| /* |
| * 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.table.action.commit; |
| |
| import org.apache.hudi.client.SparkTaskContextSupplier; |
| import org.apache.hudi.client.WriteStatus; |
| import org.apache.hudi.client.utils.SparkConfigUtils; |
| import org.apache.hudi.common.model.HoodieCommitMetadata; |
| import org.apache.hudi.common.model.HoodieKey; |
| import org.apache.hudi.common.model.HoodieRecord; |
| import org.apache.hudi.common.model.HoodieRecordPayload; |
| import org.apache.hudi.common.model.HoodieWriteStat; |
| import org.apache.hudi.common.model.WriteOperationType; |
| import org.apache.hudi.common.table.timeline.HoodieActiveTimeline; |
| import org.apache.hudi.common.table.timeline.HoodieInstant; |
| import org.apache.hudi.common.table.timeline.HoodieInstant.State; |
| import org.apache.hudi.common.util.CommitUtils; |
| import org.apache.hudi.common.util.Option; |
| import org.apache.hudi.config.HoodieWriteConfig; |
| import org.apache.hudi.exception.HoodieCommitException; |
| import org.apache.hudi.exception.HoodieIOException; |
| import org.apache.hudi.exception.HoodieUpsertException; |
| import org.apache.hudi.table.HoodieTable; |
| import org.apache.hudi.table.WorkloadProfile; |
| import org.apache.hudi.table.WorkloadStat; |
| import org.apache.hudi.table.action.BaseActionExecutor; |
| import org.apache.hudi.table.action.HoodieWriteMetadata; |
| import org.apache.log4j.LogManager; |
| import org.apache.log4j.Logger; |
| import org.apache.spark.Partitioner; |
| import org.apache.spark.api.java.JavaPairRDD; |
| import org.apache.spark.api.java.JavaRDD; |
| import org.apache.spark.api.java.JavaSparkContext; |
| import org.apache.spark.storage.StorageLevel; |
| import scala.Tuple2; |
| |
| import java.io.IOException; |
| import java.io.Serializable; |
| import java.nio.charset.StandardCharsets; |
| import java.time.Duration; |
| import java.time.Instant; |
| import java.util.Collections; |
| import java.util.Comparator; |
| import java.util.Iterator; |
| import java.util.List; |
| import java.util.Map; |
| |
| public abstract class BaseCommitActionExecutor<T extends HoodieRecordPayload<T>, R> |
| extends BaseActionExecutor<R> { |
| |
| private static final Logger LOG = LogManager.getLogger(BaseCommitActionExecutor.class); |
| |
| protected final Option<Map<String, String>> extraMetadata; |
| private final WriteOperationType operationType; |
| protected final SparkTaskContextSupplier sparkTaskContextSupplier = new SparkTaskContextSupplier(); |
| |
| public BaseCommitActionExecutor(JavaSparkContext jsc, HoodieWriteConfig config, |
| HoodieTable table, String instantTime, WriteOperationType operationType, |
| Option<Map<String, String>> extraMetadata) { |
| super(jsc, config, table, instantTime); |
| this.operationType = operationType; |
| this.extraMetadata = extraMetadata; |
| } |
| |
| public HoodieWriteMetadata execute(JavaRDD<HoodieRecord<T>> inputRecordsRDD) { |
| HoodieWriteMetadata result = new HoodieWriteMetadata(); |
| // Cache the tagged records, so we don't end up computing both |
| // TODO: Consistent contract in HoodieWriteClient regarding preppedRecord storage level handling |
| if (inputRecordsRDD.getStorageLevel() == StorageLevel.NONE()) { |
| inputRecordsRDD.persist(StorageLevel.MEMORY_AND_DISK_SER()); |
| } else { |
| LOG.info("RDD PreppedRecords was persisted at: " + inputRecordsRDD.getStorageLevel()); |
| } |
| |
| WorkloadProfile profile = null; |
| if (isWorkloadProfileNeeded()) { |
| profile = new WorkloadProfile(inputRecordsRDD); |
| LOG.info("Workload profile :" + profile); |
| saveWorkloadProfileMetadataToInflight(profile, instantTime); |
| } |
| |
| // partition using the insert partitioner |
| final Partitioner partitioner = getPartitioner(profile); |
| JavaRDD<HoodieRecord<T>> partitionedRecords = partition(inputRecordsRDD, partitioner); |
| JavaRDD<WriteStatus> writeStatusRDD = partitionedRecords.mapPartitionsWithIndex((partition, recordItr) -> { |
| if (WriteOperationType.isChangingRecords(operationType)) { |
| return handleUpsertPartition(instantTime, partition, recordItr, partitioner); |
| } else { |
| return handleInsertPartition(instantTime, partition, recordItr, partitioner); |
| } |
| }, true).flatMap(List::iterator); |
| |
| updateIndexAndCommitIfNeeded(writeStatusRDD, result); |
| return result; |
| } |
| |
| /** |
| * Save the workload profile in an intermediate file (here re-using commit files) This is useful when performing |
| * rollback for MOR tables. Only updates are recorded in the workload profile metadata since updates to log blocks |
| * are unknown across batches Inserts (which are new parquet files) are rolled back based on commit time. // TODO : |
| * Create a new WorkloadProfile metadata file instead of using HoodieCommitMetadata |
| */ |
| void saveWorkloadProfileMetadataToInflight(WorkloadProfile profile, String instantTime) |
| throws HoodieCommitException { |
| try { |
| HoodieCommitMetadata metadata = new HoodieCommitMetadata(); |
| profile.getPartitionPaths().forEach(path -> { |
| WorkloadStat partitionStat = profile.getWorkloadStat(path.toString()); |
| HoodieWriteStat insertStat = new HoodieWriteStat(); |
| insertStat.setNumInserts(partitionStat.getNumInserts()); |
| insertStat.setFileId(""); |
| insertStat.setPrevCommit(HoodieWriteStat.NULL_COMMIT); |
| metadata.addWriteStat(path.toString(), insertStat); |
| |
| partitionStat.getUpdateLocationToCount().forEach((key, value) -> { |
| HoodieWriteStat writeStat = new HoodieWriteStat(); |
| writeStat.setFileId(key); |
| // TODO : Write baseCommitTime is possible here ? |
| writeStat.setPrevCommit(value.getKey()); |
| writeStat.setNumUpdateWrites(value.getValue()); |
| metadata.addWriteStat(path.toString(), writeStat); |
| }); |
| }); |
| metadata.setOperationType(operationType); |
| |
| HoodieActiveTimeline activeTimeline = table.getActiveTimeline(); |
| String commitActionType = getCommitActionType(); |
| HoodieInstant requested = new HoodieInstant(State.REQUESTED, commitActionType, instantTime); |
| activeTimeline.transitionRequestedToInflight(requested, |
| Option.of(metadata.toJsonString().getBytes(StandardCharsets.UTF_8)), |
| config.shouldAllowMultiWriteOnSameInstant()); |
| } catch (IOException io) { |
| throw new HoodieCommitException("Failed to commit " + instantTime + " unable to save inflight metadata ", io); |
| } |
| } |
| |
| protected Partitioner getPartitioner(WorkloadProfile profile) { |
| if (WriteOperationType.isChangingRecords(operationType)) { |
| return getUpsertPartitioner(profile); |
| } else { |
| return getInsertPartitioner(profile); |
| } |
| } |
| |
| private JavaRDD<HoodieRecord<T>> partition(JavaRDD<HoodieRecord<T>> dedupedRecords, Partitioner partitioner) { |
| JavaPairRDD<Tuple2, HoodieRecord<T>> mappedRDD = dedupedRecords.mapToPair( |
| record -> new Tuple2<>(new Tuple2<>(record.getKey(), Option.ofNullable(record.getCurrentLocation())), record)); |
| |
| JavaPairRDD<Tuple2, HoodieRecord<T>> partitionedRDD; |
| if (table.requireSortedRecords()) { |
| // Partition and sort within each partition as a single step. This is faster than partitioning first and then |
| // applying a sort. |
| Comparator<Tuple2> comparator = (Comparator<Tuple2> & Serializable)(t1, t2) -> { |
| HoodieKey key1 = (HoodieKey) t1._1; |
| HoodieKey key2 = (HoodieKey) t2._1; |
| return key1.getRecordKey().compareTo(key2.getRecordKey()); |
| }; |
| |
| partitionedRDD = mappedRDD.repartitionAndSortWithinPartitions(partitioner, comparator); |
| } else { |
| // Partition only |
| partitionedRDD = mappedRDD.partitionBy(partitioner); |
| } |
| |
| return partitionedRDD.map(Tuple2::_2); |
| } |
| |
| protected void updateIndexAndCommitIfNeeded(JavaRDD<WriteStatus> writeStatusRDD, HoodieWriteMetadata result) { |
| // cache writeStatusRDD before updating index, so that all actions before this are not triggered again for future |
| // RDD actions that are performed after updating the index. |
| writeStatusRDD = writeStatusRDD.persist(SparkConfigUtils.getWriteStatusStorageLevel(config.getProps())); |
| Instant indexStartTime = Instant.now(); |
| // Update the index back |
| JavaRDD<WriteStatus> statuses = ((HoodieTable<T>)table).getIndex().updateLocation(writeStatusRDD, jsc, |
| (HoodieTable<T>)table); |
| result.setIndexUpdateDuration(Duration.between(indexStartTime, Instant.now())); |
| result.setWriteStatuses(statuses); |
| result.setPartitionToReplaceFileIds(getPartitionToReplacedFileIds(statuses)); |
| commitOnAutoCommit(result); |
| } |
| |
| protected void commitOnAutoCommit(HoodieWriteMetadata result) { |
| if (config.shouldAutoCommit()) { |
| LOG.info("Auto commit enabled: Committing " + instantTime); |
| commit(extraMetadata, result); |
| } else { |
| LOG.info("Auto commit disabled for " + instantTime); |
| } |
| } |
| |
| protected String getCommitActionType() { |
| return table.getMetaClient().getCommitActionType(); |
| } |
| |
| protected void commit(Option<Map<String, String>> extraMetadata, HoodieWriteMetadata result) { |
| commit(extraMetadata, result, result.getWriteStatuses().map(WriteStatus::getStat).collect()); |
| } |
| |
| protected void commit(Option<Map<String, String>> extraMetadata, HoodieWriteMetadata result, List<HoodieWriteStat> writeStats) { |
| String actionType = getCommitActionType(); |
| LOG.info("Committing " + instantTime + ", action Type " + actionType); |
| result.setCommitted(true); |
| result.setWriteStats(writeStats); |
| // Finalize write |
| finalizeWrite(instantTime, writeStats, result); |
| |
| try { |
| LOG.info("Committing " + instantTime + ", action Type " + getCommitActionType()); |
| HoodieActiveTimeline activeTimeline = table.getActiveTimeline(); |
| HoodieCommitMetadata metadata = CommitUtils.buildMetadata(writeStats, result.getPartitionToReplaceFileIds(), |
| extraMetadata, operationType, getSchemaToStoreInCommit(), getCommitActionType()); |
| |
| activeTimeline.saveAsComplete(new HoodieInstant(true, getCommitActionType(), instantTime), |
| Option.of(metadata.toJsonString().getBytes(StandardCharsets.UTF_8))); |
| LOG.info("Committed " + instantTime); |
| result.setCommitMetadata(Option.of(metadata)); |
| } catch (IOException e) { |
| throw new HoodieCommitException("Failed to complete commit " + config.getBasePath() + " at time " + instantTime, |
| e); |
| } |
| } |
| |
| protected Map<String, List<String>> getPartitionToReplacedFileIds(JavaRDD<WriteStatus> writeStatuses) { |
| return Collections.emptyMap(); |
| } |
| |
| /** |
| * Finalize Write operation. |
| * @param instantTime Instant Time |
| * @param stats Hoodie Write Stat |
| */ |
| protected void finalizeWrite(String instantTime, List<HoodieWriteStat> stats, HoodieWriteMetadata result) { |
| try { |
| Instant start = Instant.now(); |
| table.finalizeWrite(jsc, instantTime, stats); |
| result.setFinalizeDuration(Duration.between(start, Instant.now())); |
| } catch (HoodieIOException ioe) { |
| throw new HoodieCommitException("Failed to complete commit " + instantTime + " due to finalize errors.", ioe); |
| } |
| } |
| |
| /** |
| * By default, return the writer schema in Write Config for storing in commit. |
| */ |
| protected String getSchemaToStoreInCommit() { |
| return config.getSchema(); |
| } |
| |
| protected boolean isWorkloadProfileNeeded() { |
| return true; |
| } |
| |
| @SuppressWarnings("unchecked") |
| protected Iterator<List<WriteStatus>> handleUpsertPartition(String instantTime, Integer partition, Iterator recordItr, |
| Partitioner partitioner) { |
| UpsertPartitioner upsertPartitioner = (UpsertPartitioner) partitioner; |
| BucketInfo binfo = upsertPartitioner.getBucketInfo(partition); |
| BucketType btype = binfo.bucketType; |
| try { |
| if (btype.equals(BucketType.INSERT)) { |
| return handleInsert(binfo.fileIdPrefix, recordItr); |
| } else if (btype.equals(BucketType.UPDATE)) { |
| return handleUpdate(binfo.partitionPath, binfo.fileIdPrefix, recordItr); |
| } else { |
| throw new HoodieUpsertException("Unknown bucketType " + btype + " for partition :" + partition); |
| } |
| } catch (Throwable t) { |
| String msg = "Error upserting bucketType " + btype + " for partition :" + partition; |
| LOG.error(msg, t); |
| throw new HoodieUpsertException(msg, t); |
| } |
| } |
| |
| protected Iterator<List<WriteStatus>> handleInsertPartition(String instantTime, Integer partition, Iterator recordItr, |
| Partitioner partitioner) { |
| return handleUpsertPartition(instantTime, partition, recordItr, partitioner); |
| } |
| |
| /** |
| * Provides a partitioner to perform the upsert operation, based on the workload profile. |
| */ |
| protected abstract Partitioner getUpsertPartitioner(WorkloadProfile profile); |
| |
| /** |
| * Provides a partitioner to perform the insert operation, based on the workload profile. |
| */ |
| protected abstract Partitioner getInsertPartitioner(WorkloadProfile profile); |
| |
| protected abstract Iterator<List<WriteStatus>> handleInsert(String idPfx, |
| Iterator<HoodieRecord<T>> recordItr) throws Exception; |
| |
| protected abstract Iterator<List<WriteStatus>> handleUpdate(String partitionPath, String fileId, |
| Iterator<HoodieRecord<T>> recordItr) throws IOException; |
| } |