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Example 6 with MessageStream

use of org.apache.samza.operators.MessageStream in project samza by apache.

the class TestPartitionByOperatorSpec method testCopy.

@Test
public void testCopy() {
    StreamApplicationDescriptorImpl streamAppDesc = new StreamApplicationDescriptorImpl(appDesc -> {
        MessageStream inputStream = appDesc.getInputStream(testInputDescriptor);
        inputStream.partitionBy(m -> m.toString(), m -> m, mock(KVSerde.class), testRepartitionedStreamName);
    }, getConfig());
    OperatorSpecGraph specGraph = streamAppDesc.getOperatorSpecGraph();
    OperatorSpecGraph clonedGraph = specGraph.clone();
    OperatorSpecTestUtils.assertClonedGraph(specGraph, clonedGraph);
}
Also used : KVSerde(org.apache.samza.serializers.KVSerde) StreamApplicationDescriptorImpl(org.apache.samza.application.descriptors.StreamApplicationDescriptorImpl) OperatorSpecGraph(org.apache.samza.operators.OperatorSpecGraph) MessageStream(org.apache.samza.operators.MessageStream) Test(org.junit.Test)

Example 7 with MessageStream

use of org.apache.samza.operators.MessageStream in project samza by apache.

the class LogicalAggregateTranslator method translate.

void translate(final LogicalAggregate aggregate, final TranslatorContext context) {
    validateAggregateFunctions(aggregate);
    MessageStream<SamzaSqlRelMessage> inputStream = context.getMessageStream(aggregate.getInput().getId());
    // At this point, the assumption is that only count function is supported.
    SupplierFunction<Long> initialValue = () -> (long) 0;
    FoldLeftFunction<SamzaSqlRelMessage, Long> foldCountFn = (m, c) -> c + 1;
    final ArrayList<String> aggFieldNames = getAggFieldNames(aggregate);
    MessageStream<SamzaSqlRelMessage> outputStream = inputStream.map(new TranslatorInputMetricsMapFunction(logicalOpId)).window(Windows.keyedTumblingWindow(m -> m, Duration.ofMillis(context.getExecutionContext().getSamzaSqlApplicationConfig().getWindowDurationMs()), initialValue, foldCountFn, new SamzaSqlRelMessageSerdeFactory.SamzaSqlRelMessageSerde(), new LongSerde()).setAccumulationMode(AccumulationMode.DISCARDING), changeLogStorePrefix + "_tumblingWindow_" + logicalOpId).map(windowPane -> {
        List<String> fieldNames = windowPane.getKey().getKey().getSamzaSqlRelRecord().getFieldNames();
        List<Object> fieldValues = windowPane.getKey().getKey().getSamzaSqlRelRecord().getFieldValues();
        fieldNames.add(aggFieldNames.get(0));
        fieldValues.add(windowPane.getMessage());
        return new SamzaSqlRelMessage(fieldNames, fieldValues, new SamzaSqlRelMsgMetadata(0L, 0L));
    });
    context.registerMessageStream(aggregate.getId(), outputStream);
    outputStream.map(new TranslatorOutputMetricsMapFunction(logicalOpId));
}
Also used : SqlKind(org.apache.calcite.sql.SqlKind) Windows(org.apache.samza.operators.windows.Windows) Logger(org.slf4j.Logger) SamzaSqlRelMsgMetadata(org.apache.samza.sql.data.SamzaSqlRelMsgMetadata) LoggerFactory(org.slf4j.LoggerFactory) SamzaException(org.apache.samza.SamzaException) ArrayList(java.util.ArrayList) List(java.util.List) LogicalAggregate(org.apache.calcite.rel.logical.LogicalAggregate) AccumulationMode(org.apache.samza.operators.windows.AccumulationMode) Duration(java.time.Duration) SamzaSqlRelMessage(org.apache.samza.sql.data.SamzaSqlRelMessage) SamzaSqlRelMessageSerdeFactory(org.apache.samza.sql.serializers.SamzaSqlRelMessageSerdeFactory) FoldLeftFunction(org.apache.samza.operators.functions.FoldLeftFunction) SupplierFunction(org.apache.samza.operators.functions.SupplierFunction) MessageStream(org.apache.samza.operators.MessageStream) LongSerde(org.apache.samza.serializers.LongSerde) LongSerde(org.apache.samza.serializers.LongSerde) SamzaSqlRelMsgMetadata(org.apache.samza.sql.data.SamzaSqlRelMsgMetadata) SamzaSqlRelMessage(org.apache.samza.sql.data.SamzaSqlRelMessage)

Example 8 with MessageStream

use of org.apache.samza.operators.MessageStream in project samza by apache.

the class QueryTranslator method sendToOutputStream.

private void sendToOutputStream(String queryLogicalId, String logicalOpId, String sinkStream, StreamApplicationDescriptor appDesc, TranslatorContext translatorContext, RelNode node, int queryId) {
    SqlIOConfig sinkConfig = sqlConfig.getOutputSystemStreamConfigsBySource().get(sinkStream);
    MessageStream<SamzaSqlRelMessage> stream = translatorContext.getMessageStream(node.getId());
    MessageStream<KV<Object, Object>> outputStream = stream.map(new OutputMapFunction(queryLogicalId, logicalOpId, sinkStream, queryId));
    Optional<TableDescriptor> tableDescriptor = sinkConfig.getTableDescriptor();
    if (!tableDescriptor.isPresent()) {
        KVSerde<Object, Object> noOpKVSerde = KVSerde.of(new NoOpSerde<>(), new NoOpSerde<>());
        String systemName = sinkConfig.getSystemName();
        DelegatingSystemDescriptor sd = systemDescriptors.computeIfAbsent(systemName, DelegatingSystemDescriptor::new);
        GenericOutputDescriptor<KV<Object, Object>> osd = sd.getOutputDescriptor(sinkConfig.getStreamId(), noOpKVSerde);
        OutputStream stm = outputMsgStreams.computeIfAbsent(sinkConfig.getSource(), v -> appDesc.getOutputStream(osd));
        outputStream.sendTo(stm);
        // Process system events only if the output is a stream.
        if (sqlConfig.isProcessSystemEvents()) {
            for (MessageStream<SamzaSqlInputMessage> inputStream : inputMsgStreams.values()) {
                MessageStream<KV<Object, Object>> systemEventStream = inputStream.filter(message -> message.getMetadata().isSystemMessage()).map(SamzaSqlInputMessage::getKeyAndMessageKV);
                systemEventStream.sendTo(stm);
            }
        }
    } else {
        Table outputTable = appDesc.getTable(tableDescriptor.get());
        if (outputTable == null) {
            String msg = "Failed to obtain table descriptor of " + sinkConfig.getSource();
            throw new SamzaException(msg);
        }
        outputStream.sendTo(outputTable);
    }
}
Also used : SqlIOConfig(org.apache.samza.sql.interfaces.SqlIOConfig) TableScan(org.apache.calcite.rel.core.TableScan) SamzaSqlRelMsgMetadata(org.apache.samza.sql.data.SamzaSqlRelMsgMetadata) LogicalFilter(org.apache.calcite.rel.logical.LogicalFilter) RelShuttleImpl(org.apache.calcite.rel.RelShuttleImpl) TableDescriptor(org.apache.samza.table.descriptors.TableDescriptor) LoggerFactory(org.slf4j.LoggerFactory) HashMap(java.util.HashMap) RelRoot(org.apache.calcite.rel.RelRoot) TaskContext(org.apache.samza.context.TaskContext) MapFunction(org.apache.samza.operators.functions.MapFunction) Counter(org.apache.samza.metrics.Counter) LogicalJoin(org.apache.calcite.rel.logical.LogicalJoin) QueryPlanner(org.apache.samza.sql.planner.QueryPlanner) ApplicationContainerContext(org.apache.samza.context.ApplicationContainerContext) DelegatingSystemDescriptor(org.apache.samza.system.descriptors.DelegatingSystemDescriptor) Map(java.util.Map) TableModify(org.apache.calcite.rel.core.TableModify) SamzaSqlRelMessage(org.apache.samza.sql.data.SamzaSqlRelMessage) SamzaHistogram(org.apache.samza.metrics.SamzaHistogram) ExternalContext(org.apache.samza.context.ExternalContext) KV(org.apache.samza.operators.KV) NoOpSerde(org.apache.samza.serializers.NoOpSerde) MessageStream(org.apache.samza.operators.MessageStream) Table(org.apache.samza.table.Table) Logger(org.slf4j.Logger) LogicalProject(org.apache.calcite.rel.logical.LogicalProject) GenericOutputDescriptor(org.apache.samza.system.descriptors.GenericOutputDescriptor) JobContext(org.apache.samza.context.JobContext) ContainerContext(org.apache.samza.context.ContainerContext) SamzaRelConverter(org.apache.samza.sql.interfaces.SamzaRelConverter) SamzaSqlExecutionContext(org.apache.samza.sql.data.SamzaSqlExecutionContext) SamzaSqlApplicationConfig(org.apache.samza.sql.runner.SamzaSqlApplicationConfig) MetricsRegistry(org.apache.samza.metrics.MetricsRegistry) RelNode(org.apache.calcite.rel.RelNode) SamzaException(org.apache.samza.SamzaException) ApplicationTaskContextFactory(org.apache.samza.context.ApplicationTaskContextFactory) SqlIOConfig(org.apache.samza.sql.interfaces.SqlIOConfig) Context(org.apache.samza.context.Context) LogicalAggregate(org.apache.calcite.rel.logical.LogicalAggregate) Validate(org.apache.commons.lang3.Validate) SamzaSqlQueryParser(org.apache.samza.sql.util.SamzaSqlQueryParser) StreamApplicationDescriptor(org.apache.samza.application.descriptors.StreamApplicationDescriptor) SamzaSqlInputMessage(org.apache.samza.sql.SamzaSqlInputMessage) Optional(java.util.Optional) SamzaSqlApplicationContext(org.apache.samza.sql.runner.SamzaSqlApplicationContext) VisibleForTesting(com.google.common.annotations.VisibleForTesting) KVSerde(org.apache.samza.serializers.KVSerde) OutputStream(org.apache.samza.operators.OutputStream) Table(org.apache.samza.table.Table) OutputStream(org.apache.samza.operators.OutputStream) KV(org.apache.samza.operators.KV) SamzaSqlInputMessage(org.apache.samza.sql.SamzaSqlInputMessage) SamzaException(org.apache.samza.SamzaException) TableDescriptor(org.apache.samza.table.descriptors.TableDescriptor) DelegatingSystemDescriptor(org.apache.samza.system.descriptors.DelegatingSystemDescriptor) SamzaSqlRelMessage(org.apache.samza.sql.data.SamzaSqlRelMessage)

Example 9 with MessageStream

use of org.apache.samza.operators.MessageStream in project samza by apache.

the class RepartitionJoinWindowApp method describe.

@Override
public void describe(StreamApplicationDescriptor appDescriptor) {
    // offset.default = oldest required for tests since checkpoint topic is empty on start and messages are published
    // before the application is run
    Config config = appDescriptor.getConfig();
    String inputTopic1 = config.get(INPUT_TOPIC_1_CONFIG_KEY);
    String inputTopic2 = config.get(INPUT_TOPIC_2_CONFIG_KEY);
    String outputTopic = config.get(OUTPUT_TOPIC_CONFIG_KEY);
    KafkaSystemDescriptor ksd = new KafkaSystemDescriptor(SYSTEM);
    KafkaInputDescriptor<PageView> id1 = ksd.getInputDescriptor(inputTopic1, new JsonSerdeV2<>(PageView.class));
    KafkaInputDescriptor<AdClick> id2 = ksd.getInputDescriptor(inputTopic2, new JsonSerdeV2<>(AdClick.class));
    MessageStream<PageView> pageViews = appDescriptor.getInputStream(id1);
    MessageStream<AdClick> adClicks = appDescriptor.getInputStream(id2);
    MessageStream<KV<String, PageView>> pageViewsRepartitionedByViewId = pageViews.partitionBy(PageView::getViewId, pv -> pv, new KVSerde<>(new StringSerde(), new JsonSerdeV2<>(PageView.class)), "pageViewsByViewId");
    MessageStream<PageView> pageViewsRepartitionedByViewIdValueONly = pageViewsRepartitionedByViewId.map(KV::getValue);
    MessageStream<KV<String, AdClick>> adClicksRepartitionedByViewId = adClicks.partitionBy(AdClick::getViewId, ac -> ac, new KVSerde<>(new StringSerde(), new JsonSerdeV2<>(AdClick.class)), "adClicksByViewId");
    MessageStream<AdClick> adClicksRepartitionedByViewIdValueOnly = adClicksRepartitionedByViewId.map(KV::getValue);
    MessageStream<UserPageAdClick> userPageAdClicks = pageViewsRepartitionedByViewIdValueONly.join(adClicksRepartitionedByViewIdValueOnly, new UserPageViewAdClicksJoiner(), new StringSerde(), new JsonSerdeV2<>(PageView.class), new JsonSerdeV2<>(AdClick.class), Duration.ofMinutes(1), "pageViewAdClickJoin");
    MessageStream<KV<String, UserPageAdClick>> userPageAdClicksByUserId = userPageAdClicks.partitionBy(UserPageAdClick::getUserId, upac -> upac, KVSerde.of(new StringSerde(), new JsonSerdeV2<>(UserPageAdClick.class)), "userPageAdClicksByUserId");
    userPageAdClicksByUserId.map(KV::getValue).window(Windows.keyedSessionWindow(UserPageAdClick::getUserId, Duration.ofSeconds(3), new StringSerde(), new JsonSerdeV2<>(UserPageAdClick.class)), "userAdClickWindow").map(windowPane -> KV.of(windowPane.getKey().getKey(), String.valueOf(windowPane.getMessage().size()))).sink((message, messageCollector, taskCoordinator) -> {
        taskCoordinator.commit(TaskCoordinator.RequestScope.ALL_TASKS_IN_CONTAINER);
        messageCollector.send(new OutgoingMessageEnvelope(new SystemStream("kafka", outputTopic), null, message.getKey(), message.getValue()));
    });
    intermediateStreamIds.add(((IntermediateMessageStreamImpl) pageViewsRepartitionedByViewId).getStreamId());
    intermediateStreamIds.add(((IntermediateMessageStreamImpl) adClicksRepartitionedByViewId).getStreamId());
    intermediateStreamIds.add(((IntermediateMessageStreamImpl) userPageAdClicksByUserId).getStreamId());
}
Also used : Windows(org.apache.samza.operators.windows.Windows) KafkaInputDescriptor(org.apache.samza.system.kafka.descriptors.KafkaInputDescriptor) AdClick(org.apache.samza.test.operator.data.AdClick) UserPageAdClick(org.apache.samza.test.operator.data.UserPageAdClick) KafkaSystemDescriptor(org.apache.samza.system.kafka.descriptors.KafkaSystemDescriptor) IntermediateMessageStreamImpl(org.apache.samza.operators.stream.IntermediateMessageStreamImpl) JoinFunction(org.apache.samza.operators.functions.JoinFunction) PageView(org.apache.samza.test.operator.data.PageView) TaskCoordinator(org.apache.samza.task.TaskCoordinator) ArrayList(java.util.ArrayList) StringSerde(org.apache.samza.serializers.StringSerde) List(java.util.List) StreamApplicationDescriptor(org.apache.samza.application.descriptors.StreamApplicationDescriptor) SystemStream(org.apache.samza.system.SystemStream) Duration(java.time.Duration) OutgoingMessageEnvelope(org.apache.samza.system.OutgoingMessageEnvelope) Config(org.apache.samza.config.Config) JsonSerdeV2(org.apache.samza.serializers.JsonSerdeV2) KVSerde(org.apache.samza.serializers.KVSerde) StreamApplication(org.apache.samza.application.StreamApplication) KV(org.apache.samza.operators.KV) MessageStream(org.apache.samza.operators.MessageStream) PageView(org.apache.samza.test.operator.data.PageView) StringSerde(org.apache.samza.serializers.StringSerde) Config(org.apache.samza.config.Config) SystemStream(org.apache.samza.system.SystemStream) KV(org.apache.samza.operators.KV) KafkaSystemDescriptor(org.apache.samza.system.kafka.descriptors.KafkaSystemDescriptor) JsonSerdeV2(org.apache.samza.serializers.JsonSerdeV2) AdClick(org.apache.samza.test.operator.data.AdClick) UserPageAdClick(org.apache.samza.test.operator.data.UserPageAdClick) UserPageAdClick(org.apache.samza.test.operator.data.UserPageAdClick) OutgoingMessageEnvelope(org.apache.samza.system.OutgoingMessageEnvelope)

Example 10 with MessageStream

use of org.apache.samza.operators.MessageStream in project samza by apache.

the class SessionWindowApp method describe.

@Override
public void describe(StreamApplicationDescriptor appDescriptor) {
    JsonSerdeV2<PageView> inputSerde = new JsonSerdeV2<>(PageView.class);
    KVSerde<String, Integer> outputSerde = KVSerde.of(new StringSerde(), new IntegerSerde());
    KafkaSystemDescriptor ksd = new KafkaSystemDescriptor(SYSTEM);
    KafkaInputDescriptor<PageView> id = ksd.getInputDescriptor(INPUT_TOPIC, inputSerde);
    KafkaOutputDescriptor<KV<String, Integer>> od = ksd.getOutputDescriptor(OUTPUT_TOPIC, outputSerde);
    MessageStream<PageView> pageViews = appDescriptor.getInputStream(id);
    OutputStream<KV<String, Integer>> outputStream = appDescriptor.getOutputStream(od);
    pageViews.filter(m -> !FILTER_KEY.equals(m.getUserId())).window(Windows.keyedSessionWindow(PageView::getUserId, Duration.ofSeconds(3), new StringSerde(), new JsonSerdeV2<>(PageView.class)), "sessionWindow").map(m -> KV.of(m.getKey().getKey(), m.getMessage().size())).sendTo(outputStream);
}
Also used : ApplicationRunner(org.apache.samza.runtime.ApplicationRunner) Windows(org.apache.samza.operators.windows.Windows) KafkaInputDescriptor(org.apache.samza.system.kafka.descriptors.KafkaInputDescriptor) CommandLine(org.apache.samza.util.CommandLine) KafkaSystemDescriptor(org.apache.samza.system.kafka.descriptors.KafkaSystemDescriptor) PageView(org.apache.samza.test.operator.data.PageView) StringSerde(org.apache.samza.serializers.StringSerde) KafkaOutputDescriptor(org.apache.samza.system.kafka.descriptors.KafkaOutputDescriptor) StreamApplicationDescriptor(org.apache.samza.application.descriptors.StreamApplicationDescriptor) Duration(java.time.Duration) Config(org.apache.samza.config.Config) ApplicationRunners(org.apache.samza.runtime.ApplicationRunners) JsonSerdeV2(org.apache.samza.serializers.JsonSerdeV2) KVSerde(org.apache.samza.serializers.KVSerde) StreamApplication(org.apache.samza.application.StreamApplication) KV(org.apache.samza.operators.KV) OutputStream(org.apache.samza.operators.OutputStream) IntegerSerde(org.apache.samza.serializers.IntegerSerde) MessageStream(org.apache.samza.operators.MessageStream) PageView(org.apache.samza.test.operator.data.PageView) StringSerde(org.apache.samza.serializers.StringSerde) KV(org.apache.samza.operators.KV) KafkaSystemDescriptor(org.apache.samza.system.kafka.descriptors.KafkaSystemDescriptor) JsonSerdeV2(org.apache.samza.serializers.JsonSerdeV2) IntegerSerde(org.apache.samza.serializers.IntegerSerde)

Aggregations

MessageStream (org.apache.samza.operators.MessageStream)34 Config (org.apache.samza.config.Config)22 KVSerde (org.apache.samza.serializers.KVSerde)21 Duration (java.time.Duration)19 HashMap (java.util.HashMap)19 OutputStream (org.apache.samza.operators.OutputStream)19 KV (org.apache.samza.operators.KV)18 Map (java.util.Map)17 ArrayList (java.util.ArrayList)16 List (java.util.List)16 StringSerde (org.apache.samza.serializers.StringSerde)16 Test (org.junit.Test)16 Collection (java.util.Collection)14 StreamApplicationDescriptorImpl (org.apache.samza.application.descriptors.StreamApplicationDescriptorImpl)14 JobConfig (org.apache.samza.config.JobConfig)14 MapConfig (org.apache.samza.config.MapConfig)14 Windows (org.apache.samza.operators.windows.Windows)13 Collections (java.util.Collections)12 JoinFunction (org.apache.samza.operators.functions.JoinFunction)12 ApplicationRunner (org.apache.samza.runtime.ApplicationRunner)12