin.sh

Building the Docker Image

Create Dockerfile

  • Create Dockerfile script file and copy the following content to it

    Note

    • The Docker file Dockerfile is provided here is as an example file that uses the open-source Apache Spark images. Instead, you can use your custom spark docker file and integrate the below steps to deploy Privacera Plugin into it.
    • To achieve that, add the below commands in your existing Dockerfile 
      ARG PRIVACERA_SPARK_PLUGIN_TAR_GZ=./privacera-spark-plugin.tar.gz

# Add the privacera-spark-plugin tar.gz to the image at the root
ADD ${PRIVACERA_SPARK_PLUGIN_TAR_GZ} 

RUN mkdir -p ${PRIVACERA_HOME}
RUN chown -R ${USER_NAME}:${GROUP_NAME} ${PRIVACERA_HOME}

# Symlinks for common files
RUN ln -sf /privacera-secret/privacera_spark.properties /opt/spark/conf/privacera_spark.properties && \
    ln -sf /privacera-secret/global-truststore.p12 /opt/privacera/global-truststore.p12 && \
    ln -sf /privacera-conf/log4j2.properties /opt/spark/conf/log4j2.properties

# Symlinks for OLAC_FGAC
RUN if [ "$PRIVACERA_SPARK_PLUGIN_TYPE" = "OLAC_FGAC" ]; then \
    ln -sf /privacera-secret/auditserver-secrets-keystore.jks /opt/privacera/auditserver-secrets-keystore.jks && \
    ln -sf /privacera-secret/ranger-plugin-keystore.p12 /opt/privacera/ranger-plugin-keystore.p12 && \
    ln -sf /privacera-secret/ranger.jceks /opt/privacera/ranger.jceks ; \
    fi

    cd ~/privacera-oss-plugin
vi Dockerfile
    Dockerfile
    Dockerfile
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    ARG SPARK_BASE_IMAGE
FROM ${SPARK_BASE_IMAGE}

ARG SPARK_VERSION
ARG PRIVACERA_SPARK_PLUGIN_TAR_GZ=./privacera-spark-plugin.tar.gz
ARG PRIVACERA_SPARK_PLUGIN_TYPE
ARG SPARK_HOME=/opt/spark
ARG USER_NAME=spark
ARG GROUP_NAME=spark
ARG PRIVACERA_HOME=/opt/privacera

ENV PRIVACERA_HOME=${PRIVACERA_HOME}
ENV PRIVACERA_SPARK_PLUGIN_TYPE=${PRIVACERA_SPARK_PLUGIN_TYPE}
ENV OSS_DELTA_LAKE_ENABLE=${OSS_DELTA_LAKE_ENABLE}
ENV SPARK_VERSION=${SPARK_VERSION}
ENV SPARK_USER=${USER_NAME}
ENV SPARK_GROUP=${GROUP_NAME}
ENV SPARK_HOME=${SPARK_HOME}

USER root

# Download AWS JARs for supported Spark versions
RUN if [ "${SPARK_VERSION}" = "3.5.3" ] || \
       [ "${SPARK_VERSION}" = "3.5.4" ] || \
       [ "${SPARK_VERSION}" = "3.5.5" ]; then \
        wget https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/3.3.4/hadoop-aws-3.3.4.jar \
            -P ${SPARK_HOME}/jars/; \
        wget https://repo1.maven.org/maven2/com/amazonaws/aws-java-sdk-bundle/1.12.781/aws-java-sdk-bundle-1.12.781.jar \
            -P ${SPARK_HOME}/jars/; \
    else \
        echo "No hadoop-aws and aws-java-sdk-bundle jars downloaded"; \
    fi

# Add the privacera-spark-plugin tar.gz to the image at the root
ADD ${PRIVACERA_SPARK_PLUGIN_TAR_GZ} /

# Set up Privacera directories and permissions
RUN mkdir -p ${PRIVACERA_HOME}
RUN chown -R ${USER_NAME}:${GROUP_NAME} ${PRIVACERA_HOME}

# Symlinks for common files
RUN ln -sf /privacera-secret/privacera_spark.properties /opt/spark/conf/privacera_spark.properties && \
    ln -sf /privacera-secret/global-truststore.p12 /opt/privacera/global-truststore.p12 && \
    ln -sf /privacera-conf/log4j2.properties /opt/spark/conf/log4j2.properties

# Symlinks for OLAC_FGAC
RUN if [ "$PRIVACERA_SPARK_PLUGIN_TYPE" = "OLAC_FGAC" ]; then \
      ln -sf /privacera-secret/auditserver-secrets-keystore.jks /opt/privacera/auditserver-secrets-keystore.jks && \
      ln -sf /privacera-secret/ranger-plugin-keystore.p12 /opt/privacera/ranger-plugin-keystore.p12 && \
      ln -sf /privacera-secret/ranger.jceks /opt/privacera/ranger.jceks ; \
    fi


USER ${USER_NAME}

Build the Docker Image

  1. Run the following command to create and edit build_spark_image.sh file. Expand the following section and copy it's content to the build_spark_image.sh file 

    cd ~/privacera-oss-plugin
vi build_spark_image.sh

    build_spark_image.sh
    build_spark_image.sh
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    #!/bin/bash

set -x

SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
ENV_FILE="${SCRIPT_DIR}/penv.sh"

# if penv.sh exists, load it
if [ -f ${ENV_FILE} ]; then
  echo "Sourcing env file ${ENV_FILE}"
  source ${ENV_FILE}
else
  echo "${ENV_FILE} file not found"
  exit 1
fi

# Fallback defaults if not set in penv.sh
SPARK_BASE_IMAGE="${SPARK_BASE_IMAGE:-spark:3.5.3-python3}"
SPARK_VERSION="${SPARK_VERSION:-3.5.3}"

# create plugin image
DOCKER_BUILDKIT=1 docker build \
    -t ${TAG} \
    --build-arg SPARK_BASE_IMAGE=${SPARK_BASE_IMAGE} \
    --build-arg SPARK_VERSION=${SPARK_VERSION} \
    --build-arg PRIVACERA_SPARK_PLUGIN_TYPE=${PRIVACERA_SPARK_PLUGIN_TYPE} \
    --progress plain \
    -f Dockerfile .

  2. Execute the build_spark_image.sh script to generate the privacera deployment files: 

    chmod +x build_spark_image.sh
./build_spark_image.sh

Push the Docker Image to the Remote HUB

  • Use your internal HUB to publish the image.

Kubernetes Deployment

Create Kubernetes YAML Template Files

  1. Create k8s/templates folder and navigate to it 

    mkdir -p ~/privacera-oss-plugin/k8s/templates
cd ~/privacera-oss-plugin/k8s/templates

  2. Create namespace.yml script file and copy the following content to it 

    vi namespace.yml

    namespace.yml
    namespace.yaml
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    apiVersion: v1
kind: Namespace
metadata:
  name: SPARK_NAME_SPACE

  3. Create role-binding.yml script file and copy the following content to it 

    vi role-binding.yml

    role-binding.yml
    role-binding.yaml
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    apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: SPARK_PLUGIN_ROLE_BINDING
  namespace: SPARK_NAME_SPACE
subjects:
- kind: ServiceAccount
  name: SPARK_PLUGIN_SERVICE_ACCOUNT
  namespace: SPARK_NAME_SPACE
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: Role
  name: SPARK_PLUGIN_ROLE

  4. Create role.yml script file and copy the following content to it 

    vi role.yml

    role.yml
    role.yaml
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    apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  name: SPARK_PLUGIN_ROLE
  namespace: SPARK_NAME_SPACE
rules:
- apiGroups: ["", "extensions", "apps"]
  resources: ["*"]
  verbs: ["*"]
- apiGroups: ["batch"]
  resources:
  - jobs
  - cronjobs
  verbs: ["*"]

  5. Create service-account.yml script file and copy the following content to it 

    vi service-account.yml

    service-account.yml
    service-account.yaml
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    apiVersion: v1
kind: ServiceAccount
metadata:
  name: SPARK_PLUGIN_SERVICE_ACCOUNT
  namespace:  SPARK_NAME_SPACE

  6. Create privacera-spark-examples.yml script file and copy the following content to it 

    vi privacera-spark-examples.yml

    privacera-spark-examples.yml
    privacera-spark-examples.yaml
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    apiVersion: apps/v1
kind: Deployment
metadata:
  labels:
    app: SPARK_PLUGIN_APP_NAME
  name: SPARK_PLUGIN_APP_NAME
spec:
  replicas: 1
  selector:
    matchLabels:
      app: SPARK_PLUGIN_APP_NAME
  strategy:
    type: Recreate
  template:
    metadata:
      labels:
        app: SPARK_PLUGIN_APP_NAME
    spec:
      serviceAccountName: SPARK_PLUGIN_SERVICE_ACCOUNT
      securityContext:
        fsGroup: 200
      initContainers:
      imagePullSecrets:
        - name: SPARK_DOCKER_PULL_SECRET
      containers:
        - image: SPARK_PLUGIN_IMAGE
          name: SPARK_PLUGIN_APP_NAME-exec
          imagePullPolicy: Always
          command: [ "/bin/bash", "-ce", "tail -f /dev/null" ]
          env:
            - name: SPARK_PLUGIN_POD_NAME
              valueFrom:
                fieldRef:
                  fieldPath: metadata.name
            - name: SPARK_PLUGIN_POD_IP
              valueFrom:
                fieldRef:
                  fieldPath: status.podIP
          ports:
            - name: spark-ui
              containerPort: 4040
            - name: sparkdriver
              containerPort: 7077
            - name: blockmanager
              containerPort: 7078
          resources:
            limits:
              memory: "2Gi"
              cpu: "0.5"
            requests:
              memory: "1Gi"
              cpu: "0.2"
          volumeMounts:
            - name: privacera-spark-secret-volume
              mountPath: /privacera-secret
            - name: privacera-spark-conf-volume
              mountPath: /privacera-conf
      restartPolicy: Always
      volumes:
        - name: privacera-spark-secret-volume
          secret:
            secretName: PRIVACERA_SECRET_NAME
        - name: privacera-spark-conf-volume
          configMap:
            name: PRIVACERA_CONFIGMAP_NAME
status: {}

Create Scripts to Generate Kubernetes Deployment Files from Templates

  1. Create replace.sh script file and copy the following content to it 

    cd ~/privacera-oss-plugin/k8s  
vi replace.sh

    replace.sh
    replace.sh
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    #!/bin/bash

set -x

SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"

ENV_FILE="${SCRIPT_DIR}/../penv.sh"

# if penv.sh exists, load it
if [ -f ${ENV_FILE} ]; then
  echo "Sourcing env file ${ENV_FILE}"
  source ${ENV_FILE}
else
  echo "${ENV_FILE} file not found"
  exit 1
fi

SPARK_NAME_SPACE=${SPARK_NAME_SPACE:-privacera-spark-plugin-test}
SPARK_PLUGIN_ROLE_BINDING=${SPARK_PLUGIN_ROLE_BINDING:-privacera-sa-spark-plugin-role-binding}
SPARK_PLUGIN_SERVICE_ACCOUNT=${SPARK_PLUGIN_SERVICE_ACCOUNT:-privacera-sa-spark-plugin}
SPARK_PLUGIN_ROLE=${SPARK_PLUGIN_ROLE:-privacera-sa-spark-plugin-role}
SPARK_PLUGIN_APP_NAME=${SPARK_PLUGIN_APP_NAME:-privacera-spark-examples}
SPARK_PLUGIN_IMAGE=${SPARK_PLUGIN_IMAGE:-hub.docker.us/spark-plugin:latest}
SPARK_DOCKER_PULL_SECRET=${SPARK_DOCKER_PULL_SECRET:-docker-hub}
INPUT_DIR=${INPUT_DIR:-./templates}
OUTPUT_DIR=${OUTPUT_DIR:-./output}

mkdir -p ${OUTPUT_DIR}

files=(namespace.yml role-binding.yml service-account.yml privacera-spark-examples.yml role.yml)
for i in ${!files[@]}
do
    in_file="${INPUT_DIR}/${files[i]}"
    out_file="${OUTPUT_DIR}/${files[i]}"
    if [ -f "${in_file}" ]; then
      echo "replace variable in file ${in_file} > out_file=${out_file}"
      cp "${in_file}" "${out_file}"
      sed -i "s|SPARK_NAME_SPACE|${SPARK_NAME_SPACE}|g" "${out_file}"
      sed -i "s|SPARK_PLUGIN_ROLE_BINDING|${SPARK_PLUGIN_ROLE_BINDING}|g" "${out_file}"
      sed -i "s|SPARK_PLUGIN_SERVICE_ACCOUNT|${SPARK_PLUGIN_SERVICE_ACCOUNT}|g" "${out_file}"
      sed -i "s|SPARK_PLUGIN_ROLE|$SPARK_PLUGIN_ROLE|g" "${out_file}"
      sed -i "s|SPARK_PLUGIN_APP_NAME|$SPARK_PLUGIN_APP_NAME|g" "${out_file}"
      sed -i "s|SPARK_PLUGIN_IMAGE|$SPARK_PLUGIN_IMAGE|g" "${out_file}"
      sed -i "s|SPARK_DOCKER_PULL_SECRET|$SPARK_DOCKER_PULL_SECRET|g" "${out_file}"
      sed -i "s|PRIVACERA_SECRET_NAME|${PRIVACERA_SECRET_NAME}|g" "${out_file}"
      sed -i "s|PRIVACERA_CONFIGMAP_NAME|${PRIVACERA_CONFIGMAP_NAME}|g" "${out_file}"
    fi
done

  2. Create apply.sh script file and copy the following content to it 

    vi apply.sh

    apply.sh
    apply.sh
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    #!/bin/bash

set -x

SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"

ENV_FILE="${SCRIPT_DIR}/../penv.sh"

# if penv.sh exists, load it
if [ -f ${ENV_FILE} ]; then
  echo "Sourcing env file ${ENV_FILE}"
  source ${ENV_FILE}
else
  echo "${ENV_FILE} file not found"
  exit 1
fi

kubectl apply -f ${OUTPUT_DIR}/namespace.yml
kubectl apply -f ${OUTPUT_DIR}/service-account.yml
kubectl apply -f ${OUTPUT_DIR}/role.yml
kubectl apply -f ${OUTPUT_DIR}/role-binding.yml

# Delete and recreate Kubernetes secret
kubectl delete secret ${PRIVACERA_SECRET_NAME} -n ${SPARK_NAME_SPACE}

if [[ "${PRIVACERA_SPARK_PLUGIN_TYPE}" == "OLAC" ]]; then
  kubectl create secret generic "${PRIVACERA_SECRET_NAME}" \
    --from-file="${SCRIPT_DIR}/../config/privacera_spark.properties" \
    --from-file="${SCRIPT_DIR}/../config/global-truststore.p12" \
    -n "${SPARK_NAME_SPACE}"

elif [[ "${PRIVACERA_SPARK_PLUGIN_TYPE}" == "OLAC_FGAC" ]]; then
  kubectl create secret generic "${PRIVACERA_SECRET_NAME}" \
    --from-file="${SCRIPT_DIR}/../config/privacera_spark.properties" \
    --from-file="${SCRIPT_DIR}/../config/global-truststore.p12" \
    --from-file="${SCRIPT_DIR}/../config/auditserver-secrets-keystore.jks" \
    --from-file="${SCRIPT_DIR}/../config/ranger-plugin-keystore.p12" \
    --from-file="${SCRIPT_DIR}/../config/ranger.jceks" \
    -n "${SPARK_NAME_SPACE}"
fi

# Delete and recreate Kubernetes configmap
kubectl delete configmap ${PRIVACERA_CONFIGMAP_NAME} -n ${SPARK_NAME_SPACE}
kubectl create configmap ${PRIVACERA_CONFIGMAP_NAME} \
  --from-file=${SCRIPT_DIR}/../config/log4j2.properties \
  -n ${SPARK_NAME_SPACE}

kubectl apply -f ${OUTPUT_DIR}/privacera-spark-examples.yml -n ${SPARK_NAME_SPACE}

Apply the Kubernetes Deployment Files

  1. Make the apply.sh and replace.sh script files executable 

    chmod +x apply.sh replace.sh

  2. Execute the replace.sh script to replace the variables in the k8s/templates folder 

    ./replace.sh

  3. Execute the apply.sh script to create necessary Kubernetes secrets and apply Spark deployment configs

    ./apply.sh

Validate the Deployment

  1. Check the status of the pods 

    export SPARK_NAME_SPACE=<SPARK_NAME_SPACE>
kubectl get pods -n ${SPARK_NAME_SPACE}

  2. Access the pod 

    kubectl exec -it <SPARK_PLUGIN_POD_NAME> -n ${SPARK_NAME_SPACE} -- /bin/bash

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