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Spark batch ingestion common code abstraction. #14415

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Spark batch ingestion common code abstraction. #14415

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5b35204
Initial commit for Spark batch ingestion common code abstraction.
abhioncbr Nov 8, 2024
9ce4f7f
refactored SparkSegmentTarPushJobRunner as per the common code abstra…
abhioncbr Nov 18, 2024
121c1c8
Refactored SparkSegmentMetadataPushJob
abhioncbr Nov 22, 2024
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6 changes: 6 additions & 0 deletions pinot-plugins/pinot-batch-ingestion/pinot-batch-ingestion-spark-2.4/pom.xml
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Expand Up @@ -108,6 +108,12 @@
<groupId>org.codehaus.woodstox</groupId>
<artifactId>stax2-api</artifactId>
</dependency>
<dependency>
<groupId>org.apache.pinot</groupId>
<artifactId>pinot-batch-ingestion-spark-base</artifactId>
<version>1.3.0-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
</dependencies>

<profiles>
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112 changes: 28 additions & 84 deletions ...java/org/apache/pinot/plugin/ingestion/batch/spark/SparkSegmentMetadataPushJobRunner.java
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Expand Up @@ -18,20 +18,13 @@
*/
package org.apache.pinot.plugin.ingestion.batch.spark;

import java.io.File;
import java.io.IOException;
import java.io.Serializable;
import java.net.URI;
import java.net.URISyntaxException;
import java.util.ArrayList;
import java.util.List;
import java.util.Map;
import org.apache.pinot.plugin.ingestion.batch.spark.common.AbstractSparkSegmentMetadataPushJobRunner;
import org.apache.pinot.segment.local.utils.SegmentPushUtils;
import org.apache.pinot.spi.env.PinotConfiguration;
import org.apache.pinot.spi.filesystem.PinotFS;
import org.apache.pinot.spi.filesystem.PinotFSFactory;
import org.apache.pinot.spi.ingestion.batch.runner.IngestionJobRunner;
import org.apache.pinot.spi.ingestion.batch.spec.Constants;
import org.apache.pinot.spi.ingestion.batch.spec.PinotFSSpec;
import org.apache.pinot.spi.ingestion.batch.spec.SegmentGenerationJobSpec;
import org.apache.pinot.spi.plugin.PluginManager;
Expand All @@ -43,8 +36,8 @@
import org.apache.spark.api.java.function.VoidFunction;


public class SparkSegmentMetadataPushJobRunner implements IngestionJobRunner, Serializable {
private SegmentGenerationJobSpec _spec;

public class SparkSegmentMetadataPushJobRunner extends AbstractSparkSegmentMetadataPushJobRunner {

public SparkSegmentMetadataPushJobRunner() {
}
Expand All @@ -54,80 +47,31 @@ public SparkSegmentMetadataPushJobRunner(SegmentGenerationJobSpec spec) {
}

@Override
public void init(SegmentGenerationJobSpec spec) {
_spec = spec;
}

@Override
public void run() {
//init all file systems
List<PinotFSSpec> pinotFSSpecs = _spec.getPinotFSSpecs();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}

//Get outputFS for writing output pinot segments
URI outputDirURI;
try {
outputDirURI = new URI(_spec.getOutputDirURI());
if (outputDirURI.getScheme() == null) {
outputDirURI = new File(_spec.getOutputDirURI()).toURI();
}
} catch (URISyntaxException e) {
throw new RuntimeException("outputDirURI is not valid - '" + _spec.getOutputDirURI() + "'");
}
PinotFS outputDirFS = PinotFSFactory.create(outputDirURI.getScheme());
//Get list of files to process
String[] files;
try {
files = outputDirFS.listFiles(outputDirURI, true);
} catch (IOException e) {
throw new RuntimeException("Unable to list all files under outputDirURI - '" + outputDirURI + "'");
}

List<String> segmentsToPush = new ArrayList<>();
for (String file : files) {
if (file.endsWith(Constants.TAR_GZ_FILE_EXT)) {
segmentsToPush.add(file);
}
}

int pushParallelism = _spec.getPushJobSpec().getPushParallelism();
if (pushParallelism < 1) {
pushParallelism = segmentsToPush.size();
}
if (pushParallelism == 1) {
// Push from driver
try {
SegmentPushUtils.pushSegments(_spec, outputDirFS, segmentsToPush);
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
} else {
JavaSparkContext sparkContext = JavaSparkContext.fromSparkContext(SparkContext.getOrCreate());
JavaRDD<String> pathRDD = sparkContext.parallelize(segmentsToPush, pushParallelism);
URI finalOutputDirURI = outputDirURI;
// Prevent using lambda expression in Spark to avoid potential serialization exceptions, use inner function
// instead.
pathRDD.foreach(new VoidFunction<String>() {
@Override
public void call(String segmentTarPath)
throws Exception {
PluginManager.get().init();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory
.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}
try {
Map<String, String> segmentUriToTarPathMap = SegmentPushUtils
.getSegmentUriToTarPathMap(finalOutputDirURI, _spec.getPushJobSpec(), new String[]{segmentTarPath});
SegmentPushUtils.sendSegmentUriAndMetadata(_spec, PinotFSFactory.create(finalOutputDirURI.getScheme()),
segmentUriToTarPathMap);
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
public void parallelizeMetadataPushJob(List<String> segmentsToPush, List<PinotFSSpec> pinotFSSpecs,
int pushParallelism, URI outputDirURI) {
JavaSparkContext sparkContext = JavaSparkContext.fromSparkContext(SparkContext.getOrCreate());
JavaRDD<String> pathRDD = sparkContext.parallelize(segmentsToPush, pushParallelism);
URI finalOutputDirURI = outputDirURI;
// Prevent using lambda expression in Spark to avoid potential serialization exceptions, use inner function
// instead.
pathRDD.foreach(new VoidFunction<String>() {
@Override
public void call(String segmentTarPath)
throws Exception {
PluginManager.get().init();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory
.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}
try {
Map<String, String> segmentUriToTarPathMap = SegmentPushUtils
.getSegmentUriToTarPathMap(finalOutputDirURI, _spec.getPushJobSpec(), new String[]{segmentTarPath});
SegmentPushUtils.sendSegmentUriAndMetadata(_spec, PinotFSFactory.create(finalOutputDirURI.getScheme()),
segmentUriToTarPathMap);
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
});
}
}
});
}
}
111 changes: 28 additions & 83 deletions ...main/java/org/apache/pinot/plugin/ingestion/batch/spark/SparkSegmentTarPushJobRunner.java
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Expand Up @@ -18,20 +18,13 @@
*/
package org.apache.pinot.plugin.ingestion.batch.spark;

import java.io.File;
import java.io.IOException;
import java.io.Serializable;
import java.net.URI;
import java.net.URISyntaxException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import org.apache.pinot.plugin.ingestion.batch.spark.common.AbstractSparkSegmentTarPushJobRunner;
import org.apache.pinot.segment.local.utils.SegmentPushUtils;
import org.apache.pinot.spi.env.PinotConfiguration;
import org.apache.pinot.spi.filesystem.PinotFS;
import org.apache.pinot.spi.filesystem.PinotFSFactory;
import org.apache.pinot.spi.ingestion.batch.runner.IngestionJobRunner;
import org.apache.pinot.spi.ingestion.batch.spec.Constants;
import org.apache.pinot.spi.ingestion.batch.spec.PinotFSSpec;
import org.apache.pinot.spi.ingestion.batch.spec.SegmentGenerationJobSpec;
import org.apache.pinot.spi.plugin.PluginManager;
Expand All @@ -43,89 +36,41 @@
import org.apache.spark.api.java.function.VoidFunction;


public class SparkSegmentTarPushJobRunner implements IngestionJobRunner, Serializable {

public class SparkSegmentTarPushJobRunner extends AbstractSparkSegmentTarPushJobRunner {
private SegmentGenerationJobSpec _spec;

public SparkSegmentTarPushJobRunner() {
super();
}

public SparkSegmentTarPushJobRunner(SegmentGenerationJobSpec spec) {
init(spec);
}

@Override
public void init(SegmentGenerationJobSpec spec) {
_spec = spec;
super(spec);
}

@Override
public void run() {
//init all file systems
List<PinotFSSpec> pinotFSSpecs = _spec.getPinotFSSpecs();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}

//Get outputFS for writing output pinot segments
URI outputDirURI;
try {
outputDirURI = new URI(_spec.getOutputDirURI());
if (outputDirURI.getScheme() == null) {
outputDirURI = new File(_spec.getOutputDirURI()).toURI();
}
} catch (URISyntaxException e) {
throw new RuntimeException("outputDirURI is not valid - '" + _spec.getOutputDirURI() + "'");
}
PinotFS outputDirFS = PinotFSFactory.create(outputDirURI.getScheme());
//Get list of files to process
String[] files;
try {
files = outputDirFS.listFiles(outputDirURI, true);
} catch (IOException e) {
throw new RuntimeException("Unable to list all files under outputDirURI - '" + outputDirURI + "'");
}

List<String> segmentsToPush = new ArrayList<>();
for (String file : files) {
if (file.endsWith(Constants.TAR_GZ_FILE_EXT)) {
segmentsToPush.add(file);
}
}

int pushParallelism = _spec.getPushJobSpec().getPushParallelism();
if (pushParallelism < 1) {
pushParallelism = segmentsToPush.size();
}
if (pushParallelism == 1) {
// Push from driver
try {
SegmentPushUtils.pushSegments(_spec, outputDirFS, segmentsToPush);
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
} else {
JavaSparkContext sparkContext = JavaSparkContext.fromSparkContext(SparkContext.getOrCreate());
JavaRDD<String> pathRDD = sparkContext.parallelize(segmentsToPush, pushParallelism);
URI finalOutputDirURI = outputDirURI;
// Prevent using lambda expression in Spark to avoid potential serialization exceptions, use inner function
// instead.
pathRDD.foreach(new VoidFunction<String>() {
@Override
public void call(String segmentTarPath)
throws Exception {
PluginManager.get().init();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory
.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}
try {
SegmentPushUtils.pushSegments(_spec, PinotFSFactory.create(finalOutputDirURI.getScheme()),
Arrays.asList(segmentTarPath));
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
public void parallelizeTarPushJob(List<PinotFSSpec> pinotFSSpecs,
List<String> segmentUris, int pushParallelism, URI outputDirURI) {
JavaSparkContext sparkContext = JavaSparkContext.fromSparkContext(SparkContext.getOrCreate());
JavaRDD<String> pathRDD = sparkContext.parallelize(segmentUris, pushParallelism);
URI finalOutputDirURI = outputDirURI;
// Prevent using lambda expression in Spark to avoid potential serialization exceptions, use inner function
// instead.
pathRDD.foreach(new VoidFunction<String>() {
@Override
public void call(String segmentTarPath)
throws Exception {
PluginManager.get().init();
for (PinotFSSpec pinotFSSpec : pinotFSSpecs) {
PinotFSFactory
.register(pinotFSSpec.getScheme(), pinotFSSpec.getClassName(), new PinotConfiguration(pinotFSSpec));
}
});
}
try {
SegmentPushUtils.pushSegments(_spec, PinotFSFactory.create(finalOutputDirURI.getScheme()),
Arrays.asList(segmentTarPath));
} catch (RetriableOperationException | AttemptsExceededException e) {
throw new RuntimeException(e);
}
}
});
}
}
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