Examples with StageMetrics io.cdap.cdap.etl.api.StageMetrics used on opensource projects

Example 1 with StageMetrics

use of io.cdap.cdap.etl.api.StageMetrics in project cdap by caskdata.

the class BaseRDDCollection method publishAlerts.

@Override
public void publishAlerts(StageSpec stageSpec, StageStatisticsCollector collector) throws Exception {
    PluginFunctionContext pluginFunctionContext = new PluginFunctionContext(stageSpec, sec, collector);
    AlertPublisher alertPublisher = pluginFunctionContext.createPlugin();
    PipelineRuntime pipelineRuntime = new SparkPipelineRuntime(sec);
    AlertPublisherContext alertPublisherContext = new DefaultAlertPublisherContext(pipelineRuntime, stageSpec, sec.getMessagingContext(), sec.getAdmin());
    alertPublisher.initialize(alertPublisherContext);
    StageMetrics stageMetrics = new DefaultStageMetrics(sec.getMetrics(), stageSpec.getName());
    TrackedIterator<Alert> trackedAlerts = new TrackedIterator<>(((JavaRDD<Alert>) rdd).collect().iterator(), stageMetrics, Constants.Metrics.RECORDS_IN);
    alertPublisher.publish(trackedAlerts);
    alertPublisher.destroy();
}

Example 2 with StageMetrics

use of io.cdap.cdap.etl.api.StageMetrics in project cdap by caskdata.

the class TransformExecutorFactory method getTransformation.

@SuppressWarnings("unchecked")
protected <IN, OUT> TrackedTransform<IN, OUT> getTransformation(StageSpec stageSpec) throws Exception {
    String stageName = stageSpec.getName();
    String pluginType = stageSpec.getPluginType();
    StageMetrics stageMetrics = new DefaultStageMetrics(metrics, stageName);
    StageStatisticsCollector collector = collectStageStatistics ? getStatisticsCollector(stageName) : NoopStageStatisticsCollector.INSTANCE;
    Transformation transformation = getInitializedTransformation(stageSpec);
    // we emit metrics for records into alert publishers when the actual alerts are published,
    // not when we write the alerts to the temporary dataset
    String recordsInMetric = AlertPublisher.PLUGIN_TYPE.equals(pluginType) ? null : Constants.Metrics.RECORDS_IN;
    return new TrackedTransform<>(transformation, stageMetrics, recordsInMetric, Constants.Metrics.RECORDS_OUT, getDataTracer(stageName), collector);
}

Example 3 with StageMetrics

use of io.cdap.cdap.etl.api.StageMetrics in project cdap by caskdata.

the class SmartWorkflow method destroy.

@Override
public void destroy() {
    WorkflowContext workflowContext = getContext();
    PipelineRuntime pipelineRuntime = new PipelineRuntime(workflowContext, workflowMetrics);
    // Execute the post actions only if pipeline is not running in preview mode.
    if (!workflowContext.getDataTracer(PostAction.PLUGIN_TYPE).isEnabled()) {
        for (Map.Entry<String, PostAction> endingActionEntry : postActions.entrySet()) {
            String name = endingActionEntry.getKey();
            PostAction action = endingActionEntry.getValue();
            StageSpec stageSpec = stageSpecs.get(name);
            BatchActionContext context = new WorkflowBackedActionContext(workflowContext, pipelineRuntime, stageSpec);
            try {
                action.run(context);
            } catch (Throwable t) {
                LOG.error("Error while running post action {}.", name, t);
            }
        }
    }
    Map<String, String> connectorDatasets = GSON.fromJson(workflowContext.getWorkflowSpecification().getProperty(Constants.CONNECTOR_DATASETS), STAGE_DATASET_MAP);
    // publish all alerts
    for (Map.Entry<String, AlertPublisher> alertPublisherEntry : alertPublishers.entrySet()) {
        String stageName = alertPublisherEntry.getKey();
        AlertPublisher alertPublisher = alertPublisherEntry.getValue();
        FileSet alertConnector = workflowContext.getDataset(connectorDatasets.get(stageName));
        try (CloseableIterator<Alert> alerts = new AlertReader(alertConnector)) {
            if (!alerts.hasNext()) {
                continue;
            }
            StageMetrics stageMetrics = new DefaultStageMetrics(workflowMetrics, stageName);
            StageSpec stageSpec = stageSpecs.get(stageName);
            AlertPublisherContext alertContext = new DefaultAlertPublisherContext(pipelineRuntime, stageSpec, workflowContext, workflowContext.getAdmin());
            alertPublisher.initialize(alertContext);
            TrackedIterator<Alert> trackedIterator = new TrackedIterator<>(alerts, stageMetrics, Constants.Metrics.RECORDS_IN);
            alertPublisher.publish(trackedIterator);
        } catch (Exception e) {
            LOG.warn("Stage {} had errors publishing alerts. Alerts may not have been published.", stageName, e);
        } finally {
            try {
                alertPublisher.destroy();
            } catch (Exception e) {
                LOG.warn("Error destroying alert publisher for stage {}", stageName, e);
            }
        }
    }
    ProgramStatus status = getContext().getState().getStatus();
    if (status == ProgramStatus.FAILED) {
        WRAPPERLOGGER.error("Pipeline '{}' failed.", getContext().getApplicationSpecification().getName());
    } else {
        WRAPPERLOGGER.info("Pipeline '{}' {}.", getContext().getApplicationSpecification().getName(), status == ProgramStatus.COMPLETED ? "succeeded" : status.name().toLowerCase());
    }
    MacroEvaluator macroEvaluator = new DefaultMacroEvaluator(pipelineRuntime.getArguments(), workflowContext.getLogicalStartTime(), workflowContext, workflowContext, workflowContext.getNamespace());
    // Get resolved plugin properties
    Map<String, Map<String, String>> resolvedProperties = new HashMap<>();
    for (StageSpec spec : stageSpecs.values()) {
        String stageName = spec.getName();
        resolvedProperties.put(stageName, workflowContext.getPluginProperties(stageName, macroEvaluator).getProperties());
    }
    // Add resolved plugin properties to workflow token as a JSON String
    workflowContext.getToken().put(RESOLVED_PLUGIN_PROPERTIES_MAP, GSON.toJson(resolvedProperties));
    // record only if the Workflow is successful
    if (status != ProgramStatus.COMPLETED) {
        return;
    }
    // Collect field operations from each phase
    WorkflowToken token = workflowContext.getToken();
    List<NodeValue> allNodeValues = token.getAll(Constants.FIELD_OPERATION_KEY_IN_WORKFLOW_TOKEN);
    if (allNodeValues.isEmpty()) {
        // no field lineage recorded by any stage
        return;
    }
    Map<String, List<FieldOperation>> allStageOperations = new HashMap<>();
    for (StageSpec stageSpec : stageSpecs.values()) {
        allStageOperations.put(stageSpec.getName(), new ArrayList<>());
    }
    for (NodeValue nodeValue : allNodeValues) {
        Map<String, List<FieldOperation>> stageOperations = GSON.fromJson(nodeValue.getValue().toString(), STAGE_OPERATIONS_MAP);
        for (Map.Entry<String, List<FieldOperation>> entry : stageOperations.entrySet()) {
            // ignore them
            if (allStageOperations.containsKey(entry.getKey())) {
                allStageOperations.get(entry.getKey()).addAll(entry.getValue());
            }
        }
    }
    FieldLineageProcessor processor = new FieldLineageProcessor(spec);
    Set<Operation> processedOperations = processor.validateAndConvert(allStageOperations);
    if (!processedOperations.isEmpty()) {
        workflowContext.record(processedOperations);
    }
}

Example 4 with StageMetrics

use of io.cdap.cdap.etl.api.StageMetrics in project cdap by caskdata.

the class MapReduceTransformExecutorFactory method getTransformation.

@SuppressWarnings("unchecked")
@Override
protected <IN, OUT> TrackedTransform<IN, OUT> getTransformation(StageSpec stageSpec) throws Exception {
    String stageName = stageSpec.getName();
    String pluginType = stageSpec.getPluginType();
    StageMetrics stageMetrics = new DefaultStageMetrics(metrics, stageName);
    TaskAttemptContext taskAttemptContext = (TaskAttemptContext) taskContext.getHadoopContext();
    StageStatisticsCollector collector = collectStageStatistics ? new MapReduceStageStatisticsCollector(stageName, taskAttemptContext) : new NoopStageStatisticsCollector();
    if (BatchAggregator.PLUGIN_TYPE.equals(pluginType)) {
        Object plugin = pluginInstantiator.newPluginInstance(stageName, macroEvaluator);
        BatchAggregator<?, ?, ?> batchAggregator;
        if (plugin instanceof BatchReducibleAggregator) {
            BatchReducibleAggregator<?, ?, ?, ?> reducibleAggregator = (BatchReducibleAggregator<?, ?, ?, ?>) plugin;
            batchAggregator = new AggregatorBridge<>(reducibleAggregator);
        } else {
            batchAggregator = (BatchAggregator<?, ?, ?>) plugin;
        }
        BatchRuntimeContext runtimeContext = createRuntimeContext(stageSpec);
        batchAggregator.initialize(runtimeContext);
        if (isMapPhase) {
            return getTrackedEmitKeyStep(new MapperAggregatorTransformation(batchAggregator, mapOutputKeyClassName, mapOutputValClassName), stageMetrics, getDataTracer(stageName), collector);
        } else {
            return getTrackedAggregateStep(new ReducerAggregatorTransformation(batchAggregator, mapOutputKeyClassName, mapOutputValClassName), stageMetrics, getDataTracer(stageName), collector);
        }
    } else if (BatchJoiner.PLUGIN_TYPE.equals(pluginType)) {
        Object plugin = pluginInstantiator.newPluginInstance(stageName, macroEvaluator);
        BatchJoiner<?, ?, ?> batchJoiner;
        Set<String> filterNullKeyStages = new HashSet<>();
        if (plugin instanceof BatchAutoJoiner) {
            BatchAutoJoiner autoJoiner = (BatchAutoJoiner) plugin;
            FailureCollector failureCollector = new LoggingFailureCollector(stageName, stageSpec.getInputSchemas());
            DefaultAutoJoinerContext context = DefaultAutoJoinerContext.from(stageSpec.getInputSchemas(), failureCollector);
            // definition will be non-null due to validate by PipelinePhasePreparer at the start of the run
            JoinDefinition joinDefinition = autoJoiner.define(context);
            JoinCondition condition = joinDefinition.getCondition();
            // should never happen as it's checked at deployment time, but add this to be safe.
            if (condition.getOp() != JoinCondition.Op.KEY_EQUALITY) {
                failureCollector.addFailure(String.format("Join stage '%s' uses a %s condition, which is not supported with the MapReduce engine.", stageName, condition.getOp()), "Switch to a different execution engine.");
            }
            failureCollector.getOrThrowException();
            batchJoiner = new JoinerBridge(stageName, autoJoiner, joinDefinition);
            // this is the same as filtering out records that have a null key if they are from an optional stage
            if (condition.getOp() == JoinCondition.Op.KEY_EQUALITY && !((JoinCondition.OnKeys) condition).isNullSafe()) {
                filterNullKeyStages = joinDefinition.getStages().stream().filter(s -> !s.isRequired()).map(JoinStage::getStageName).collect(Collectors.toSet());
            }
        } else {
            batchJoiner = (BatchJoiner<?, ?, ?>) plugin;
        }
        BatchJoinerRuntimeContext runtimeContext = createRuntimeContext(stageSpec);
        batchJoiner.initialize(runtimeContext);
        if (isMapPhase) {
            return getTrackedEmitKeyStep(new MapperJoinerTransformation(batchJoiner, mapOutputKeyClassName, mapOutputValClassName, filterNullKeyStages), stageMetrics, getDataTracer(stageName), collector);
        } else {
            return getTrackedMergeStep(new ReducerJoinerTransformation(batchJoiner, mapOutputKeyClassName, mapOutputValClassName, runtimeContext.getInputSchemas().size()), stageMetrics, getDataTracer(stageName), collector);
        }
    }
    return super.getTransformation(stageSpec);
}

Example 5 with StageMetrics

use of io.cdap.cdap.etl.api.StageMetrics in project cdap by caskdata.

the class PipelinePluginContext method wrapPlugin.

private Object wrapPlugin(String pluginId, Object plugin) {
    Caller caller = getCaller(pluginId);
    StageMetrics stageMetrics = new DefaultStageMetrics(metrics, pluginId);
    OperationTimer operationTimer = processTimingEnabled ? new MetricsOperationTimer(stageMetrics) : NoOpOperationTimer.INSTANCE;
    if (plugin instanceof Action) {
        return new WrappedAction((Action) plugin, caller);
    } else if (plugin instanceof BatchSource) {
        return new WrappedBatchSource<>((BatchSource) plugin, caller, operationTimer);
    } else if (plugin instanceof BatchSink) {
        return new WrappedBatchSink<>((BatchSink) plugin, caller, operationTimer);
    } else if (plugin instanceof ErrorTransform) {
        return new WrappedErrorTransform<>((ErrorTransform) plugin, caller, operationTimer);
    } else if (plugin instanceof Transform) {
        return new WrappedTransform<>((Transform) plugin, caller, operationTimer);
    } else if (plugin instanceof BatchReducibleAggregator) {
        return new WrappedReduceAggregator<>((BatchReducibleAggregator) plugin, caller, operationTimer);
    } else if (plugin instanceof BatchAggregator) {
        return new WrappedBatchAggregator<>((BatchAggregator) plugin, caller, operationTimer);
    } else if (plugin instanceof BatchJoiner) {
        return new WrappedBatchJoiner<>((BatchJoiner) plugin, caller, operationTimer);
    } else if (plugin instanceof PostAction) {
        return new WrappedPostAction((PostAction) plugin, caller);
    } else if (plugin instanceof SplitterTransform) {
        return new WrappedSplitterTransform<>((SplitterTransform) plugin, caller, operationTimer);
    }
    return wrapUnknownPlugin(pluginId, plugin, caller);
}