Examples with MetaStreamEvent io.siddhi.core.event.stream.MetaStreamEvent used on opensource projects

Example 11 with MetaStreamEvent

use of io.siddhi.core.event.stream.MetaStreamEvent in project siddhi by wso2.

the class SingleInputStreamParser method generateProcessor.

public static Processor generateProcessor(StreamHandler streamHandler, MetaComplexEvent metaEvent, List<VariableExpressionExecutor> variableExpressionExecutors, Map<String, Table> tableMap, boolean supportsBatchProcessing, boolean outputExpectsExpiredEvents, boolean findToBeExecuted, SiddhiQueryContext siddhiQueryContext) {
    Expression[] parameters = streamHandler.getParameters();
    MetaStreamEvent metaStreamEvent;
    int stateIndex = SiddhiConstants.UNKNOWN_STATE;
    if (metaEvent instanceof MetaStateEvent) {
        stateIndex = ((MetaStateEvent) metaEvent).getStreamEventCount() - 1;
        metaStreamEvent = ((MetaStateEvent) metaEvent).getMetaStreamEvent(stateIndex);
    } else {
        metaStreamEvent = (MetaStreamEvent) metaEvent;
    }
    if (streamHandler instanceof Window) {
        metaStreamEvent.initializeOnAfterWindowData();
    }
    ExpressionExecutor[] attributeExpressionExecutors;
    if (parameters != null) {
        if (parameters.length > 0) {
            attributeExpressionExecutors = new ExpressionExecutor[parameters.length];
            for (int i = 0, parametersLength = parameters.length; i < parametersLength; i++) {
                attributeExpressionExecutors[i] = ExpressionParser.parseExpression(parameters[i], metaEvent, stateIndex, tableMap, variableExpressionExecutors, false, SiddhiConstants.CURRENT, ProcessingMode.BATCH, false, siddhiQueryContext);
            }
        } else {
            List<Attribute> attributeList = metaStreamEvent.getLastInputDefinition().getAttributeList();
            int parameterSize = attributeList.size();
            attributeExpressionExecutors = new ExpressionExecutor[parameterSize];
            for (int i = 0; i < parameterSize; i++) {
                attributeExpressionExecutors[i] = ExpressionParser.parseExpression(new Variable(attributeList.get(i).getName()), metaEvent, stateIndex, tableMap, variableExpressionExecutors, false, SiddhiConstants.CURRENT, ProcessingMode.BATCH, false, siddhiQueryContext);
            }
        }
    } else {
        attributeExpressionExecutors = new ExpressionExecutor[0];
    }
    ConfigReader configReader;
    if (streamHandler instanceof Filter) {
        return new FilterProcessor(attributeExpressionExecutors[0]);
    } else if (streamHandler instanceof Window) {
        WindowProcessor windowProcessor = (WindowProcessor) SiddhiClassLoader.loadExtensionImplementation((Extension) streamHandler, WindowProcessorExtensionHolder.getInstance(siddhiQueryContext.getSiddhiAppContext()));
        configReader = siddhiQueryContext.getSiddhiContext().getConfigManager().generateConfigReader(((Window) streamHandler).getNamespace(), ((Window) streamHandler).getName());
        windowProcessor.initProcessor(metaStreamEvent, attributeExpressionExecutors, configReader, outputExpectsExpiredEvents, findToBeExecuted, false, streamHandler, siddhiQueryContext);
        return windowProcessor;
    } else if (streamHandler instanceof StreamFunction) {
        AbstractStreamProcessor abstractStreamProcessor;
        configReader = siddhiQueryContext.getSiddhiContext().getConfigManager().generateConfigReader(((StreamFunction) streamHandler).getNamespace(), ((StreamFunction) streamHandler).getName());
        if (supportsBatchProcessing) {
            try {
                abstractStreamProcessor = (StreamProcessor) SiddhiClassLoader.loadExtensionImplementation((Extension) streamHandler, StreamProcessorExtensionHolder.getInstance(siddhiQueryContext.getSiddhiAppContext()));
                abstractStreamProcessor.initProcessor(metaStreamEvent, attributeExpressionExecutors, configReader, outputExpectsExpiredEvents, false, false, streamHandler, siddhiQueryContext);
                return abstractStreamProcessor;
            } catch (SiddhiAppCreationException e) {
                if (!e.isClassLoadingIssue()) {
                    ExceptionUtil.populateQueryContext(e, streamHandler, siddhiQueryContext.getSiddhiAppContext(), siddhiQueryContext);
                    throw e;
                }
            }
        }
        abstractStreamProcessor = (StreamFunctionProcessor) SiddhiClassLoader.loadExtensionImplementation((Extension) streamHandler, StreamFunctionProcessorExtensionHolder.getInstance(siddhiQueryContext.getSiddhiAppContext()));
        abstractStreamProcessor.initProcessor(metaStreamEvent, attributeExpressionExecutors, configReader, outputExpectsExpiredEvents, false, false, streamHandler, siddhiQueryContext);
        return abstractStreamProcessor;
    } else {
        throw new SiddhiAppCreationException(streamHandler.getClass().getName() + " is not supported", streamHandler.getQueryContextStartIndex(), streamHandler.getQueryContextEndIndex());
    }
}

Example 12 with MetaStreamEvent

use of io.siddhi.core.event.stream.MetaStreamEvent in project siddhi by wso2.

the class ExpressionParser method constructEventExpressionExecutor.

private static ExpressionExecutor constructEventExpressionExecutor(Variable variable, int currentState, SiddhiQueryContext siddhiQueryContext, int[] eventPosition, MetaStateEvent metaStateEvent) {
    AbstractDefinition definition;
    MetaStreamEvent[] metaStreamEvents = metaStateEvent.getMetaStreamEvents();
    for (int i = 0, metaStreamEventsLength = metaStreamEvents.length; i < metaStreamEventsLength; i++) {
        MetaStreamEvent metaStreamEvent = metaStreamEvents[i];
        definition = metaStreamEvent.getLastInputDefinition();
        if (metaStreamEvent.getInputReferenceId() == null) {
            if (definition.getId().equals(variable.getAttributeName())) {
                eventPosition[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX] = i;
                FunctionExecutor functionExecutor = new EventVariableFunctionExecutor(eventPosition[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX], eventPosition[SiddhiConstants.STREAM_EVENT_INDEX_IN_CHAIN]);
                functionExecutor.initExecutor(new ExpressionExecutor[0], ProcessingMode.BATCH, null, false, siddhiQueryContext);
                return functionExecutor;
            }
        } else {
            if (metaStreamEvent.getInputReferenceId().equals(variable.getAttributeName())) {
                eventPosition[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX] = i;
                if (currentState > -1 && metaStreamEvents[currentState].getInputReferenceId() != null && variable.getStreamIndex() != null && variable.getStreamIndex() <= SiddhiConstants.LAST) {
                    if (variable.getAttributeName().equals(metaStreamEvents[currentState].getInputReferenceId())) {
                        eventPosition[SiddhiConstants.STREAM_EVENT_INDEX_IN_CHAIN] = variable.getStreamIndex();
                    }
                }
                FunctionExecutor functionExecutor = new EventVariableFunctionExecutor(eventPosition[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX], eventPosition[SiddhiConstants.STREAM_EVENT_INDEX_IN_CHAIN]);
                functionExecutor.initExecutor(new ExpressionExecutor[0], ProcessingMode.BATCH, null, false, siddhiQueryContext);
                return functionExecutor;
            }
        }
    }
    return null;
}

Example 13 with MetaStreamEvent

use of io.siddhi.core.event.stream.MetaStreamEvent in project siddhi by wso2.

the class JoinInputStreamParser method insertJoinProcessorsAndGetFindable.

private static FindableProcessor insertJoinProcessorsAndGetFindable(JoinProcessor preJoinProcessor, JoinProcessor postJoinProcessor, SingleStreamRuntime streamRuntime, boolean outputExpectsExpiredEvents, InputStream inputStream, SiddhiQueryContext siddhiQueryContext) {
    Processor lastProcessor = streamRuntime.getProcessorChain();
    Processor prevLastProcessor = null;
    boolean containFindable = false;
    if (lastProcessor != null) {
        containFindable = lastProcessor instanceof FindableProcessor;
        while (lastProcessor.getNextProcessor() != null) {
            prevLastProcessor = lastProcessor;
            lastProcessor = lastProcessor.getNextProcessor();
            if (!containFindable) {
                containFindable = lastProcessor instanceof FindableProcessor;
            }
        }
    }
    if (!containFindable) {
        try {
            WindowProcessor windowProcessor = new EmptyWindowProcessor();
            ExpressionExecutor[] expressionExecutors = new ExpressionExecutor[1];
            expressionExecutors[0] = new ConstantExpressionExecutor(0, Attribute.Type.INT);
            ConfigReader configReader = siddhiQueryContext.getSiddhiContext().getConfigManager().generateConfigReader("", "lengthBatch");
            windowProcessor.initProcessor(((MetaStreamEvent) streamRuntime.getMetaComplexEvent()), expressionExecutors, configReader, outputExpectsExpiredEvents, true, false, inputStream, siddhiQueryContext);
            if (lastProcessor != null) {
                prevLastProcessor = lastProcessor;
                prevLastProcessor.setNextProcessor(windowProcessor);
                lastProcessor = windowProcessor;
            } else {
                lastProcessor = windowProcessor;
            }
        } catch (Throwable t) {
            throw new SiddhiAppCreationException(t);
        }
    }
    if (lastProcessor instanceof FindableProcessor) {
        if (prevLastProcessor != null) {
            prevLastProcessor.setNextProcessor(preJoinProcessor);
        } else {
            streamRuntime.setProcessorChain(preJoinProcessor);
        }
        preJoinProcessor.setNextProcessor(lastProcessor);
        lastProcessor.setNextProcessor(postJoinProcessor);
        return (FindableProcessor) lastProcessor;
    } else {
        throw new OperationNotSupportedException("Stream " + ((MetaStreamEvent) streamRuntime.getMetaComplexEvent()).getLastInputDefinition().getId() + "'s last processor " + lastProcessor.getClass().getCanonicalName() + " is not an instance of " + FindableProcessor.class.getCanonicalName() + " hence join cannot be proceed");
    }
}

Example 14 with MetaStreamEvent

use of io.siddhi.core.event.stream.MetaStreamEvent in project siddhi by wso2.

the class JoinInputStreamParser method parseInputStream.

public static StreamRuntime parseInputStream(JoinInputStream joinInputStream, Query query, Map<String, AbstractDefinition> streamDefinitionMap, Map<String, AbstractDefinition> tableDefinitionMap, Map<String, AbstractDefinition> windowDefinitionMap, Map<String, AbstractDefinition> aggregationDefinitionMap, Map<String, Table> tableMap, Map<String, Window> windowMap, Map<String, AggregationRuntime> aggregationMap, List<VariableExpressionExecutor> executors, boolean outputExpectsExpiredEvents, SiddhiQueryContext siddhiQueryContext) {
    try {
        ProcessStreamReceiver leftProcessStreamReceiver;
        ProcessStreamReceiver rightProcessStreamReceiver;
        MetaStreamEvent leftMetaStreamEvent = new MetaStreamEvent();
        MetaStreamEvent rightMetaStreamEvent = new MetaStreamEvent();
        String leftInputStreamId = ((SingleInputStream) joinInputStream.getLeftInputStream()).getStreamId();
        String rightInputStreamId = ((SingleInputStream) joinInputStream.getRightInputStream()).getStreamId();
        boolean leftOuterJoinProcessor = false;
        boolean rightOuterJoinProcessor = false;
        if (joinInputStream.getAllStreamIds().size() == 2) {
            setEventType(streamDefinitionMap, tableDefinitionMap, windowDefinitionMap, aggregationDefinitionMap, leftMetaStreamEvent, leftInputStreamId);
            setEventType(streamDefinitionMap, tableDefinitionMap, windowDefinitionMap, aggregationDefinitionMap, rightMetaStreamEvent, rightInputStreamId);
            leftProcessStreamReceiver = new ProcessStreamReceiver(leftInputStreamId, siddhiQueryContext);
            rightProcessStreamReceiver = new ProcessStreamReceiver(rightInputStreamId, siddhiQueryContext);
            if ((leftMetaStreamEvent.getEventType() == TABLE || leftMetaStreamEvent.getEventType() == AGGREGATE) && (rightMetaStreamEvent.getEventType() == TABLE || rightMetaStreamEvent.getEventType() == AGGREGATE)) {
                throw new SiddhiAppCreationException("Both inputs of join " + leftInputStreamId + " and " + rightInputStreamId + " are from static sources");
            }
            if (leftMetaStreamEvent.getEventType() != AGGREGATE && rightMetaStreamEvent.getEventType() != AGGREGATE) {
                if (joinInputStream.getPer() != null) {
                    throw new SiddhiAppCreationException("When joining " + leftInputStreamId + " and " + rightInputStreamId + " 'per' cannot be used as neither of them is an aggregation ");
                } else if (joinInputStream.getWithin() != null) {
                    throw new SiddhiAppCreationException("When joining " + leftInputStreamId + " and " + rightInputStreamId + " 'within' cannot be used as neither of them is an aggregation ");
                }
            }
        } else {
            if (windowDefinitionMap.containsKey(joinInputStream.getAllStreamIds().get(0))) {
                leftMetaStreamEvent.setEventType(WINDOW);
                rightMetaStreamEvent.setEventType(WINDOW);
                rightProcessStreamReceiver = new MultiProcessStreamReceiver(joinInputStream.getAllStreamIds().get(0), 1, new Object(), siddhiQueryContext);
                leftProcessStreamReceiver = rightProcessStreamReceiver;
            } else if (streamDefinitionMap.containsKey(joinInputStream.getAllStreamIds().get(0))) {
                rightProcessStreamReceiver = new MultiProcessStreamReceiver(joinInputStream.getAllStreamIds().get(0), 2, new Object(), siddhiQueryContext);
                leftProcessStreamReceiver = rightProcessStreamReceiver;
            } else {
                throw new SiddhiAppCreationException("Input of join is from static source " + leftInputStreamId + " and " + rightInputStreamId);
            }
        }
        SingleStreamRuntime leftStreamRuntime = SingleInputStreamParser.parseInputStream((SingleInputStream) joinInputStream.getLeftInputStream(), executors, streamDefinitionMap, leftMetaStreamEvent.getEventType() != TABLE ? null : tableDefinitionMap, leftMetaStreamEvent.getEventType() != WINDOW ? null : windowDefinitionMap, leftMetaStreamEvent.getEventType() != AGGREGATE ? null : aggregationDefinitionMap, tableMap, leftMetaStreamEvent, leftProcessStreamReceiver, true, outputExpectsExpiredEvents, true, false, siddhiQueryContext);
        for (VariableExpressionExecutor variableExpressionExecutor : executors) {
            variableExpressionExecutor.getPosition()[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX] = 0;
        }
        int size = executors.size();
        SingleStreamRuntime rightStreamRuntime = SingleInputStreamParser.parseInputStream((SingleInputStream) joinInputStream.getRightInputStream(), executors, streamDefinitionMap, rightMetaStreamEvent.getEventType() != TABLE ? null : tableDefinitionMap, rightMetaStreamEvent.getEventType() != WINDOW ? null : windowDefinitionMap, rightMetaStreamEvent.getEventType() != AGGREGATE ? null : aggregationDefinitionMap, tableMap, rightMetaStreamEvent, rightProcessStreamReceiver, true, outputExpectsExpiredEvents, true, false, siddhiQueryContext);
        for (int i = size; i < executors.size(); i++) {
            VariableExpressionExecutor variableExpressionExecutor = executors.get(i);
            variableExpressionExecutor.getPosition()[SiddhiConstants.STREAM_EVENT_CHAIN_INDEX] = 1;
        }
        setStreamRuntimeProcessorChain(leftMetaStreamEvent, leftStreamRuntime, leftInputStreamId, tableMap, windowMap, aggregationMap, executors, outputExpectsExpiredEvents, joinInputStream.getWithin(), joinInputStream.getPer(), query.getSelector().getGroupByList(), siddhiQueryContext, joinInputStream.getLeftInputStream());
        setStreamRuntimeProcessorChain(rightMetaStreamEvent, rightStreamRuntime, rightInputStreamId, tableMap, windowMap, aggregationMap, executors, outputExpectsExpiredEvents, joinInputStream.getWithin(), joinInputStream.getPer(), query.getSelector().getGroupByList(), siddhiQueryContext, joinInputStream.getRightInputStream());
        MetaStateEvent metaStateEvent = new MetaStateEvent(2);
        metaStateEvent.addEvent(leftMetaStreamEvent);
        metaStateEvent.addEvent(rightMetaStreamEvent);
        switch(joinInputStream.getType()) {
            case FULL_OUTER_JOIN:
                leftOuterJoinProcessor = true;
                rightOuterJoinProcessor = true;
                break;
            case RIGHT_OUTER_JOIN:
                rightOuterJoinProcessor = true;
                break;
            case LEFT_OUTER_JOIN:
                leftOuterJoinProcessor = true;
                break;
        }
        JoinProcessor leftPreJoinProcessor = new JoinProcessor(true, true, leftOuterJoinProcessor, 0, siddhiQueryContext.getSiddhiAppContext().getName(), siddhiQueryContext.getName());
        JoinProcessor leftPostJoinProcessor = new JoinProcessor(true, false, leftOuterJoinProcessor, 0, siddhiQueryContext.getSiddhiAppContext().getName(), siddhiQueryContext.getName());
        FindableProcessor leftFindableProcessor = insertJoinProcessorsAndGetFindable(leftPreJoinProcessor, leftPostJoinProcessor, leftStreamRuntime, outputExpectsExpiredEvents, joinInputStream.getLeftInputStream(), siddhiQueryContext);
        JoinProcessor rightPreJoinProcessor = new JoinProcessor(false, true, rightOuterJoinProcessor, 1, siddhiQueryContext.getSiddhiAppContext().getName(), siddhiQueryContext.getName());
        JoinProcessor rightPostJoinProcessor = new JoinProcessor(false, false, rightOuterJoinProcessor, 1, siddhiQueryContext.getSiddhiAppContext().getName(), siddhiQueryContext.getName());
        FindableProcessor rightFindableProcessor = insertJoinProcessorsAndGetFindable(rightPreJoinProcessor, rightPostJoinProcessor, rightStreamRuntime, outputExpectsExpiredEvents, joinInputStream.getRightInputStream(), siddhiQueryContext);
        leftPreJoinProcessor.setFindableProcessor(rightFindableProcessor);
        leftPostJoinProcessor.setFindableProcessor(rightFindableProcessor);
        rightPreJoinProcessor.setFindableProcessor(leftFindableProcessor);
        rightPostJoinProcessor.setFindableProcessor(leftFindableProcessor);
        Expression compareCondition = joinInputStream.getOnCompare();
        if (compareCondition == null) {
            compareCondition = Expression.value(true);
        }
        QuerySelector querySelector = null;
        if (!(rightFindableProcessor instanceof TableWindowProcessor || rightFindableProcessor instanceof AggregateWindowProcessor) && (joinInputStream.getTrigger() != JoinInputStream.EventTrigger.LEFT)) {
            MatchingMetaInfoHolder leftMatchingMetaInfoHolder = MatcherParser.constructMatchingMetaStateHolder(metaStateEvent, 1, leftMetaStreamEvent.getLastInputDefinition(), SiddhiConstants.UNKNOWN_STATE);
            CompiledCondition rightCompiledCondition = leftFindableProcessor.compileCondition(compareCondition, leftMatchingMetaInfoHolder, executors, tableMap, siddhiQueryContext);
            List<Attribute> expectedOutputAttributes = new ArrayList<>();
            CompiledSelection rightCompiledSelection = null;
            if (leftFindableProcessor instanceof TableWindowProcessor && ((TableWindowProcessor) leftFindableProcessor).isOptimisableLookup()) {
                querySelector = SelectorParser.parse(query.getSelector(), query.getOutputStream(), metaStateEvent, tableMap, executors, SiddhiConstants.UNKNOWN_STATE, ProcessingMode.BATCH, outputExpectsExpiredEvents, siddhiQueryContext);
                expectedOutputAttributes = metaStateEvent.getOutputStreamDefinition().getAttributeList();
                try {
                    rightCompiledSelection = ((QueryableProcessor) leftFindableProcessor).compileSelection(query.getSelector(), expectedOutputAttributes, leftMatchingMetaInfoHolder, executors, tableMap, siddhiQueryContext);
                } catch (SiddhiAppCreationException | SiddhiAppValidationException | QueryableRecordTableException e) {
                    if (log.isDebugEnabled()) {
                        log.debug("Performing select clause in databases failed for query: '" + siddhiQueryContext.getName() + "' within Siddhi app '" + siddhiQueryContext.getSiddhiAppContext().getName() + "' hence reverting back to " + "querying only with where clause. Reason for failure: " + e.getMessage(), e);
                    }
                // Nothing to override
                }
            }
            populateJoinProcessors(rightMetaStreamEvent, rightInputStreamId, rightPreJoinProcessor, rightPostJoinProcessor, rightCompiledCondition, rightCompiledSelection, expectedOutputAttributes);
        }
        if (!(leftFindableProcessor instanceof TableWindowProcessor || leftFindableProcessor instanceof AggregateWindowProcessor) && (joinInputStream.getTrigger() != JoinInputStream.EventTrigger.RIGHT)) {
            MatchingMetaInfoHolder rightMatchingMetaInfoHolder = MatcherParser.constructMatchingMetaStateHolder(metaStateEvent, 0, rightMetaStreamEvent.getLastInputDefinition(), SiddhiConstants.UNKNOWN_STATE);
            CompiledCondition leftCompiledCondition = rightFindableProcessor.compileCondition(compareCondition, rightMatchingMetaInfoHolder, executors, tableMap, siddhiQueryContext);
            List<Attribute> expectedOutputAttributes = new ArrayList<>();
            CompiledSelection leftCompiledSelection = null;
            if (rightFindableProcessor instanceof TableWindowProcessor && ((TableWindowProcessor) rightFindableProcessor).isOptimisableLookup()) {
                querySelector = SelectorParser.parse(query.getSelector(), query.getOutputStream(), metaStateEvent, tableMap, executors, SiddhiConstants.UNKNOWN_STATE, ProcessingMode.BATCH, outputExpectsExpiredEvents, siddhiQueryContext);
                expectedOutputAttributes = metaStateEvent.getOutputStreamDefinition().getAttributeList();
                try {
                    leftCompiledSelection = ((QueryableProcessor) rightFindableProcessor).compileSelection(query.getSelector(), expectedOutputAttributes, rightMatchingMetaInfoHolder, executors, tableMap, siddhiQueryContext);
                } catch (SiddhiAppCreationException | SiddhiAppValidationException | QueryableRecordTableException e) {
                    if (log.isDebugEnabled()) {
                        log.debug("Performing select clause in databases failed for query: '" + siddhiQueryContext.getName() + "' within Siddhi app '" + siddhiQueryContext.getSiddhiAppContext().getName() + "' hence reverting back to " + "querying only with where clause. Reason for failure: " + e.getMessage(), e);
                    }
                // Nothing to override
                }
            }
            populateJoinProcessors(leftMetaStreamEvent, leftInputStreamId, leftPreJoinProcessor, leftPostJoinProcessor, leftCompiledCondition, leftCompiledSelection, expectedOutputAttributes);
        }
        JoinStreamRuntime joinStreamRuntime = new JoinStreamRuntime(siddhiQueryContext, metaStateEvent);
        joinStreamRuntime.addRuntime(leftStreamRuntime);
        joinStreamRuntime.addRuntime(rightStreamRuntime);
        joinStreamRuntime.setQuerySelector(querySelector);
        return joinStreamRuntime;
    } catch (Throwable t) {
        ExceptionUtil.populateQueryContext(t, joinInputStream, siddhiQueryContext.getSiddhiAppContext(), siddhiQueryContext);
        throw t;
    }
}

Example 15 with MetaStreamEvent

use of io.siddhi.core.event.stream.MetaStreamEvent in project siddhi by wso2.

the class AggregationParser method initAggregateQueryExecutor.

private static Map<TimePeriod.Duration, Processor> initAggregateQueryExecutor(List<TimePeriod.Duration> aggregationDurations, Map<TimePeriod.Duration, List<ExpressionExecutor>> processExpressionExecutorsMap, StreamDefinition incomingOutputStreamDefinition, boolean isDistributed, String shardID, boolean isProcessingOnExternalTime, SiddhiQueryContext siddhiQueryContext, AggregationDefinition aggregationDefinition, ConfigManager configManager, Map<TimePeriod.Duration, Table> aggregationTables, List<Variable> groupByVariableList) {
    Map<TimePeriod.Duration, Processor> cudProcessors = new LinkedHashMap<>();
    String datasourceName = AnnotationHelper.getAnnotationElement(SiddhiConstants.NAMESPACE_STORE, "datasource", aggregationDefinition.getAnnotations()).getValue();
    if (datasourceName == null || datasourceName.isEmpty()) {
        throw new SiddhiAppCreationException("Datasource configuration must be provided inorder to use persisted " + "aggregation mode");
    }
    Database databaseType = getDatabaseType(configManager, datasourceName);
    if (log.isDebugEnabled()) {
        log.debug("Database type " + databaseType);
    }
    SiddhiAppContext cudSiddhiAppContext = new SiddhiAppContext();
    SiddhiContext context = new SiddhiContext();
    context.setConfigManager(configManager);
    cudSiddhiAppContext.setSiddhiContext(context);
    StringConstant datasource = new StringConstant(datasourceName);
    ConstantExpressionExecutor datasourceExecutor = new ConstantExpressionExecutor(datasource.getValue(), Attribute.Type.STRING);
    Expression[] streamHandler;
    ExpressionExecutor[] cudStreamProcessorInputVariables;
    if (isProcessingOnExternalTime) {
        streamHandler = new Expression[7];
    } else {
        streamHandler = new Expression[5];
    }
    try {
        DBAggregationQueryConfigurationEntry dbAggregationQueryConfigurationEntry = DBAggregationQueryUtil.lookupCurrentQueryConfigurationEntry(databaseType);
        if (log.isDebugEnabled()) {
            log.debug("CUD queries for aggregation " + aggregationDefinition.getId());
        }
        for (int i = aggregationDurations.size() - 1; i > 0; i--) {
            if (aggregationDurations.get(i).ordinal() >= 3) {
                if (log.isDebugEnabled()) {
                    log.debug(" Initializing cudProcessors for duration " + aggregationDurations.get(i));
                }
                String databaseSelectQuery = generateDatabaseQuery(processExpressionExecutorsMap.get(aggregationDurations.get(i)), dbAggregationQueryConfigurationEntry, incomingOutputStreamDefinition, isDistributed, shardID, isProcessingOnExternalTime, aggregationTables.get(aggregationDurations.get(i)), aggregationTables.get(aggregationDurations.get(i - 1)), groupByVariableList, aggregationDurations.get(i));
                StringConstant selectQuery = new StringConstant(databaseSelectQuery);
                if (log.isDebugEnabled()) {
                    log.debug(selectQuery);
                }
                ConstantExpressionExecutor selectExecutor = new ConstantExpressionExecutor(selectQuery.getValue(), Attribute.Type.STRING);
                Map<Attribute, int[]> cudInputStreamAttributesMap = generateCUDInputStreamAttributes(isProcessingOnExternalTime);
                if (isProcessingOnExternalTime) {
                    cudStreamProcessorInputVariables = new ExpressionExecutor[7];
                } else {
                    cudStreamProcessorInputVariables = new ExpressionExecutor[5];
                }
                cudStreamProcessorInputVariables[0] = datasourceExecutor;
                cudStreamProcessorInputVariables[1] = selectExecutor;
                streamHandler[0] = datasource;
                streamHandler[1] = selectQuery;
                MetaStreamEvent metaStreamEvent = generateCUDMetaStreamEvent(isProcessingOnExternalTime);
                StreamDefinition outputStream = new StreamDefinition();
                VariableExpressionExecutor variableExpressionExecutor;
                int j = 0;
                for (Map.Entry<Attribute, int[]> entry : cudInputStreamAttributesMap.entrySet()) {
                    Attribute attribute = entry.getKey();
                    Variable timestampVariable = new Variable(attribute.getName());
                    for (int position : entry.getValue()) {
                        streamHandler[position + 2] = timestampVariable;
                        variableExpressionExecutor = new VariableExpressionExecutor(attribute, 0, 0);
                        variableExpressionExecutor.setPosition(new int[] { 2, j });
                        cudStreamProcessorInputVariables[position + 2] = variableExpressionExecutor;
                    }
                    outputStream.attribute(attribute.getName(), attribute.getType());
                    j++;
                }
                StreamFunction cudStreamFunction = new StreamFunction(NAMESPACE_RDBMS, FUNCTION_NAME_CUD, streamHandler);
                cudProcessors.put(aggregationDurations.get(i), getCudProcessor(cudStreamFunction, siddhiQueryContext, metaStreamEvent, cudStreamProcessorInputVariables, aggregationDurations.get(i)));
            }
        }
        return cudProcessors;
    } catch (CannotLoadConfigurationException e) {
        throw new SiddhiAppCreationException("Error occurred while initializing the persisted incremental " + "aggregation. Could not load the db quires for database type " + databaseType);
    }
}