
com.uber.hoodie.utilities.sources.HiveIncrPullSource Maven / Gradle / Ivy
/*
* Copyright (c) 2017 Uber Technologies, Inc. ([email protected])
*
* 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.uber.hoodie.utilities.sources;
import com.uber.hoodie.common.util.FSUtils;
import com.uber.hoodie.exception.HoodieIOException;
import com.uber.hoodie.utilities.UtilHelpers;
import com.uber.hoodie.utilities.schema.SchemaProvider;
import org.apache.avro.generic.GenericRecord;
import org.apache.commons.configuration.PropertiesConfiguration;
import org.apache.commons.lang3.tuple.ImmutablePair;
import org.apache.commons.lang3.tuple.Pair;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.log4j.LogManager;
import org.apache.log4j.Logger;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collections;
import java.util.List;
import java.util.Optional;
import java.util.stream.Collectors;
/**
* Source to read deltas produced by {@link com.uber.hoodie.utilities.HiveIncrementalPuller}, commit
* by commit and apply to the target table
*
* The general idea here is to have commits sync across the data pipeline.
*
* [Source Tables(s)] ====> HiveIncrementalScanner ==> incrPullRootPath ==> targetTable
* {c1,c2,c3,...} {c1,c2,c3,...} {c1,c2,c3,...}
*
* This produces beautiful causality, that makes data issues in ETLs very easy to debug
*
*/
public class HiveIncrPullSource extends Source {
private static volatile Logger log = LogManager.getLogger(HiveIncrPullSource.class);
private final transient FileSystem fs;
private final String incrPullRootPath;
/**
* Configs supported
*/
static class Config {
private final static String ROOT_INPUT_PATH_PROP = "hoodie.deltastreamer.source.incrpull.root";
}
public HiveIncrPullSource(PropertiesConfiguration config, JavaSparkContext sparkContext, SourceDataFormat dataFormat, SchemaProvider schemaProvider) {
super(config, sparkContext, dataFormat, schemaProvider);
this.fs = FSUtils.getFs();
UtilHelpers.checkRequiredProperties(config, Arrays.asList(Config.ROOT_INPUT_PATH_PROP));
this.incrPullRootPath = config.getString(Config.ROOT_INPUT_PATH_PROP);
}
/**
* Finds the first commit from source, greater than the target's last commit, and reads it out.
*/
private Optional findCommitToPull(Optional latestTargetCommit) throws IOException {
log.info("Looking for commits ");
FileStatus[] commitTimePaths = fs.listStatus(new Path(incrPullRootPath));
List commitTimes = new ArrayList<>(commitTimePaths.length);
for (FileStatus commitTimePath : commitTimePaths) {
String[] splits = commitTimePath.getPath().toString().split("/");
commitTimes.add(splits[splits.length - 1]);
}
Collections.sort(commitTimes);
log.info("Retrieved commit times " + commitTimes);
if (!latestTargetCommit.isPresent()) {
// start from the beginning
return Optional.of(commitTimes.get(0));
}
for (String commitTime : commitTimes) {
//TODO(vc): Add an option to delete consumed commits
if (commitTime.compareTo(latestTargetCommit.get()) > 0) {
return Optional.of(commitTime);
}
}
return Optional.empty();
}
@Override
public Pair>, String> fetchNewData(Optional lastCheckpointStr, long maxInputBytes) {
try {
// find the source commit to pull
Optional commitToPull = findCommitToPull(lastCheckpointStr);
if (!commitToPull.isPresent()) {
return new ImmutablePair<>(Optional.empty(), lastCheckpointStr.isPresent() ? lastCheckpointStr.get() : "");
}
// read the files out.
List commitDeltaFiles = Arrays.asList(fs.listStatus(new Path(incrPullRootPath, commitToPull.get())));
String pathStr = commitDeltaFiles.stream().map(f -> f.getPath().toString()).collect(Collectors.joining(","));
String schemaStr = schemaProvider.getSourceSchema().toString();
final AvroConvertor avroConvertor = new AvroConvertor(schemaStr);
return new ImmutablePair<>(Optional.of(DFSSource.fromFiles(dataFormat, avroConvertor, pathStr, sparkContext)),
String.valueOf(commitToPull.get()));
} catch (IOException ioe) {
throw new HoodieIOException("Unable to read from source from checkpoint: " + lastCheckpointStr, ioe);
}
}
}
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