[HUDI-344] Hudi Dataset Snapshot Exporter (#1360)
Co-authored-by: jason1993 <261049174@qq.com>
This commit is contained in:
@@ -0,0 +1,224 @@
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/*
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
|
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* regarding copyright ownership. The ASF licenses this file
|
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* 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
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
|
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.hudi.utilities;
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import com.beust.jcommander.JCommander;
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import com.beust.jcommander.Parameter;
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import org.apache.hadoop.fs.FileStatus;
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import org.apache.hadoop.fs.FileSystem;
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import org.apache.hadoop.fs.FileUtil;
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import org.apache.hadoop.fs.Path;
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import org.apache.hudi.common.util.StringUtils;
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import org.apache.hudi.common.SerializableConfiguration;
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import org.apache.hudi.common.model.HoodiePartitionMetadata;
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import org.apache.hudi.common.table.HoodieTableConfig;
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import org.apache.hudi.common.table.HoodieTableMetaClient;
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import org.apache.hudi.common.table.HoodieTimeline;
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import org.apache.hudi.common.table.TableFileSystemView;
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import org.apache.hudi.common.table.timeline.HoodieInstant;
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import org.apache.hudi.common.table.view.HoodieTableFileSystemView;
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import org.apache.hudi.common.util.FSUtils;
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import org.apache.hudi.common.util.Option;
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import org.apache.log4j.LogManager;
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import org.apache.log4j.Logger;
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import org.apache.spark.api.java.JavaSparkContext;
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import org.apache.spark.sql.Column;
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import org.apache.spark.sql.DataFrameWriter;
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import org.apache.spark.sql.Dataset;
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import org.apache.spark.sql.Row;
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import org.apache.spark.sql.SaveMode;
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import org.apache.spark.sql.SparkSession;
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import org.apache.spark.sql.execution.datasources.DataSource;
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import scala.Tuple2;
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import scala.collection.JavaConversions;
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import java.io.IOException;
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import java.io.Serializable;
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import java.util.ArrayList;
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import java.util.Arrays;
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import java.util.List;
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import java.util.stream.Collectors;
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/**
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* Export the latest records of Hudi dataset to a set of external files (e.g., plain parquet files).
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*
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* @experimental This export is an experimental tool. If you want to export hudi to hudi, please use HoodieSnapshotCopier.
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*/
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public class HoodieSnapshotExporter {
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private static final Logger LOG = LogManager.getLogger(HoodieSnapshotExporter.class);
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public static class Config implements Serializable {
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@Parameter(names = {"--source-base-path"}, description = "Base path for the source Hudi dataset to be snapshotted", required = true)
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String sourceBasePath = null;
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@Parameter(names = {"--target-base-path"}, description = "Base path for the target output files (snapshots)", required = true)
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String targetOutputPath = null;
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@Parameter(names = {"--output-format"}, description = "e.g. Hudi or Parquet", required = true)
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String outputFormat;
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@Parameter(names = {"--output-partition-field"}, description = "A field to be used by Spark repartitioning")
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String outputPartitionField;
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}
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public int export(SparkSession spark, Config cfg) throws IOException {
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JavaSparkContext jsc = new JavaSparkContext(spark.sparkContext());
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FileSystem fs = FSUtils.getFs(cfg.sourceBasePath, jsc.hadoopConfiguration());
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final SerializableConfiguration serConf = new SerializableConfiguration(jsc.hadoopConfiguration());
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final HoodieTableMetaClient tableMetadata = new HoodieTableMetaClient(fs.getConf(), cfg.sourceBasePath);
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final TableFileSystemView.BaseFileOnlyView fsView = new HoodieTableFileSystemView(tableMetadata,
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tableMetadata.getActiveTimeline().getCommitsTimeline().filterCompletedInstants());
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// Get the latest commit
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Option<HoodieInstant> latestCommit =
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tableMetadata.getActiveTimeline().getCommitsTimeline().filterCompletedInstants().lastInstant();
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if (!latestCommit.isPresent()) {
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LOG.error("No commits present. Nothing to snapshot");
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return -1;
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}
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final String latestCommitTimestamp = latestCommit.get().getTimestamp();
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LOG.info(String.format("Starting to snapshot latest version files which are also no-late-than %s.",
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latestCommitTimestamp));
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List<String> partitions = FSUtils.getAllPartitionPaths(fs, cfg.sourceBasePath, false);
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if (partitions.size() > 0) {
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List<String> dataFiles = new ArrayList<>();
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for (String partition : partitions) {
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dataFiles.addAll(fsView.getLatestBaseFilesBeforeOrOn(partition, latestCommitTimestamp).map(f -> f.getPath()).collect(Collectors.toList()));
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}
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try {
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DataSource.lookupDataSource(cfg.outputFormat, spark.sessionState().conf());
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} catch (Exception e) {
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LOG.error(String.format("The %s output format is not supported! ", cfg.outputFormat));
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return -1;
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}
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if (!cfg.outputFormat.equalsIgnoreCase("hudi")) {
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// Do transformation
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// A field to do simple Spark repartitioning
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DataFrameWriter<Row> write = null;
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Dataset<Row> original = spark.read().parquet(JavaConversions.asScalaIterator(dataFiles.iterator()).toSeq());
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List<Column> needColumns = Arrays.asList(original.columns()).stream().filter(col -> !col.startsWith("_hoodie_")).map(col -> new Column(col)).collect(Collectors.toList());
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Dataset<Row> reader = original.select(JavaConversions.asScalaIterator(needColumns.iterator()).toSeq());
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if (!StringUtils.isNullOrEmpty(cfg.outputPartitionField)) {
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write = reader.repartition(new Column(cfg.outputPartitionField))
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.write().partitionBy(cfg.outputPartitionField);
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} else {
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write = reader.write();
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}
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write.format(cfg.outputFormat)
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.mode(SaveMode.Overwrite)
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.save(cfg.targetOutputPath);
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} else {
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// No transformation is needed for output format "HUDI", just copy the original files.
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copySnapshot(jsc, fs, cfg, partitions, dataFiles, latestCommitTimestamp, serConf);
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}
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} else {
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LOG.info("The job has 0 partition to copy.");
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}
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return 0;
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}
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private void copySnapshot(JavaSparkContext jsc,
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FileSystem fs,
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Config cfg,
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List<String> partitions,
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List<String> dataFiles,
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String latestCommitTimestamp,
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SerializableConfiguration serConf) throws IOException {
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// Make sure the output directory is empty
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Path outputPath = new Path(cfg.targetOutputPath);
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if (fs.exists(outputPath)) {
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LOG.warn(String.format("The output path %s targetBasePath already exists, deleting", outputPath));
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fs.delete(new Path(cfg.targetOutputPath), true);
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}
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jsc.parallelize(partitions, partitions.size()).flatMap(partition -> {
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// Only take latest version files <= latestCommit.
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FileSystem fs1 = FSUtils.getFs(cfg.sourceBasePath, serConf.newCopy());
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List<Tuple2<String, String>> filePaths = new ArrayList<>();
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dataFiles.forEach(hoodieDataFile -> filePaths.add(new Tuple2<>(partition, hoodieDataFile)));
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// also need to copy over partition metadata
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Path partitionMetaFile =
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new Path(new Path(cfg.sourceBasePath, partition), HoodiePartitionMetadata.HOODIE_PARTITION_METAFILE);
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if (fs1.exists(partitionMetaFile)) {
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filePaths.add(new Tuple2<>(partition, partitionMetaFile.toString()));
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}
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return filePaths.iterator();
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}).foreach(tuple -> {
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String partition = tuple._1();
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Path sourceFilePath = new Path(tuple._2());
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Path toPartitionPath = new Path(cfg.targetOutputPath, partition);
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FileSystem ifs = FSUtils.getFs(cfg.targetOutputPath, serConf.newCopy());
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if (!ifs.exists(toPartitionPath)) {
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ifs.mkdirs(toPartitionPath);
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}
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FileUtil.copy(ifs, sourceFilePath, ifs, new Path(toPartitionPath, sourceFilePath.getName()), false,
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ifs.getConf());
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});
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// Also copy the .commit files
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LOG.info(String.format("Copying .commit files which are no-late-than %s.", latestCommitTimestamp));
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FileStatus[] commitFilesToCopy =
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fs.listStatus(new Path(cfg.sourceBasePath + "/" + HoodieTableMetaClient.METAFOLDER_NAME), (commitFilePath) -> {
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if (commitFilePath.getName().equals(HoodieTableConfig.HOODIE_PROPERTIES_FILE)) {
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return true;
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} else {
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String commitTime = FSUtils.getCommitFromCommitFile(commitFilePath.getName());
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return HoodieTimeline.compareTimestamps(commitTime, latestCommitTimestamp,
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HoodieTimeline.LESSER_OR_EQUAL);
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}
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});
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for (FileStatus commitStatus : commitFilesToCopy) {
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Path targetFilePath =
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new Path(cfg.targetOutputPath + "/" + HoodieTableMetaClient.METAFOLDER_NAME + "/" + commitStatus.getPath().getName());
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if (!fs.exists(targetFilePath.getParent())) {
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fs.mkdirs(targetFilePath.getParent());
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}
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if (fs.exists(targetFilePath)) {
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LOG.error(
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String.format("The target output commit file (%s targetBasePath) already exists.", targetFilePath));
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}
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FileUtil.copy(fs, commitStatus.getPath(), fs, targetFilePath, false, fs.getConf());
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}
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}
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public static void main(String[] args) throws IOException {
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// Take input configs
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final Config cfg = new Config();
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new JCommander(cfg, null, args);
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// Create a spark job to do the snapshot export
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SparkSession spark = SparkSession.builder().appName("Hoodie-snapshot-exporter")
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.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer").getOrCreate();
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LOG.info("Initializing spark job.");
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HoodieSnapshotExporter hoodieSnapshotExporter = new HoodieSnapshotExporter();
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hoodieSnapshotExporter.export(spark, cfg);
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// Stop the job
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spark.stop();
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}
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}
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@@ -0,0 +1,50 @@
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/*
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
|
||||
* regarding copyright ownership. The ASF licenses this file
|
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* to you under the Apache License, Version 2.0 (the
|
||||
* "License"); you may not use this file except in compliance
|
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
|
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
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* See the License for the specific language governing permissions and
|
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* limitations under the License.
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*/
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package org.apache.hudi.utilities;
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import org.apache.hudi.common.TestRawTripPayload;
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import org.apache.hudi.common.model.HoodieRecord;
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import org.apache.hudi.common.util.Option;
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import java.io.IOException;
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import java.util.List;
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import java.util.stream.Collectors;
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/**
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* Test utils for data source tests.
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*/
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public class DataSourceTestUtils {
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public static Option<String> convertToString(HoodieRecord record) {
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try {
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String str = ((TestRawTripPayload) record.getData()).getJsonData();
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str = "{" + str.substring(str.indexOf("\"timestamp\":"));
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// Remove the last } bracket
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str = str.substring(0, str.length() - 1);
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return Option.of(str + ", \"partition\": \"" + record.getPartitionPath() + "\"}");
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} catch (IOException e) {
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return Option.empty();
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}
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}
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public static List<String> convertToStringList(List<HoodieRecord> records) {
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return records.stream().map(DataSourceTestUtils::convertToString).filter(Option::isPresent).map(Option::get)
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.collect(Collectors.toList());
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}
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}
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@@ -0,0 +1,222 @@
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/*
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
|
||||
* distributed with this work for additional information
|
||||
* regarding copyright ownership. The ASF licenses this file
|
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* to you under the Apache License, Version 2.0 (the
|
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* "License"); you may not use this file except in compliance
|
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* with the License. You may obtain a copy of the License at
|
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*
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* http://www.apache.org/licenses/LICENSE-2.0
|
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*
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* Unless required by applicable law or agreed to in writing, software
|
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* distributed under the License is distributed on an "AS IS" BASIS,
|
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
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* See the License for the specific language governing permissions and
|
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* limitations under the License.
|
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*/
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package org.apache.hudi.utilities;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.fs.FileSystem;
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import org.apache.hadoop.fs.Path;
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import org.apache.hudi.DataSourceWriteOptions;
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import org.apache.hudi.common.HoodieCommonTestHarness;
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import org.apache.hudi.common.HoodieTestDataGenerator;
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import org.apache.hudi.common.model.HoodieTestUtils;
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import org.apache.hudi.common.util.FSUtils;
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import org.apache.hudi.config.HoodieWriteConfig;
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import org.apache.spark.api.java.JavaSparkContext;
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import org.apache.spark.sql.Dataset;
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import org.apache.spark.sql.Row;
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import org.apache.spark.sql.SaveMode;
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import org.apache.spark.sql.SparkSession;
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import org.junit.After;
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import org.junit.Before;
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import org.junit.Test;
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import org.junit.rules.TemporaryFolder;
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import java.io.File;
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import java.io.IOException;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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import static org.junit.Assert.assertEquals;
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import static org.junit.Assert.assertFalse;
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import static org.junit.Assert.assertTrue;
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public class TestHoodieSnapshotExporter extends HoodieCommonTestHarness {
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private static String TEST_WRITE_TOKEN = "1-0-1";
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private SparkSession spark = null;
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private HoodieTestDataGenerator dataGen = null;
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private String outputPath = null;
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private String rootPath = null;
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private FileSystem fs = null;
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private Map commonOpts;
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private HoodieSnapshotExporter.Config cfg;
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private JavaSparkContext jsc = null;
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@Before
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public void initialize() throws IOException {
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spark = SparkSession.builder()
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.appName("Hoodie Datasource test")
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.master("local[2]")
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.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
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.getOrCreate();
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jsc = new JavaSparkContext(spark.sparkContext());
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dataGen = new HoodieTestDataGenerator();
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folder.create();
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basePath = folder.getRoot().getAbsolutePath();
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fs = FSUtils.getFs(basePath, spark.sparkContext().hadoopConfiguration());
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commonOpts = new HashMap();
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commonOpts.put("hoodie.insert.shuffle.parallelism", "4");
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commonOpts.put("hoodie.upsert.shuffle.parallelism", "4");
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commonOpts.put(DataSourceWriteOptions.RECORDKEY_FIELD_OPT_KEY(), "_row_key");
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commonOpts.put(DataSourceWriteOptions.PARTITIONPATH_FIELD_OPT_KEY(), "partition");
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commonOpts.put(DataSourceWriteOptions.PRECOMBINE_FIELD_OPT_KEY(), "timestamp");
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commonOpts.put(HoodieWriteConfig.TABLE_NAME, "hoodie_test");
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cfg = new HoodieSnapshotExporter.Config();
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cfg.sourceBasePath = basePath;
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cfg.targetOutputPath = outputPath = basePath + "/target";
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cfg.outputFormat = "json";
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cfg.outputPartitionField = "partition";
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}
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@After
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public void cleanup() {
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if (spark != null) {
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spark.stop();
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}
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}
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@Test
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public void testSnapshotExporter() throws IOException {
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// Insert Operation
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List<String> records = DataSourceTestUtils.convertToStringList(dataGen.generateInserts("000", 100));
|
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Dataset<Row> inputDF = spark.read().json(new JavaSparkContext(spark.sparkContext()).parallelize(records, 2));
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inputDF.write().format("hudi")
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.options(commonOpts)
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.option(DataSourceWriteOptions.OPERATION_OPT_KEY(), DataSourceWriteOptions.INSERT_OPERATION_OPT_VAL())
|
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.mode(SaveMode.Overwrite)
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.save(basePath);
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long sourceCount = inputDF.count();
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HoodieSnapshotExporter hoodieSnapshotExporter = new HoodieSnapshotExporter();
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hoodieSnapshotExporter.export(spark, cfg);
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long targetCount = spark.read().json(outputPath).count();
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assertTrue(sourceCount == targetCount);
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// Test Invalid OutputFormat
|
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cfg.outputFormat = "foo";
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int isError = hoodieSnapshotExporter.export(spark, cfg);
|
||||
assertTrue(isError == -1);
|
||||
}
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||||
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||||
// for testEmptySnapshotCopy
|
||||
public void init() throws IOException {
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||||
TemporaryFolder folder = new TemporaryFolder();
|
||||
folder.create();
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rootPath = "file://" + folder.getRoot().getAbsolutePath();
|
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basePath = rootPath + "/" + HoodieTestUtils.RAW_TRIPS_TEST_NAME;
|
||||
outputPath = rootPath + "/output";
|
||||
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||||
final Configuration hadoopConf = HoodieTestUtils.getDefaultHadoopConf();
|
||||
fs = FSUtils.getFs(basePath, hadoopConf);
|
||||
HoodieTestUtils.init(hadoopConf, basePath);
|
||||
}
|
||||
|
||||
@Test
|
||||
public void testEmptySnapshotCopy() throws IOException {
|
||||
init();
|
||||
// There is no real data (only .hoodie directory)
|
||||
assertEquals(fs.listStatus(new Path(basePath)).length, 1);
|
||||
assertFalse(fs.exists(new Path(outputPath)));
|
||||
|
||||
// Do the snapshot
|
||||
HoodieSnapshotCopier copier = new HoodieSnapshotCopier();
|
||||
copier.snapshot(jsc, basePath, outputPath, true);
|
||||
|
||||
// Nothing changed; we just bail out
|
||||
assertEquals(fs.listStatus(new Path(basePath)).length, 1);
|
||||
assertFalse(fs.exists(new Path(outputPath + "/_SUCCESS")));
|
||||
}
|
||||
|
||||
// TODO - uncomment this after fixing test failures
|
||||
// @Test
|
||||
public void testSnapshotCopy() throws Exception {
|
||||
// Generate some commits and corresponding parquets
|
||||
String commitTime1 = "20160501010101";
|
||||
String commitTime2 = "20160502020601";
|
||||
String commitTime3 = "20160506030611";
|
||||
new File(basePath + "/.hoodie").mkdirs();
|
||||
new File(basePath + "/.hoodie/hoodie.properties").createNewFile();
|
||||
// Only first two have commit files
|
||||
new File(basePath + "/.hoodie/" + commitTime1 + ".commit").createNewFile();
|
||||
new File(basePath + "/.hoodie/" + commitTime2 + ".commit").createNewFile();
|
||||
new File(basePath + "/.hoodie/" + commitTime3 + ".inflight").createNewFile();
|
||||
|
||||
// Some parquet files
|
||||
new File(basePath + "/2016/05/01/").mkdirs();
|
||||
new File(basePath + "/2016/05/02/").mkdirs();
|
||||
new File(basePath + "/2016/05/06/").mkdirs();
|
||||
HoodieTestDataGenerator.writePartitionMetadata(fs, new String[]{"2016/05/01", "2016/05/02", "2016/05/06"},
|
||||
basePath);
|
||||
// Make commit1
|
||||
File file11 = new File(basePath + "/2016/05/01/" + FSUtils.makeDataFileName(commitTime1, TEST_WRITE_TOKEN, "id11"));
|
||||
file11.createNewFile();
|
||||
File file12 = new File(basePath + "/2016/05/02/" + FSUtils.makeDataFileName(commitTime1, TEST_WRITE_TOKEN, "id12"));
|
||||
file12.createNewFile();
|
||||
File file13 = new File(basePath + "/2016/05/06/" + FSUtils.makeDataFileName(commitTime1, TEST_WRITE_TOKEN, "id13"));
|
||||
file13.createNewFile();
|
||||
|
||||
// Make commit2
|
||||
File file21 = new File(basePath + "/2016/05/01/" + FSUtils.makeDataFileName(commitTime2, TEST_WRITE_TOKEN, "id21"));
|
||||
file21.createNewFile();
|
||||
File file22 = new File(basePath + "/2016/05/02/" + FSUtils.makeDataFileName(commitTime2, TEST_WRITE_TOKEN, "id22"));
|
||||
file22.createNewFile();
|
||||
File file23 = new File(basePath + "/2016/05/06/" + FSUtils.makeDataFileName(commitTime2, TEST_WRITE_TOKEN, "id23"));
|
||||
file23.createNewFile();
|
||||
|
||||
// Make commit3
|
||||
File file31 = new File(basePath + "/2016/05/01/" + FSUtils.makeDataFileName(commitTime3, TEST_WRITE_TOKEN, "id31"));
|
||||
file31.createNewFile();
|
||||
File file32 = new File(basePath + "/2016/05/02/" + FSUtils.makeDataFileName(commitTime3, TEST_WRITE_TOKEN, "id32"));
|
||||
file32.createNewFile();
|
||||
File file33 = new File(basePath + "/2016/05/06/" + FSUtils.makeDataFileName(commitTime3, TEST_WRITE_TOKEN, "id33"));
|
||||
file33.createNewFile();
|
||||
|
||||
// Do a snapshot copy
|
||||
HoodieSnapshotCopier copier = new HoodieSnapshotCopier();
|
||||
copier.snapshot(jsc, basePath, outputPath, false);
|
||||
|
||||
// Check results
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/01/" + file11.getName())));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/02/" + file12.getName())));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/06/" + file13.getName())));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/01/" + file21.getName())));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/02/" + file22.getName())));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/2016/05/06/" + file23.getName())));
|
||||
assertFalse(fs.exists(new Path(outputPath + "/2016/05/01/" + file31.getName())));
|
||||
assertFalse(fs.exists(new Path(outputPath + "/2016/05/02/" + file32.getName())));
|
||||
assertFalse(fs.exists(new Path(outputPath + "/2016/05/06/" + file33.getName())));
|
||||
|
||||
assertTrue(fs.exists(new Path(outputPath + "/.hoodie/" + commitTime1 + ".commit")));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/.hoodie/" + commitTime2 + ".commit")));
|
||||
assertFalse(fs.exists(new Path(outputPath + "/.hoodie/" + commitTime3 + ".commit")));
|
||||
assertFalse(fs.exists(new Path(outputPath + "/.hoodie/" + commitTime3 + ".inflight")));
|
||||
assertTrue(fs.exists(new Path(outputPath + "/.hoodie/hoodie.properties")));
|
||||
|
||||
assertTrue(fs.exists(new Path(outputPath + "/_SUCCESS")));
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user