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Example 1 with WorkUnit

use of org.apache.gobblin.source.workunit.WorkUnit in project incubator-gobblin by apache.

the class GobblinHelixTaskTest method testPrepareTask.

@Test
public void testPrepareTask() throws IOException {
    // Serialize the JobState that will be read later in GobblinHelixTask
    Path jobStateFilePath = new Path(appWorkDir, TestHelper.TEST_JOB_ID + "." + AbstractJobLauncher.JOB_STATE_FILE_NAME);
    JobState jobState = new JobState();
    jobState.setJobName(TestHelper.TEST_JOB_NAME);
    jobState.setJobId(TestHelper.TEST_JOB_ID);
    SerializationUtils.serializeState(this.localFs, jobStateFilePath, jobState);
    // Prepare the WorkUnit
    WorkUnit workUnit = WorkUnit.createEmpty();
    prepareWorkUnit(workUnit);
    // Prepare the source Json file
    File sourceJsonFile = new File(this.appWorkDir.toString(), TestHelper.TEST_JOB_NAME + ".json");
    TestHelper.createSourceJsonFile(sourceJsonFile);
    workUnit.setProp(SimpleJsonSource.SOURCE_FILE_KEY, sourceJsonFile.getAbsolutePath());
    // Serialize the WorkUnit into a file
    // expected path is appWorkDir/_workunits/job_id/job_id.wu
    Path workUnitDirPath = new Path(this.appWorkDir, GobblinClusterConfigurationKeys.INPUT_WORK_UNIT_DIR_NAME);
    FsStateStore<WorkUnit> wuStateStore = new FsStateStore<>(this.localFs, workUnitDirPath.toString(), WorkUnit.class);
    Path workUnitFilePath = new Path(new Path(workUnitDirPath, TestHelper.TEST_JOB_ID), TestHelper.TEST_JOB_NAME + ".wu");
    wuStateStore.put(TestHelper.TEST_JOB_ID, TestHelper.TEST_JOB_NAME + ".wu", workUnit);
    Assert.assertTrue(this.localFs.exists(workUnitFilePath));
    // Prepare the GobblinHelixTask
    Map<String, String> taskConfigMap = Maps.newHashMap();
    taskConfigMap.put(GobblinClusterConfigurationKeys.WORK_UNIT_FILE_PATH, workUnitFilePath.toString());
    taskConfigMap.put(ConfigurationKeys.JOB_NAME_KEY, TestHelper.TEST_JOB_NAME);
    taskConfigMap.put(ConfigurationKeys.JOB_ID_KEY, TestHelper.TEST_JOB_ID);
    taskConfigMap.put(ConfigurationKeys.TASK_KEY_KEY, Long.toString(Id.parse(TestHelper.TEST_JOB_ID).getSequence()));
    TaskConfig taskConfig = new TaskConfig("", taskConfigMap, true);
    TaskCallbackContext taskCallbackContext = Mockito.mock(TaskCallbackContext.class);
    Mockito.when(taskCallbackContext.getTaskConfig()).thenReturn(taskConfig);
    Mockito.when(taskCallbackContext.getManager()).thenReturn(this.helixManager);
    GobblinHelixTaskFactory gobblinHelixTaskFactory = new GobblinHelixTaskFactory(Optional.<ContainerMetrics>absent(), this.taskExecutor, this.taskStateTracker, this.localFs, this.appWorkDir, ConfigFactory.empty(), this.helixManager);
    this.gobblinHelixTask = (GobblinHelixTask) gobblinHelixTaskFactory.createNewTask(taskCallbackContext);
}
Also used : Path(org.apache.hadoop.fs.Path) JobState(org.apache.gobblin.runtime.JobState) FsStateStore(org.apache.gobblin.metastore.FsStateStore) TaskConfig(org.apache.helix.task.TaskConfig) WorkUnit(org.apache.gobblin.source.workunit.WorkUnit) File(java.io.File) TaskCallbackContext(org.apache.helix.task.TaskCallbackContext) Test(org.testng.annotations.Test)

Example 2 with WorkUnit

use of org.apache.gobblin.source.workunit.WorkUnit in project incubator-gobblin by apache.

the class SingleTask method getWorkUnits.

private List<WorkUnit> getWorkUnits() throws IOException {
    String fileName = _workUnitFilePath.getName();
    String storeName = _workUnitFilePath.getParent().getName();
    WorkUnit workUnit;
    if (_workUnitFilePath.getName().endsWith(AbstractJobLauncher.MULTI_WORK_UNIT_FILE_EXTENSION)) {
        workUnit = _stateStores.getMwuStateStore().getAll(storeName, fileName).get(0);
    } else {
        workUnit = _stateStores.getWuStateStore().getAll(storeName, fileName).get(0);
    }
    // The list of individual WorkUnits (flattened) to run
    List<WorkUnit> workUnits = Lists.newArrayList();
    if (workUnit instanceof MultiWorkUnit) {
        // Flatten the MultiWorkUnit so the job configuration properties can be added to each individual WorkUnits
        List<WorkUnit> flattenedWorkUnits = JobLauncherUtils.flattenWorkUnits(((MultiWorkUnit) workUnit).getWorkUnits());
        workUnits.addAll(flattenedWorkUnits);
    } else {
        workUnits.add(workUnit);
    }
    return workUnits;
}
Also used : MultiWorkUnit(org.apache.gobblin.source.workunit.MultiWorkUnit) MultiWorkUnit(org.apache.gobblin.source.workunit.MultiWorkUnit) WorkUnit(org.apache.gobblin.source.workunit.WorkUnit)

Example 3 with WorkUnit

use of org.apache.gobblin.source.workunit.WorkUnit in project incubator-gobblin by apache.

the class SequentialTestSource method initialWorkUnits.

private List<WorkUnit> initialWorkUnits() {
    List<WorkUnit> workUnits = Lists.newArrayList();
    for (int i = 0; i < num_parallelism; i++) {
        WorkUnit workUnit = WorkUnit.create(newExtract(Extract.TableType.APPEND_ONLY, namespace, table));
        LongWatermark lowWatermark = new LongWatermark(i * numRecordsPerExtract + 1);
        LongWatermark expectedHighWatermark = new LongWatermark((i + 1) * numRecordsPerExtract);
        workUnit.setWatermarkInterval(new WatermarkInterval(lowWatermark, expectedHighWatermark));
        workUnit.setProp(WORK_UNIT_INDEX, i);
        workUnits.add(workUnit);
    }
    return workUnits;
}
Also used : WatermarkInterval(org.apache.gobblin.source.extractor.WatermarkInterval) WorkUnit(org.apache.gobblin.source.workunit.WorkUnit) LongWatermark(org.apache.gobblin.source.extractor.extract.LongWatermark)

Example 4 with WorkUnit

use of org.apache.gobblin.source.workunit.WorkUnit in project incubator-gobblin by apache.

the class QueryBasedSource method generateWorkUnits.

protected List<WorkUnit> generateWorkUnits(SourceEntity sourceEntity, SourceState state, long previousWatermark) {
    List<WorkUnit> workUnits = Lists.newArrayList();
    String nameSpaceName = state.getProp(ConfigurationKeys.EXTRACT_NAMESPACE_NAME_KEY);
    TableType tableType = TableType.valueOf(state.getProp(ConfigurationKeys.EXTRACT_TABLE_TYPE_KEY).toUpperCase());
    List<Partition> partitions = new Partitioner(state).getPartitionList(previousWatermark);
    Collections.sort(partitions, Partitioner.ascendingComparator);
    // {@link ConfigurationKeys.EXTRACT_TABLE_NAME_KEY} specify the output path for Extract
    String outputTableName = sourceEntity.getDestTableName();
    log.info("Create extract output with table name is " + outputTableName);
    Extract extract = createExtract(tableType, nameSpaceName, outputTableName);
    // Setting current time for the full extract
    if (Boolean.valueOf(state.getProp(ConfigurationKeys.EXTRACT_IS_FULL_KEY))) {
        extract.setFullTrue(System.currentTimeMillis());
    }
    for (Partition partition : partitions) {
        WorkUnit workunit = WorkUnit.create(extract);
        workunit.setProp(ConfigurationKeys.SOURCE_ENTITY, sourceEntity.getSourceEntityName());
        workunit.setProp(ConfigurationKeys.EXTRACT_TABLE_NAME_KEY, sourceEntity.getDestTableName());
        workunit.setProp(WORK_UNIT_STATE_VERSION_KEY, CURRENT_WORK_UNIT_STATE_VERSION);
        addLineageSourceInfo(state, sourceEntity, workunit);
        partition.serialize(workunit);
        workUnits.add(workunit);
    }
    return workUnits;
}
Also used : Partition(org.apache.gobblin.source.extractor.partition.Partition) TableType(org.apache.gobblin.source.workunit.Extract.TableType) Extract(org.apache.gobblin.source.workunit.Extract) MultiWorkUnit(org.apache.gobblin.source.workunit.MultiWorkUnit) WorkUnit(org.apache.gobblin.source.workunit.WorkUnit) Partitioner(org.apache.gobblin.source.extractor.partition.Partitioner)

Example 5 with WorkUnit

use of org.apache.gobblin.source.workunit.WorkUnit in project incubator-gobblin by apache.

the class FileBasedSource method getWorkunits.

/**
 * This method takes the snapshot seen in the previous run, and compares it to the list
 * of files currently in the source - it then decided which files it needs to pull
 * and distributes those files across the workunits; it does this comparison by comparing
 * the names of the files currently in the source vs. the names retrieved from the
 * previous state
 * @param state is the source state
 * @return a list of workunits for the framework to run
 */
@Override
public List<WorkUnit> getWorkunits(SourceState state) {
    initLogger(state);
    try {
        initFileSystemHelper(state);
    } catch (FileBasedHelperException e) {
        Throwables.propagate(e);
    }
    log.info("Getting work units");
    String nameSpaceName = state.getProp(ConfigurationKeys.EXTRACT_NAMESPACE_NAME_KEY);
    String entityName = state.getProp(ConfigurationKeys.SOURCE_ENTITY);
    // Override extract table name
    String extractTableName = state.getProp(ConfigurationKeys.EXTRACT_TABLE_NAME_KEY);
    // If extract table name is not found then consider entity name as extract table name
    if (Strings.isNullOrEmpty(extractTableName)) {
        extractTableName = entityName;
    }
    TableType tableType = TableType.valueOf(state.getProp(ConfigurationKeys.EXTRACT_TABLE_TYPE_KEY).toUpperCase());
    List<WorkUnitState> previousWorkunits = Lists.newArrayList(state.getPreviousWorkUnitStates());
    Set<String> prevFsSnapshot = Sets.newHashSet();
    // Get list of files seen in the previous run
    if (!previousWorkunits.isEmpty()) {
        if (previousWorkunits.get(0).getWorkunit().contains(ConfigurationKeys.SOURCE_FILEBASED_FS_SNAPSHOT)) {
            prevFsSnapshot.addAll(previousWorkunits.get(0).getWorkunit().getPropAsSet(ConfigurationKeys.SOURCE_FILEBASED_FS_SNAPSHOT));
        } else if (state.getPropAsBoolean(ConfigurationKeys.SOURCE_FILEBASED_FS_PRIOR_SNAPSHOT_REQUIRED, ConfigurationKeys.DEFAULT_SOURCE_FILEBASED_FS_PRIOR_SNAPSHOT_REQUIRED)) {
            // don't accidentally read files that have already been processed.
            throw new RuntimeException(String.format("No '%s' found on state of prior job", ConfigurationKeys.SOURCE_FILEBASED_FS_SNAPSHOT));
        }
    }
    List<WorkUnit> workUnits = Lists.newArrayList();
    List<WorkUnit> previousWorkUnitsForRetry = this.getPreviousWorkUnitsForRetry(state);
    log.info("Total number of work units from the previous failed runs: " + previousWorkUnitsForRetry.size());
    for (WorkUnit previousWorkUnitForRetry : previousWorkUnitsForRetry) {
        prevFsSnapshot.addAll(previousWorkUnitForRetry.getPropAsSet(ConfigurationKeys.SOURCE_FILEBASED_FILES_TO_PULL));
        workUnits.add(previousWorkUnitForRetry);
    }
    // Get list of files that need to be pulled
    List<String> currentFsSnapshot = this.getcurrentFsSnapshot(state);
    // The snapshot we want to save. This might not be the full snapshot if we don't pull all files.
    List<String> effectiveSnapshot = Lists.newArrayList();
    List<String> filesToPull = Lists.newArrayList();
    int maxFilesToPull = state.getPropAsInt(ConfigurationKeys.SOURCE_FILEBASED_MAX_FILES_PER_RUN, Integer.MAX_VALUE);
    int filesSelectedForPull = 0;
    if (currentFsSnapshot.size() > maxFilesToPull) {
        // if we're going to not pull all files, sort them lexicographically so there is some order in which they are ingested
        // note currentFsSnapshot.size > maxFilesToPull does not imply we will ignore some of them, as we still have to diff
        // against the previous snapshot. Just a quick check if it even makes sense to sort the files.
        Collections.sort(currentFsSnapshot);
    }
    for (String file : currentFsSnapshot) {
        if (prevFsSnapshot.contains(file)) {
            effectiveSnapshot.add(file);
        } else if ((filesSelectedForPull++) < maxFilesToPull) {
            filesToPull.add(file.split(this.splitPattern)[0]);
            effectiveSnapshot.add(file);
        } else {
        // file is not pulled this run
        }
    }
    // Otherwise a corrupt file could cause re-processing of already processed files
    for (WorkUnit workUnit : previousWorkUnitsForRetry) {
        workUnit.setProp(ConfigurationKeys.SOURCE_FILEBASED_FS_SNAPSHOT, StringUtils.join(effectiveSnapshot, ","));
    }
    if (!filesToPull.isEmpty()) {
        logFilesToPull(filesToPull);
        int numPartitions = state.contains(ConfigurationKeys.SOURCE_MAX_NUMBER_OF_PARTITIONS) && state.getPropAsInt(ConfigurationKeys.SOURCE_MAX_NUMBER_OF_PARTITIONS) <= filesToPull.size() ? state.getPropAsInt(ConfigurationKeys.SOURCE_MAX_NUMBER_OF_PARTITIONS) : filesToPull.size();
        if (numPartitions <= 0) {
            throw new IllegalArgumentException("The number of partitions should be positive");
        }
        int filesPerPartition = filesToPull.size() % numPartitions == 0 ? filesToPull.size() / numPartitions : filesToPull.size() / numPartitions + 1;
        // Distribute the files across the workunits
        for (int fileOffset = 0; fileOffset < filesToPull.size(); fileOffset += filesPerPartition) {
            // Use extract table name to create extract
            Extract extract = new Extract(tableType, nameSpaceName, extractTableName);
            WorkUnit workUnit = WorkUnit.create(extract);
            // Eventually these setters should be integrated with framework support for generalized watermark handling
            workUnit.setProp(ConfigurationKeys.SOURCE_FILEBASED_FS_SNAPSHOT, StringUtils.join(effectiveSnapshot, ","));
            List<String> partitionFilesToPull = filesToPull.subList(fileOffset, fileOffset + filesPerPartition > filesToPull.size() ? filesToPull.size() : fileOffset + filesPerPartition);
            workUnit.setProp(ConfigurationKeys.SOURCE_FILEBASED_FILES_TO_PULL, StringUtils.join(partitionFilesToPull, ","));
            if (state.getPropAsBoolean(ConfigurationKeys.SOURCE_FILEBASED_PRESERVE_FILE_NAME, false)) {
                if (partitionFilesToPull.size() != 1) {
                    throw new RuntimeException("Cannot preserve the file name if a workunit is given multiple files");
                }
                workUnit.setProp(ConfigurationKeys.DATA_PUBLISHER_FINAL_DIR, workUnit.getProp(ConfigurationKeys.SOURCE_FILEBASED_FILES_TO_PULL));
            }
            workUnits.add(workUnit);
        }
        log.info("Total number of work units for the current run: " + (workUnits.size() - previousWorkUnitsForRetry.size()));
    }
    return workUnits;
}
Also used : TableType(org.apache.gobblin.source.workunit.Extract.TableType) WorkUnitState(org.apache.gobblin.configuration.WorkUnitState) Extract(org.apache.gobblin.source.workunit.Extract) WorkUnit(org.apache.gobblin.source.workunit.WorkUnit)

Aggregations

WorkUnit (org.apache.gobblin.source.workunit.WorkUnit)133 Test (org.testng.annotations.Test)59 SourceState (org.apache.gobblin.configuration.SourceState)40 WorkUnitState (org.apache.gobblin.configuration.WorkUnitState)40 MultiWorkUnit (org.apache.gobblin.source.workunit.MultiWorkUnit)35 Extract (org.apache.gobblin.source.workunit.Extract)24 Path (org.apache.hadoop.fs.Path)19 State (org.apache.gobblin.configuration.State)13 IOException (java.io.IOException)11 ArrayList (java.util.ArrayList)10 Closer (com.google.common.io.Closer)9 Properties (java.util.Properties)9 WatermarkInterval (org.apache.gobblin.source.extractor.WatermarkInterval)8 List (java.util.List)7 Table (org.apache.hadoop.hive.ql.metadata.Table)7 ImmutableMap (com.google.common.collect.ImmutableMap)6 Config (com.typesafe.config.Config)6 File (java.io.File)6 IterableDatasetFinder (org.apache.gobblin.dataset.IterableDatasetFinder)6 WorkUnitStream (org.apache.gobblin.source.workunit.WorkUnitStream)6