za.co.absa.enceladus.standardization_conformance.StandardizationAndConformanceJob.scala Maven / Gradle / Ivy

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/*
 * Copyright 2018 ABSA Group Limited
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License 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.
 */

package za.co.absa.enceladus.standardization_conformance

import org.apache.spark.sql.SparkSession
import za.co.absa.enceladus.common.GlobalDefaults
import za.co.absa.enceladus.dao.EnceladusDAO
import za.co.absa.enceladus.dao.rest.RestDaoFactory
import za.co.absa.enceladus.dao.rest.RestDaoFactory.AvailabilitySetup
import za.co.absa.enceladus.standardization_conformance.config.StandardizationConformanceConfig
import za.co.absa.enceladus.utils.config.ConfigReader
import za.co.absa.enceladus.utils.modules.SourcePhase

object StandardizationAndConformanceJob extends StandardizationAndConformanceExecution {
  private val jobName = "Enceladus Standardization&Conformance"

  def main(args: Array[String]): Unit = {
    implicit val cmd: StandardizationConformanceConfig = StandardizationConformanceConfig.getFromArguments(args)

    initialValidation()
    implicit val spark: SparkSession = obtainSparkSession(jobName)
    implicit val configReader: ConfigReader = new ConfigReader()

    val restApiCredentials = cmd.restApiCredentialsFactory.getInstance()
    val restApiSetupValue = AvailabilitySetup.withName(restApiAvailabilitySetup)
    implicit val dao: EnceladusDAO = RestDaoFactory.getInstance(
      restApiCredentials,
      restApiBaseUrls,
      restApiUrlsRetryCount,
      restApiSetupValue,
      restApiOptionallyRetryableExceptions)
    implicit val defaults: GlobalDefaults.type = GlobalDefaults

    val preparationResult = prepareJob()
    val schema = prepareStandardization(args, restApiCredentials, preparationResult)
    val stdInputData = readStandardizationInputData(schema, cmd, preparationResult.pathCfg.raw, preparationResult.dataset)

    val standardizationConfig = prepareStandardizationConfig()

    try {
      val standardized = standardize(stdInputData, schema, standardizationConfig)
      processStandardizationResult(args, standardized, preparationResult, schema, cmd, restApiCredentials)
      // post processing deliberately rereads the output to make sure that outputted data is stable #1538
      runPostProcessing(SourcePhase.Standardization, preparationResult, cmd)
      standardized.unpersist()

      prepareConformance(preparationResult)
      val confInputData = readConformanceInputData(preparationResult.pathCfg)
      val result = conform(confInputData, preparationResult)
      processConformanceResult(args, result, preparationResult, restApiCredentials)

      // post processing deliberately rereads the output ... same as above
      runPostProcessing(SourcePhase.Conformance, preparationResult, cmd)
    } finally {
      finishJob(cmd)
    }
  }
}