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/*
* Copyright 2019 Spotify AB.
*
* 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 com.spotify.scio.bigquery
import com.google.api.client.googleapis.json.GoogleJsonResponseException
import com.google.api.services.bigquery.model.{TableReference, TableSchema}
import com.google.cloud.hadoop.util.ApiErrorExtractor
import com.spotify.scio.bigquery.client.BigQuery
import com.spotify.scio.bigquery.client.BigQuery.isDML
import com.spotify.scio.bigquery.types.BigQueryType.HasAnnotation
import org.apache.beam.sdk.io.gcp.bigquery.BigQueryHelpers
import scala.collection.mutable
import scala.reflect.runtime.universe._
/** Companion object for [[MockBigQuery]]. */
object MockBigQuery {
/** Create a new MockBigQuery instance with the given BigQueryClient. */
def apply(bq: BigQuery = BigQuery.defaultInstance()): MockBigQuery = new MockBigQuery(bq)
}
/**
* Mock BigQuery environment for integration test.
*
* Use [[mockTable(original:String)* mockTable]] to feed data into live BigQuery service and
* [[queryResult]] to query them.
*/
class MockBigQuery private (private val bq: BigQuery) {
private val mapping = mutable.Map.empty[TableReference, TableReference]
/** Mock a BigQuery table. Each table can be mocked only once in a test class. */
def mockTable(original: String): MockTable =
mockTable(BigQueryHelpers.parseTableSpec(original))
/** Mock a BigQuery table. Each table can be mocked only once in a test class. */
def mockTable(original: TableReference): MockTable = {
require(
!mapping.contains(original),
s"Table ${BigQueryHelpers.toTableSpec(original)} already registered for mocking"
)
val t = bq.tables.table(original)
val temp = bq.tables.createTemporary(t.getLocation).getTableReference
mapping += (original -> temp)
new MockTable(bq, t.getSchema, original, temp)
}
/**
* Mock a BigQuery wildcard table using the table prefix and the suffix matched by the wildcard.
* Each table can be mocked only once in a test class.
*/
def mockWildcardTable(prefix: String, suffix: String): MockTable = {
val original = BigQueryHelpers.parseTableSpec(prefix + suffix)
require(
!mapping.contains(original),
s"Table ${BigQueryHelpers.toTableSpec(original)} already registered for mocking"
)
// fake table reference, only used in the mapping for query replacement
val t = bq.tables.table(original)
val wildcard = new TableReference()
.setProjectId(original.getProjectId)
.setDatasetId(original.getDatasetId)
.setTableId(original.getTableId.dropRight(suffix.length) + "*")
val tempWildcard = mapping.getOrElseUpdate(
wildcard, {
// fake table reference, only used in the mapping for query replacement
val w = bq.tables.temporaryTableReference(t.getLocation)
w.setTableId(w.getTableId + "_*")
w
}
)
val temp = tempWildcard.clone().setTableId(tempWildcard.getTableId.dropRight(1) + suffix)
bq.tables.createTemporary(temp)
mapping += (original -> temp)
new MockTable(bq, t.getSchema, original, temp)
}
/**
* Get result of a live query against BigQuery service, substituting mocked tables with test data.
*/
def queryResult(sqlQuery: String, flattenResults: Boolean = false): Seq[TableRow] = {
val isLegacy = bq.query.isLegacySql(sqlQuery, flattenResults)
val mockQuery = mapping.foldLeft(sqlQuery) { case (q, (src, dst)) =>
q.replace(toTableSpec(src, isLegacy), toTableSpec(dst, isLegacy))
}
try {
bq.query.rows(mockQuery, flattenResults).toList
} catch {
case e: GoogleJsonResponseException if ApiErrorExtractor.INSTANCE.itemNotFound(e) =>
throw new RuntimeException(
"404 Not Found, this is most likely caused by missing source table or mock data",
e
)
}
}
/**
* Get result of a live query against BigQuery service, substituting mocked tables with test data.
*/
def typedQueryResult[T <: HasAnnotation: TypeTag](
sqlQuery: String,
flattenResults: Boolean = false
): Seq[T] = {
val bqt = BigQueryType[T]
queryResult(sqlQuery, flattenResults).map(bqt.fromTableRow)
}
/** Run live DML statement against BigQuery service, substituting mocked tables with test data. */
def runDML(dmlStatement: String): TableReference = {
require(isDML(dmlStatement), s"Expecting DML statement but got '$dmlStatement'")
val isLegacy = bq.query.isLegacySql(dmlStatement)
val mockDml = mapping.foldLeft(dmlStatement) { case (q, (src, dst)) =>
q.replace(toTableSpec(src, isLegacy), toTableSpec(dst, isLegacy))
}
bq.query.run(mockDml, writeDisposition = null, createDisposition = null)
}
private def toTableSpec(table: TableReference, isLegacy: Boolean) =
if (isLegacy) {
s"[${table.getProjectId}:${table.getDatasetId}.${table.getTableId}]"
} else {
s"`${table.getProjectId}.${table.getDatasetId}.${table.getTableId}`"
}
}
/** A BigQuery table being mocked for test. */
class MockTable(
private val bq: BigQuery,
private val schema: TableSchema,
private val original: TableReference,
private val temp: TableReference
) {
private var mocked: Boolean = false
private def ensureUnique(): Unit = {
require(
!mocked,
s"Table ${BigQueryHelpers.toTableSpec(original)} already populated with mock data"
)
this.mocked = true
}
private def writeRows(rows: Seq[TableRow]): Long =
bq.tables.writeRows(temp, rows.toList, schema, WRITE_EMPTY, CREATE_IF_NEEDED)
/** Populate the table with mock data. */
def withData(rows: Seq[TableRow]): Unit = {
ensureUnique()
writeRows(rows)
()
}
/** Populate the table with mock data. */
def withTypedData[T <: HasAnnotation: TypeTag](rows: Seq[T]): Unit = {
val bqt = BigQueryType[T]
withData(rows.map(bqt.toTableRow))
}
/**
* Populate the table with sample data from the original table. Note that rows are taken from the
* beginning of the table and not truly random.
*/
def withSample(numRows: Int): Unit = {
ensureUnique()
val rows = bq.tables.rows(Table.Ref(original)).take(numRows).toList
require(rows.length == numRows, s"Sample size ${rows.length} != requested $numRows")
writeRows(rows)
()
}
/**
* Populate the table with sample data from the original table. Note that rows are taken from the
* beginning of the table and not truly random.
*/
def withSample(minNumRows: Int, maxNumRows: Int): Unit = {
ensureUnique()
val rows = bq.tables.rows(Table.Ref(original)).take(maxNumRows).toList
require(
rows.length >= minNumRows && rows.length <= maxNumRows,
s"Sample size ${rows.length} < requested minimal $minNumRows"
)
writeRows(rows)
()
}
}