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[CdapIO] Add integration tests for CdapIO (Batch) (#22313)
* Add integration tests for CdapIO * Fix Spotless
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you 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. | ||
*/ | ||
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import CommonJobProperties as common | ||
import Kubernetes | ||
import InfluxDBCredentialsHelper | ||
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String jobName = "beam_PerformanceTests_Cdap" | ||
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job(jobName) { | ||
common.setTopLevelMainJobProperties(delegate) | ||
common.setAutoJob(delegate, 'H H/6 * * *') | ||
common.enablePhraseTriggeringFromPullRequest( | ||
delegate, | ||
'Java CdapIO Performance Test', | ||
'Run Java CdapIO Performance Test') | ||
InfluxDBCredentialsHelper.useCredentials(delegate) | ||
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String namespace = common.getKubernetesNamespace(jobName) | ||
String kubeconfig = common.getKubeconfigLocationForNamespace(namespace) | ||
Kubernetes k8s = Kubernetes.create(delegate, kubeconfig, namespace) | ||
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k8s.apply(common.makePathAbsolute("src/.test-infra/kubernetes/postgres/postgres-service-for-local-dev.yml")) | ||
String postgresHostName = "LOAD_BALANCER_IP" | ||
k8s.loadBalancerIP("postgres-for-dev", postgresHostName) | ||
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Map pipelineOptions = [ | ||
tempRoot : 'gs://temp-storage-for-perf-tests', | ||
project : 'apache-beam-testing', | ||
runner : 'DataflowRunner', | ||
numberOfRecords : '600000', | ||
bigQueryDataset : 'beam_performance', | ||
bigQueryTable : 'cdapioit_results', | ||
influxMeasurement : 'cdapioit_results', | ||
influxDatabase : InfluxDBCredentialsHelper.InfluxDBDatabaseName, | ||
influxHost : InfluxDBCredentialsHelper.InfluxDBHostUrl, | ||
postgresUsername : 'postgres', | ||
postgresPassword : 'uuinkks', | ||
postgresDatabaseName : 'postgres', | ||
postgresServerName : "\$${postgresHostName}", | ||
postgresSsl : false, | ||
postgresPort : '5432', | ||
numWorkers : '5', | ||
autoscalingAlgorithm : 'NONE' | ||
] | ||
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steps { | ||
gradle { | ||
rootBuildScriptDir(common.checkoutDir) | ||
common.setGradleSwitches(delegate) | ||
switches("--info") | ||
switches("-DintegrationTestPipelineOptions=\'${common.joinPipelineOptions(pipelineOptions)}\'") | ||
switches("-DintegrationTestRunner=dataflow") | ||
tasks(":sdks:java:io:cdap:integrationTest --tests org.apache.beam.sdk.io.cdap.CdapIOIT") | ||
} | ||
} | ||
} |
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sdks/java/io/cdap/src/test/java/org/apache/beam/sdk/io/cdap/CdapIOIT.java
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you 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 org.apache.beam.sdk.io.cdap; | ||
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import static org.apache.beam.sdk.io.common.IOITHelper.executeWithRetry; | ||
import static org.apache.beam.sdk.io.common.IOITHelper.readIOTestPipelineOptions; | ||
import static org.apache.beam.sdk.io.common.TestRow.getExpectedHashForRowCount; | ||
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import com.google.cloud.Timestamp; | ||
import io.cdap.plugin.common.Constants; | ||
import java.sql.SQLException; | ||
import java.util.HashMap; | ||
import java.util.HashSet; | ||
import java.util.Map; | ||
import java.util.Set; | ||
import java.util.UUID; | ||
import java.util.function.Function; | ||
import org.apache.beam.sdk.PipelineResult; | ||
import org.apache.beam.sdk.io.GenerateSequence; | ||
import org.apache.beam.sdk.io.common.DatabaseTestHelper; | ||
import org.apache.beam.sdk.io.common.HashingFn; | ||
import org.apache.beam.sdk.io.common.PostgresIOTestPipelineOptions; | ||
import org.apache.beam.sdk.io.common.TestRow; | ||
import org.apache.beam.sdk.options.Default; | ||
import org.apache.beam.sdk.options.Description; | ||
import org.apache.beam.sdk.testing.PAssert; | ||
import org.apache.beam.sdk.testing.TestPipeline; | ||
import org.apache.beam.sdk.testutils.NamedTestResult; | ||
import org.apache.beam.sdk.testutils.metrics.IOITMetrics; | ||
import org.apache.beam.sdk.testutils.metrics.MetricsReader; | ||
import org.apache.beam.sdk.testutils.metrics.TimeMonitor; | ||
import org.apache.beam.sdk.testutils.publishing.InfluxDBSettings; | ||
import org.apache.beam.sdk.transforms.Combine; | ||
import org.apache.beam.sdk.transforms.DoFn; | ||
import org.apache.beam.sdk.transforms.ParDo; | ||
import org.apache.beam.sdk.transforms.Reshuffle; | ||
import org.apache.beam.sdk.transforms.Values; | ||
import org.apache.beam.sdk.values.KV; | ||
import org.apache.beam.sdk.values.PCollection; | ||
import org.apache.hadoop.io.LongWritable; | ||
import org.apache.hadoop.io.NullWritable; | ||
import org.apache.hadoop.mapred.lib.db.DBInputFormat; | ||
import org.apache.hadoop.mapreduce.lib.db.DBOutputFormat; | ||
import org.apache.hadoop.util.StringUtils; | ||
import org.junit.AfterClass; | ||
import org.junit.BeforeClass; | ||
import org.junit.Rule; | ||
import org.junit.Test; | ||
import org.junit.rules.TemporaryFolder; | ||
import org.junit.runner.RunWith; | ||
import org.junit.runners.JUnit4; | ||
import org.postgresql.ds.PGSimpleDataSource; | ||
import org.testcontainers.containers.PostgreSQLContainer; | ||
import org.testcontainers.utility.DockerImageName; | ||
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/** | ||
* IO Integration test for {@link org.apache.beam.sdk.io.cdap.CdapIO}. | ||
* | ||
* <p>{@see https://beam.apache.org/documentation/io/testing/#i-o-transform-integration-tests} for | ||
* more details. | ||
*/ | ||
@RunWith(JUnit4.class) | ||
@SuppressWarnings("rawtypes") | ||
public class CdapIOIT { | ||
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private static final String NAMESPACE = CdapIOIT.class.getName(); | ||
private static final String[] TEST_FIELD_NAMES = new String[] {"id", "name"}; | ||
private static final String TEST_ORDER_BY = "id ASC"; | ||
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private static PGSimpleDataSource dataSource; | ||
private static Integer numberOfRows; | ||
private static String tableName; | ||
private static InfluxDBSettings settings; | ||
private static CdapIOITOptions options; | ||
private static PostgreSQLContainer postgreSQLContainer; | ||
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@Rule public TestPipeline writePipeline = TestPipeline.create(); | ||
@Rule public TestPipeline readPipeline = TestPipeline.create(); | ||
@Rule public TemporaryFolder tmpFolder = new TemporaryFolder(); | ||
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@BeforeClass | ||
public static void setup() throws Exception { | ||
options = readIOTestPipelineOptions(CdapIOITOptions.class); | ||
if (options.isWithTestcontainers()) { | ||
setPostgresContainer(); | ||
} | ||
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dataSource = DatabaseTestHelper.getPostgresDataSource(options); | ||
numberOfRows = options.getNumberOfRecords(); | ||
tableName = DatabaseTestHelper.getTestTableName("CdapIOIT"); | ||
if (!options.isWithTestcontainers()) { | ||
settings = | ||
InfluxDBSettings.builder() | ||
.withHost(options.getInfluxHost()) | ||
.withDatabase(options.getInfluxDatabase()) | ||
.withMeasurement(options.getInfluxMeasurement()) | ||
.get(); | ||
} | ||
executeWithRetry(CdapIOIT::createTable); | ||
} | ||
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@AfterClass | ||
public static void tearDown() throws Exception { | ||
executeWithRetry(CdapIOIT::deleteTable); | ||
if (postgreSQLContainer != null) { | ||
postgreSQLContainer.stop(); | ||
} | ||
} | ||
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@Test | ||
public void testCdapIOReadsAndWritesCorrectlyInBatch() { | ||
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writePipeline | ||
.apply("Generate sequence", GenerateSequence.from(0).to(numberOfRows)) | ||
.apply("Produce db rows", ParDo.of(new TestRow.DeterministicallyConstructTestRowFn())) | ||
.apply("Prevent fusion before writing", Reshuffle.viaRandomKey()) | ||
.apply("Collect write time", ParDo.of(new TimeMonitor<>(NAMESPACE, "write_time"))) | ||
.apply("Construct rows for DBOutputFormat", ParDo.of(new ConstructDBOutputFormatRowFn())) | ||
.apply("Write using CdapIO", writeToDB(getWriteTestParamsFromOptions(options))); | ||
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PipelineResult writeResult = writePipeline.run(); | ||
writeResult.waitUntilFinish(); | ||
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PCollection<String> consolidatedHashcode = | ||
readPipeline | ||
.apply("Read using CdapIO", readFromDB(getReadTestParamsFromOptions(options))) | ||
.apply("Collect read time", ParDo.of(new TimeMonitor<>(NAMESPACE, "read_time"))) | ||
.apply("Get values only", Values.create()) | ||
.apply("Values as string", ParDo.of(new TestRow.SelectNameFn())) | ||
.apply("Calculate hashcode", Combine.globally(new HashingFn())); | ||
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PAssert.thatSingleton(consolidatedHashcode).isEqualTo(getExpectedHashForRowCount(numberOfRows)); | ||
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PipelineResult readResult = readPipeline.run(); | ||
readResult.waitUntilFinish(); | ||
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if (!options.isWithTestcontainers()) { | ||
collectAndPublishMetrics(writeResult, readResult); | ||
} | ||
} | ||
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private CdapIO.Write<TestRowDBWritable, NullWritable> writeToDB(Map<String, Object> params) { | ||
DBConfig pluginConfig = new ConfigWrapper<>(DBConfig.class).withParams(params).build(); | ||
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return CdapIO.<TestRowDBWritable, NullWritable>write() | ||
.withCdapPlugin( | ||
Plugin.create(DBBatchSink.class, DBOutputFormat.class, DBOutputFormatProvider.class)) | ||
.withPluginConfig(pluginConfig) | ||
.withKeyClass(TestRowDBWritable.class) | ||
.withValueClass(NullWritable.class) | ||
.withLocksDirPath(tmpFolder.getRoot().getAbsolutePath()); | ||
} | ||
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private CdapIO.Read<LongWritable, TestRowDBWritable> readFromDB(Map<String, Object> params) { | ||
DBConfig pluginConfig = new ConfigWrapper<>(DBConfig.class).withParams(params).build(); | ||
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return CdapIO.<LongWritable, TestRowDBWritable>read() | ||
.withCdapPlugin( | ||
Plugin.create(DBBatchSource.class, DBInputFormat.class, DBInputFormatProvider.class)) | ||
.withPluginConfig(pluginConfig) | ||
.withKeyClass(LongWritable.class) | ||
.withValueClass(TestRowDBWritable.class); | ||
} | ||
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private Map<String, Object> getTestParamsFromOptions(CdapIOITOptions options) { | ||
Map<String, Object> params = new HashMap<>(); | ||
params.put(DBConfig.DB_URL, DatabaseTestHelper.getPostgresDBUrl(options)); | ||
params.put(DBConfig.POSTGRES_USERNAME, options.getPostgresUsername()); | ||
params.put(DBConfig.POSTGRES_PASSWORD, options.getPostgresPassword()); | ||
params.put(DBConfig.FIELD_NAMES, StringUtils.arrayToString(TEST_FIELD_NAMES)); | ||
params.put(DBConfig.TABLE_NAME, tableName); | ||
params.put(Constants.Reference.REFERENCE_NAME, "referenceName"); | ||
return params; | ||
} | ||
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private Map<String, Object> getReadTestParamsFromOptions(CdapIOITOptions options) { | ||
Map<String, Object> params = getTestParamsFromOptions(options); | ||
params.put(DBConfig.ORDER_BY, TEST_ORDER_BY); | ||
params.put(DBConfig.VALUE_CLASS_NAME, TestRowDBWritable.class.getName()); | ||
return params; | ||
} | ||
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private Map<String, Object> getWriteTestParamsFromOptions(CdapIOITOptions options) { | ||
Map<String, Object> params = getTestParamsFromOptions(options); | ||
params.put(DBConfig.FIELD_COUNT, String.valueOf(TEST_FIELD_NAMES.length)); | ||
return params; | ||
} | ||
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/** Pipeline options specific for this test. */ | ||
public interface CdapIOITOptions extends PostgresIOTestPipelineOptions { | ||
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@Description("Whether to use testcontainers") | ||
@Default.Boolean(false) | ||
Boolean isWithTestcontainers(); | ||
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void setWithTestcontainers(Boolean withTestcontainers); | ||
} | ||
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private static void setPostgresContainer() { | ||
postgreSQLContainer = | ||
new PostgreSQLContainer(DockerImageName.parse("postgres").withTag("latest")) | ||
.withDatabaseName(options.getPostgresDatabaseName()) | ||
.withUsername(options.getPostgresUsername()) | ||
.withPassword(options.getPostgresPassword()); | ||
postgreSQLContainer.start(); | ||
options.setPostgresServerName(postgreSQLContainer.getContainerIpAddress()); | ||
options.setPostgresPort(postgreSQLContainer.getMappedPort(PostgreSQLContainer.POSTGRESQL_PORT)); | ||
options.setPostgresSsl(false); | ||
} | ||
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private static void createTable() throws SQLException { | ||
DatabaseTestHelper.createTable(dataSource, tableName); | ||
} | ||
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private static void deleteTable() throws SQLException { | ||
DatabaseTestHelper.deleteTable(dataSource, tableName); | ||
} | ||
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private void collectAndPublishMetrics(PipelineResult writeResult, PipelineResult readResult) { | ||
String uuid = UUID.randomUUID().toString(); | ||
String timestamp = Timestamp.now().toString(); | ||
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Set<Function<MetricsReader, NamedTestResult>> readSuppliers = getReadSuppliers(uuid, timestamp); | ||
Set<Function<MetricsReader, NamedTestResult>> writeSuppliers = | ||
getWriteSuppliers(uuid, timestamp); | ||
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IOITMetrics readMetrics = | ||
new IOITMetrics(readSuppliers, readResult, NAMESPACE, uuid, timestamp); | ||
IOITMetrics writeMetrics = | ||
new IOITMetrics(writeSuppliers, writeResult, NAMESPACE, uuid, timestamp); | ||
readMetrics.publishToInflux(settings); | ||
writeMetrics.publishToInflux(settings); | ||
} | ||
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private Set<Function<MetricsReader, NamedTestResult>> getReadSuppliers( | ||
String uuid, String timestamp) { | ||
Set<Function<MetricsReader, NamedTestResult>> suppliers = new HashSet<>(); | ||
suppliers.add(getTimeMetric(uuid, timestamp, "read_time")); | ||
return suppliers; | ||
} | ||
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private Set<Function<MetricsReader, NamedTestResult>> getWriteSuppliers( | ||
String uuid, String timestamp) { | ||
Set<Function<MetricsReader, NamedTestResult>> suppliers = new HashSet<>(); | ||
suppliers.add(getTimeMetric(uuid, timestamp, "write_time")); | ||
suppliers.add( | ||
reader -> | ||
NamedTestResult.create( | ||
uuid, | ||
timestamp, | ||
"data_size", | ||
DatabaseTestHelper.getPostgresTableSize(dataSource, tableName) | ||
.orElseThrow(() -> new IllegalStateException("Unable to fetch table size")))); | ||
return suppliers; | ||
} | ||
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private Function<MetricsReader, NamedTestResult> getTimeMetric( | ||
final String uuid, final String timestamp, final String metricName) { | ||
return reader -> { | ||
long startTime = reader.getStartTimeMetric(metricName); | ||
long endTime = reader.getEndTimeMetric(metricName); | ||
return NamedTestResult.create(uuid, timestamp, metricName, (endTime - startTime) / 1e3); | ||
}; | ||
} | ||
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/** | ||
* Uses the input {@link TestRow} values as seeds to produce new {@link KV}s for {@link CdapIO}. | ||
*/ | ||
static class ConstructDBOutputFormatRowFn | ||
extends DoFn<TestRow, KV<TestRowDBWritable, NullWritable>> { | ||
@ProcessElement | ||
public void processElement(ProcessContext c) { | ||
c.output( | ||
KV.of(new TestRowDBWritable(c.element().id(), c.element().name()), NullWritable.get())); | ||
} | ||
} | ||
} |
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