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17 changes: 17 additions & 0 deletions hudi-utilities/pom.xml
Original file line number Diff line number Diff line change
Expand Up @@ -443,6 +443,23 @@
<artifactId>aws-java-sdk-sqs</artifactId>
<version>${aws.sdk.version}</version>
</dependency>

<!-- start: GCS Incremental Ingestion -->
<dependency>
<groupId>com.google.cloud</groupId>
<artifactId>google-cloud-pubsub</artifactId>
<version>${google.cloud.pubsub.version}</version>
<scope>provided</scope>
</dependency>

<dependency>
<groupId>com.google.cloud.bigdataoss</groupId>
<artifactId>gcs-connector</artifactId>
<version>${gcs.connector.version}</version>
<scope>provided</scope>
</dependency>

<!-- end: GCS Incremental Ingestion -->

<!-- Hive - Test -->
<dependency>
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Original file line number Diff line number Diff line change
@@ -0,0 +1,199 @@
/*
* 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.hudi.utilities.sources;

import org.apache.hudi.DataSourceUtils;
import org.apache.hudi.common.config.TypedProperties;
import org.apache.hudi.common.util.Option;
import org.apache.hudi.common.util.collection.Pair;
import org.apache.hudi.utilities.schema.SchemaProvider;
import org.apache.hudi.utilities.sources.helpers.IncrSourceHelper.MissingCheckpointStrategy;
import org.apache.hudi.utilities.sources.helpers.gcs.FileDataFetcher;
import org.apache.hudi.utilities.sources.helpers.gcs.FilePathsFetcher;
import org.apache.hudi.utilities.sources.helpers.gcs.QueryInfo;
import org.apache.log4j.LogManager;
import org.apache.log4j.Logger;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession;

import java.util.Collections;
import java.util.List;
import java.util.stream.Collectors;

import static org.apache.hudi.common.util.StringUtils.isNullOrEmpty;
import static org.apache.hudi.utilities.sources.HoodieIncrSource.Config.DEFAULT_NUM_INSTANTS_PER_FETCH;
import static org.apache.hudi.utilities.sources.HoodieIncrSource.Config.DEFAULT_SOURCE_FILE_FORMAT;
import static org.apache.hudi.utilities.sources.HoodieIncrSource.Config.HOODIE_SRC_BASE_PATH;
import static org.apache.hudi.utilities.sources.HoodieIncrSource.Config.NUM_INSTANTS_PER_FETCH;
import static org.apache.hudi.utilities.sources.HoodieIncrSource.Config.SOURCE_FILE_FORMAT;
import static org.apache.hudi.utilities.sources.helpers.CloudStoreIngestionConfig.DATAFILE_FORMAT;
import static org.apache.hudi.utilities.sources.helpers.CloudStoreIngestionConfig.DEFAULT_ENABLE_EXISTS_CHECK;
import static org.apache.hudi.utilities.sources.helpers.CloudStoreIngestionConfig.ENABLE_EXISTS_CHECK;
import static org.apache.hudi.utilities.sources.helpers.IncrSourceHelper.calculateBeginAndEndInstants;
import static org.apache.hudi.utilities.sources.helpers.IncrSourceHelper.getMissingCheckpointStrategy;

/**
* An incremental source that detects new data in a source table containing metadata about GCS files,
* downloads the actual content of these files from GCS and stores them as records into a destination table.
* <p>
* You should set spark.driver.extraClassPath in spark-defaults.conf to
* look like below WITHOUT THE NEWLINES (or give the equivalent as CLI options if in cluster mode):
* (mysql-connector at the end is only needed if Hive Sync is enabled and Mysql is used for Hive Metastore).

absolute_path_to/protobuf-java-3.21.1.jar:absolute_path_to/failureaccess-1.0.1.jar:
absolute_path_to/31.1-jre/guava-31.1-jre.jar:
absolute_path_to/mysql-connector-java-8.0.30.jar

This class can be invoked via spark-submit as follows. There's a bunch of optional hive sync flags at the end.
$ bin/spark-submit \
--packages com.google.cloud:google-cloud-pubsub:1.120.0 \
--packages com.google.cloud.bigdataoss:gcs-connector:hadoop2-2.2.7 \
--driver-memory 4g \
--executor-memory 4g \
--class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer \
absolute_path_to/hudi-utilities-bundle_2.12-0.13.0-SNAPSHOT.jar \
--source-class org.apache.hudi.utilities.sources.GcsEventsHoodieIncrSource \
--op INSERT \
--hoodie-conf hoodie.deltastreamer.source.hoodieincr.file.format="parquet" \
--hoodie-conf hoodie.deltastreamer.source.cloud.data.select.file.extension="jsonl" \
--hoodie-conf hoodie.deltastreamer.source.cloud.data.datafile.format="json" \
--hoodie-conf hoodie.deltastreamer.source.cloud.data.select.relpath.prefix="country" \
--hoodie-conf hoodie.deltastreamer.source.cloud.data.ignore.relpath.prefix="blah" \
--hoodie-conf hoodie.deltastreamer.source.cloud.data.ignore.relpath.substring="blah" \
--hoodie-conf hoodie.datasource.write.recordkey.field=id \
--hoodie-conf hoodie.datasource.write.partitionpath.field= \
--hoodie-conf hoodie.datasource.write.keygenerator.class=org.apache.hudi.keygen.ComplexKeyGenerator \
--filter-dupes \
--hoodie-conf hoodie.datasource.write.insert.drop.duplicates=true \
--hoodie-conf hoodie.combine.before.insert=true \
--source-ordering-field id \
--table-type COPY_ON_WRITE \
--target-base-path file:\/\/\/absolute_path_to/data-gcs \
--target-table gcs_data \
--continuous \
--source-limit 100 \
--min-sync-interval-seconds 60 \
--hoodie-conf hoodie.deltastreamer.source.hoodieincr.path=file:\/\/\/absolute_path_to/meta-gcs \
--hoodie-conf hoodie.deltastreamer.source.hoodieincr.missing.checkpoint.strategy=READ_UPTO_LATEST_COMMIT \
--enable-hive-sync \
--hoodie-conf hoodie.datasource.hive_sync.database=default \
--hoodie-conf hoodie.datasource.hive_sync.table=gcs_data \
*/
public class GcsEventsHoodieIncrSource extends HoodieIncrSource {

private final String srcPath;
private final boolean checkIfFileExists;
private final int numInstantsPerFetch;

private final MissingCheckpointStrategy missingCheckpointStrategy;
private final FilePathsFetcher filePathsFetcher;
private final FileDataFetcher fileDataFetcher;

private static final Logger LOG = LogManager.getLogger(GcsEventsHoodieIncrSource.class);

public GcsEventsHoodieIncrSource(TypedProperties props, JavaSparkContext jsc, SparkSession spark,
SchemaProvider schemaProvider) {

this(props, jsc, spark, schemaProvider,
new FilePathsFetcher(props, getSourceFileFormat(props)),
new FileDataFetcher(props, props.getString(DATAFILE_FORMAT, DEFAULT_SOURCE_FILE_FORMAT))
);
}

GcsEventsHoodieIncrSource(TypedProperties props, JavaSparkContext jsc, SparkSession spark,
SchemaProvider schemaProvider, FilePathsFetcher filePathsFetcher, FileDataFetcher fileDataFetcher) {
super(props, jsc, spark, schemaProvider);

DataSourceUtils.checkRequiredProperties(props, Collections.singletonList(HOODIE_SRC_BASE_PATH));
srcPath = props.getString(HOODIE_SRC_BASE_PATH);
missingCheckpointStrategy = getMissingCheckpointStrategy(props);
numInstantsPerFetch = props.getInteger(NUM_INSTANTS_PER_FETCH, DEFAULT_NUM_INSTANTS_PER_FETCH);
checkIfFileExists = props.getBoolean(ENABLE_EXISTS_CHECK, DEFAULT_ENABLE_EXISTS_CHECK);

this.filePathsFetcher = filePathsFetcher;
this.fileDataFetcher = fileDataFetcher;

LOG.info("srcPath: " + srcPath);
LOG.info("missingCheckpointStrategy: " + missingCheckpointStrategy);
LOG.info("numInstantsPerFetch: " + numInstantsPerFetch);
LOG.info("checkIfFileExists: " + checkIfFileExists);
}

@Override
public Pair<Option<Dataset<Row>>, String> fetchNextBatch(Option<String> lastCkptStr, long sourceLimit) {
QueryInfo queryInfo = getQueryInfo(lastCkptStr);

if (queryInfo.areStartAndEndInstantsEqual()) {
LOG.info("Already caught up. Begin Checkpoint was: " + queryInfo.getStartInstant());
return Pair.of(Option.empty(), queryInfo.getStartInstant());
}

Dataset<Row> sourceForFilenames = queryInfo.initializeSourceForFilenames(srcPath, sparkSession);

if (sourceForFilenames.isEmpty()) {
LOG.info("Source of file names is empty. Returning empty result and endInstant: "
+ queryInfo.getEndInstant());
return Pair.of(Option.empty(), queryInfo.getEndInstant());
}

return extractData(queryInfo, sourceForFilenames);
}

private Pair<Option<Dataset<Row>>, String> extractData(QueryInfo queryInfo, Dataset<Row> sourceForFilenames) {
List<String> filepaths = filePathsFetcher.getGcsFilePaths(sparkContext, sourceForFilenames, checkIfFileExists);

LOG.debug("Extracted " + filepaths.size() + " distinct files."
+ " Some samples " + filepaths.stream().limit(10).collect(Collectors.toList()));

Option<Dataset<Row>> fileDataRows = fileDataFetcher.fetchFileData(sparkSession, filepaths, props);
return Pair.of(fileDataRows, queryInfo.getEndInstant());
}

private QueryInfo getQueryInfo(Option<String> lastCkptStr) {
Option<String> beginInstant = getBeginInstant(lastCkptStr);

Pair<String, Pair<String, String>> queryInfoPair = calculateBeginAndEndInstants(
sparkContext, srcPath, numInstantsPerFetch, beginInstant, missingCheckpointStrategy
);

QueryInfo queryInfo = new QueryInfo(queryInfoPair.getLeft(), queryInfoPair.getRight().getLeft(),
queryInfoPair.getRight().getRight());

if (LOG.isDebugEnabled()) {
queryInfo.logDetails();
}

return queryInfo;
}

private Option<String> getBeginInstant(Option<String> lastCheckpoint) {
if (lastCheckpoint.isPresent() && !isNullOrEmpty(lastCheckpoint.get())) {
return lastCheckpoint;
}

return Option.empty();
}

private static String getSourceFileFormat(TypedProperties props) {
return props.getString(SOURCE_FILE_FORMAT, DEFAULT_SOURCE_FILE_FORMAT);
}

}
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