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Example 61 with PTransform

use of org.apache.beam.model.pipeline.v1.RunnerApi.PTransform in project beam by apache.

the class ExecutableStage method toPTransform.

/**
 * Returns a composite {@link PTransform} which is equivalent to this {@link ExecutableStage} as
 * follows:
 *
 * <ul>
 *   <li>The {@link PTransform#getSubtransformsList()} is empty. This ensures that executable
 *       stages are treated as primitive transforms.
 *   <li>The only {@link PCollection PCollections} in the {@link PTransform#getInputsMap()} is the
 *       result of {@link #getInputPCollection()} and {@link #getSideInputs()}.
 *   <li>The output {@link PCollection PCollections} in the values of {@link
 *       PTransform#getOutputsMap()} are the {@link PCollectionNode PCollections} returned by
 *       {@link #getOutputPCollections()}.
 *   <li>The {@link PTransform#getSpec()} contains an {@link ExecutableStagePayload} with inputs
 *       and outputs equal to the PTransform's inputs and outputs, and transforms equal to the
 *       result of {@link #getTransforms}.
 * </ul>
 *
 * <p>The executable stage can be reconstructed from the resulting {@link ExecutableStagePayload}
 * via {@link #fromPayload(ExecutableStagePayload)}.
 */
default PTransform toPTransform(String uniqueName) {
    PTransform.Builder pt = PTransform.newBuilder().setUniqueName(uniqueName);
    ExecutableStagePayload.Builder payload = ExecutableStagePayload.newBuilder();
    payload.setEnvironment(getEnvironment());
    payload.addAllWireCoderSettings(getWireCoderSettings());
    // Populate inputs and outputs of the stage payload and outer PTransform simultaneously.
    PCollectionNode input = getInputPCollection();
    pt.putInputs("input", getInputPCollection().getId());
    payload.setInput(input.getId());
    for (SideInputReference sideInput : getSideInputs()) {
        // Side inputs of the ExecutableStage itself can be uniquely identified by inner PTransform
        // name and local name.
        String outerLocalName = String.format("%s:%s", sideInput.transform().getId(), sideInput.localName());
        pt.putInputs(outerLocalName, sideInput.collection().getId());
        payload.addSideInputs(SideInputId.newBuilder().setTransformId(sideInput.transform().getId()).setLocalName(sideInput.localName()));
    }
    for (UserStateReference userState : getUserStates()) {
        payload.addUserStates(UserStateId.newBuilder().setTransformId(userState.transform().getId()).setLocalName(userState.localName()));
    }
    for (TimerReference timer : getTimers()) {
        payload.addTimers(TimerId.newBuilder().setTransformId(timer.transform().getId()).setLocalName(timer.localName()));
    }
    int outputIndex = 0;
    for (PCollectionNode output : getOutputPCollections()) {
        pt.putOutputs(String.format("materialized_%d", outputIndex), output.getId());
        payload.addOutputs(output.getId());
        outputIndex++;
    }
    // stage payload.
    for (PTransformNode transform : getTransforms()) {
        payload.addTransforms(transform.getId());
    }
    payload.setComponents(getComponents().toBuilder().clearTransforms().putAllTransforms(getTransforms().stream().collect(Collectors.toMap(PTransformNode::getId, PTransformNode::getTransform))));
    pt.setSpec(FunctionSpec.newBuilder().setUrn(ExecutableStage.URN).setPayload(payload.build().toByteString()).build());
    return pt.build();
}
Also used : ExecutableStagePayload(org.apache.beam.model.pipeline.v1.RunnerApi.ExecutableStagePayload) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform)

Example 62 with PTransform

use of org.apache.beam.model.pipeline.v1.RunnerApi.PTransform in project beam by apache.

the class OutputDeduplicator method createFlattenOfPartials.

private static PTransform createFlattenOfPartials(String transformId, String outputId, Collection<PCollectionNode> generatedInputs) {
    PTransform.Builder newFlattenBuilder = PTransform.newBuilder();
    int i = 0;
    for (PCollectionNode generatedInput : generatedInputs) {
        String localInputId = String.format("input_%s", i);
        i++;
        newFlattenBuilder.putInputs(localInputId, generatedInput.getId());
    }
    // Flatten all of the new partial nodes together.
    return newFlattenBuilder.setUniqueName(transformId).putOutputs("output", outputId).setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.FLATTEN_TRANSFORM_URN)).build();
}
Also used : PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform)

Example 63 with PTransform

use of org.apache.beam.model.pipeline.v1.RunnerApi.PTransform in project beam by apache.

the class ImmutableExecutableStageTest method ofFullComponentsOnlyHasStagePTransforms.

@Test
public void ofFullComponentsOnlyHasStagePTransforms() throws Exception {
    Environment env = Environments.createDockerEnvironment("foo");
    PTransform pt = PTransform.newBuilder().putInputs("input", "input.out").putInputs("side_input", "sideInput.in").putInputs("timer", "timer.pc").putOutputs("output", "output.out").putOutputs("timer", "timer.pc").setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).setPayload(ParDoPayload.newBuilder().setDoFn(RunnerApi.FunctionSpec.newBuilder()).putSideInputs("side_input", RunnerApi.SideInput.getDefaultInstance()).putStateSpecs("user_state", RunnerApi.StateSpec.getDefaultInstance()).putTimerFamilySpecs("timer", RunnerApi.TimerFamilySpec.getDefaultInstance()).build().toByteString())).build();
    PCollection input = PCollection.newBuilder().setUniqueName("input.out").build();
    PCollection sideInput = PCollection.newBuilder().setUniqueName("sideInput.in").build();
    PCollection timer = PCollection.newBuilder().setUniqueName("timer.pc").build();
    PCollection output = PCollection.newBuilder().setUniqueName("output.out").build();
    Components components = Components.newBuilder().putTransforms("pt", pt).putTransforms("other_pt", PTransform.newBuilder().setUniqueName("other").build()).putPcollections("input.out", input).putPcollections("sideInput.in", sideInput).putPcollections("timer.pc", timer).putPcollections("output.out", output).putEnvironments("foo", env).build();
    PTransformNode transformNode = PipelineNode.pTransform("pt", pt);
    SideInputReference sideInputRef = SideInputReference.of(transformNode, "side_input", PipelineNode.pCollection("sideInput.in", sideInput));
    UserStateReference userStateRef = UserStateReference.of(transformNode, "user_state", PipelineNode.pCollection("input.out", input));
    TimerReference timerRef = TimerReference.of(transformNode, "timer");
    ImmutableExecutableStage stage = ImmutableExecutableStage.ofFullComponents(components, env, PipelineNode.pCollection("input.out", input), Collections.singleton(sideInputRef), Collections.singleton(userStateRef), Collections.singleton(timerRef), Collections.singleton(PipelineNode.pTransform("pt", pt)), Collections.singleton(PipelineNode.pCollection("output.out", output)), DEFAULT_WIRE_CODER_SETTINGS);
    assertThat(stage.getComponents().containsTransforms("pt"), is(true));
    assertThat(stage.getComponents().containsTransforms("other_pt"), is(false));
    PTransform stagePTransform = stage.toPTransform("foo");
    assertThat(stagePTransform.getOutputsMap(), hasValue("output.out"));
    assertThat(stagePTransform.getOutputsCount(), equalTo(1));
    assertThat(stagePTransform.getInputsMap(), allOf(hasValue("input.out"), hasValue("sideInput.in")));
    assertThat(stagePTransform.getInputsCount(), equalTo(2));
    ExecutableStagePayload payload = ExecutableStagePayload.parseFrom(stagePTransform.getSpec().getPayload());
    assertThat(payload.getTransformsList(), contains("pt"));
    assertThat(ExecutableStage.fromPayload(payload), equalTo(stage));
}
Also used : Components(org.apache.beam.model.pipeline.v1.RunnerApi.Components) PCollection(org.apache.beam.model.pipeline.v1.RunnerApi.PCollection) ExecutableStagePayload(org.apache.beam.model.pipeline.v1.RunnerApi.ExecutableStagePayload) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) Environment(org.apache.beam.model.pipeline.v1.RunnerApi.Environment) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform) Test(org.junit.Test)

Example 64 with PTransform

use of org.apache.beam.model.pipeline.v1.RunnerApi.PTransform in project beam by apache.

the class OutputDeduplicatorTest method duplicateOverStages.

@Test
public void duplicateOverStages() {
    /* When multiple stages and a runner-executed transform produce a PCollection, all should be
     * replaced with synthetic flattens.
     * original graph:
     *             --> one -> .out \
     * red -> .out |                -> shared -> .out -> blue -> .out
     *             --> two -> .out /
     *
     * fused graph:
     *             --> [one -> .out -> shared ->] .out
     * red -> .out |                                   (shared.out) -> blue -> .out
     *             --> [two -> .out -> shared ->] .out
     *
     * deduplicated graph:
     *             --> [one -> .out -> shared ->] .out:0 \
     * red -> .out |                                      -> shared -> .out -> blue ->.out
     *             --> [two -> .out -> shared ->] .out:1 /
     */
    PCollection redOut = PCollection.newBuilder().setUniqueName("red.out").build();
    PTransform red = PTransform.newBuilder().setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).build()).putOutputs("out", redOut.getUniqueName()).build();
    PCollection oneOut = PCollection.newBuilder().setUniqueName("one.out").build();
    PTransform one = PTransform.newBuilder().setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).build()).putInputs("in", redOut.getUniqueName()).putOutputs("out", oneOut.getUniqueName()).build();
    PCollection twoOut = PCollection.newBuilder().setUniqueName("two.out").build();
    PTransform two = PTransform.newBuilder().setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).build()).putInputs("in", redOut.getUniqueName()).putOutputs("out", twoOut.getUniqueName()).build();
    PCollection sharedOut = PCollection.newBuilder().setUniqueName("shared.out").build();
    PTransform shared = PTransform.newBuilder().setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).build()).putInputs("one", oneOut.getUniqueName()).putInputs("two", twoOut.getUniqueName()).putOutputs("shared", sharedOut.getUniqueName()).build();
    PCollection blueOut = PCollection.newBuilder().setUniqueName("blue.out").build();
    PTransform blue = PTransform.newBuilder().setSpec(FunctionSpec.newBuilder().setUrn(PTransformTranslation.PAR_DO_TRANSFORM_URN).build()).putInputs("in", sharedOut.getUniqueName()).putOutputs("out", blueOut.getUniqueName()).build();
    RunnerApi.Components components = Components.newBuilder().putTransforms("one", one).putPcollections(oneOut.getUniqueName(), oneOut).putTransforms("two", two).putPcollections(twoOut.getUniqueName(), twoOut).putTransforms("shared", shared).putPcollections(sharedOut.getUniqueName(), sharedOut).putTransforms("red", red).putPcollections(redOut.getUniqueName(), redOut).putTransforms("blue", blue).putPcollections(blueOut.getUniqueName(), blueOut).build();
    ExecutableStage oneStage = ImmutableExecutableStage.of(components, Environment.getDefaultInstance(), PipelineNode.pCollection(redOut.getUniqueName(), redOut), ImmutableList.of(), ImmutableList.of(), ImmutableList.of(), ImmutableList.of(PipelineNode.pTransform("one", one), PipelineNode.pTransform("shared", shared)), ImmutableList.of(PipelineNode.pCollection(sharedOut.getUniqueName(), sharedOut)), DEFAULT_WIRE_CODER_SETTINGS);
    ExecutableStage twoStage = ImmutableExecutableStage.of(components, Environment.getDefaultInstance(), PipelineNode.pCollection(redOut.getUniqueName(), redOut), ImmutableList.of(), ImmutableList.of(), ImmutableList.of(), ImmutableList.of(PipelineNode.pTransform("two", two), PipelineNode.pTransform("shared", shared)), ImmutableList.of(PipelineNode.pCollection(sharedOut.getUniqueName(), sharedOut)), DEFAULT_WIRE_CODER_SETTINGS);
    PTransformNode redTransform = PipelineNode.pTransform("red", red);
    PTransformNode blueTransform = PipelineNode.pTransform("blue", blue);
    QueryablePipeline pipeline = QueryablePipeline.forPrimitivesIn(components);
    DeduplicationResult result = OutputDeduplicator.ensureSingleProducer(pipeline, ImmutableList.of(oneStage, twoStage), ImmutableList.of(redTransform, blueTransform));
    assertThat(result.getIntroducedTransforms(), hasSize(1));
    PTransformNode introduced = getOnlyElement(result.getIntroducedTransforms());
    assertThat(introduced.getTransform().getOutputsMap().size(), equalTo(1));
    assertThat(getOnlyElement(introduced.getTransform().getOutputsMap().values()), equalTo(sharedOut.getUniqueName()));
    assertThat(result.getDeduplicatedComponents().getPcollectionsMap().keySet(), hasItems(introduced.getTransform().getInputsMap().values().toArray(new String[0])));
    assertThat(result.getDeduplicatedStages().keySet(), hasSize(2));
    List<String> stageOutputs = result.getDeduplicatedStages().values().stream().flatMap(stage -> stage.getOutputPCollections().stream().map(PCollectionNode::getId)).collect(Collectors.toList());
    assertThat(stageOutputs, containsInAnyOrder(introduced.getTransform().getInputsMap().values().toArray()));
    assertThat(result.getDeduplicatedTransforms().keySet(), empty());
    assertThat(result.getDeduplicatedComponents().getPcollectionsMap().keySet(), hasItems(stageOutputs.toArray(new String[0])));
    assertThat(result.getDeduplicatedComponents().getTransformsMap(), hasEntry(introduced.getId(), introduced.getTransform()));
}
Also used : PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform) RunWith(org.junit.runner.RunWith) Matchers.hasItems(org.hamcrest.Matchers.hasItems) ArrayList(java.util.ArrayList) FunctionSpec(org.apache.beam.model.pipeline.v1.RunnerApi.FunctionSpec) PCollection(org.apache.beam.model.pipeline.v1.RunnerApi.PCollection) Map(java.util.Map) Matchers.hasSize(org.hamcrest.Matchers.hasSize) Components(org.apache.beam.model.pipeline.v1.RunnerApi.Components) MatcherAssert.assertThat(org.hamcrest.MatcherAssert.assertThat) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) Matchers.hasEntry(org.hamcrest.Matchers.hasEntry) RunnerApi(org.apache.beam.model.pipeline.v1.RunnerApi) Matchers.empty(org.hamcrest.Matchers.empty) PTransformTranslation(org.apache.beam.runners.core.construction.PTransformTranslation) Collection(java.util.Collection) DeduplicationResult(org.apache.beam.runners.core.construction.graph.OutputDeduplicator.DeduplicationResult) Test(org.junit.Test) JUnit4(org.junit.runners.JUnit4) Collectors(java.util.stream.Collectors) List(java.util.List) Matchers.containsInAnyOrder(org.hamcrest.Matchers.containsInAnyOrder) Matchers.equalTo(org.hamcrest.Matchers.equalTo) Environment(org.apache.beam.model.pipeline.v1.RunnerApi.Environment) ImmutableList(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableList) Iterables.getOnlyElement(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables.getOnlyElement) PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) DEFAULT_WIRE_CODER_SETTINGS(org.apache.beam.runners.core.construction.graph.ExecutableStage.DEFAULT_WIRE_CODER_SETTINGS) PCollection(org.apache.beam.model.pipeline.v1.RunnerApi.PCollection) RunnerApi(org.apache.beam.model.pipeline.v1.RunnerApi) DeduplicationResult(org.apache.beam.runners.core.construction.graph.OutputDeduplicator.DeduplicationResult) Components(org.apache.beam.model.pipeline.v1.RunnerApi.Components) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform) Test(org.junit.Test)

Example 65 with PTransform

use of org.apache.beam.model.pipeline.v1.RunnerApi.PTransform in project beam by apache.

the class QueryablePipelineTest method transformWithSideAndMainInputs.

/**
 * Tests that inputs that are only side inputs are not returned from {@link
 * QueryablePipeline#getPerElementConsumers(PCollectionNode)} and are returned from {@link
 * QueryablePipeline#getSideInputs(PTransformNode)}.
 */
@Test
public void transformWithSideAndMainInputs() {
    Pipeline p = Pipeline.create();
    PCollection<byte[]> impulse = p.apply("Impulse", Impulse.create());
    PCollectionView<String> view = p.apply("Create", Create.of("foo")).apply("View", View.asSingleton());
    impulse.apply("par_do", ParDo.of(new TestFn()).withSideInputs(view).withOutputTags(new TupleTag<>(), TupleTagList.empty()));
    Components components = PipelineTranslation.toProto(p).getComponents();
    QueryablePipeline qp = QueryablePipeline.forPrimitivesIn(components);
    String mainInputName = getOnlyElement(PipelineNode.pTransform("Impulse", components.getTransformsOrThrow("Impulse")).getTransform().getOutputsMap().values());
    PCollectionNode mainInput = PipelineNode.pCollection(mainInputName, components.getPcollectionsOrThrow(mainInputName));
    PTransform parDoTransform = components.getTransformsOrThrow("par_do");
    String sideInputLocalName = getOnlyElement(parDoTransform.getInputsMap().entrySet().stream().filter(entry -> !entry.getValue().equals(mainInputName)).map(Map.Entry::getKey).collect(Collectors.toSet()));
    String sideInputCollectionId = parDoTransform.getInputsOrThrow(sideInputLocalName);
    PCollectionNode sideInput = PipelineNode.pCollection(sideInputCollectionId, components.getPcollectionsOrThrow(sideInputCollectionId));
    PTransformNode parDoNode = PipelineNode.pTransform("par_do", components.getTransformsOrThrow("par_do"));
    SideInputReference sideInputRef = SideInputReference.of(parDoNode, sideInputLocalName, sideInput);
    assertThat(qp.getSideInputs(parDoNode), contains(sideInputRef));
    assertThat(qp.getPerElementConsumers(mainInput), contains(parDoNode));
    assertThat(qp.getPerElementConsumers(sideInput), not(contains(parDoNode)));
}
Also used : Count(org.apache.beam.sdk.transforms.Count) PBegin(org.apache.beam.sdk.values.PBegin) Matchers.not(org.hamcrest.Matchers.not) Matchers.hasKey(org.hamcrest.Matchers.hasKey) ImmutableSet(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableSet) PCollectionList(org.apache.beam.sdk.values.PCollectionList) FunctionSpec(org.apache.beam.model.pipeline.v1.RunnerApi.FunctionSpec) Create(org.apache.beam.sdk.transforms.Create) Map(java.util.Map) Window(org.apache.beam.sdk.transforms.windowing.Window) Components(org.apache.beam.model.pipeline.v1.RunnerApi.Components) Flatten(org.apache.beam.sdk.transforms.Flatten) MapElements(org.apache.beam.sdk.transforms.MapElements) PTransformTranslation(org.apache.beam.runners.core.construction.PTransformTranslation) Collection(java.util.Collection) Set(java.util.Set) Collectors(java.util.stream.Collectors) ParDo(org.apache.beam.sdk.transforms.ParDo) Matchers.contains(org.hamcrest.Matchers.contains) Matchers.equalTo(org.hamcrest.Matchers.equalTo) TypeDescriptors(org.apache.beam.sdk.values.TypeDescriptors) Matchers.is(org.hamcrest.Matchers.is) SideInput(org.apache.beam.model.pipeline.v1.RunnerApi.SideInput) PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform) Duration(org.joda.time.Duration) RunWith(org.junit.runner.RunWith) Impulse(org.apache.beam.sdk.transforms.Impulse) View(org.apache.beam.sdk.transforms.View) PipelineTranslation(org.apache.beam.runners.core.construction.PipelineTranslation) TupleTagList(org.apache.beam.sdk.values.TupleTagList) Environments(org.apache.beam.runners.core.construction.Environments) ParDoPayload(org.apache.beam.model.pipeline.v1.RunnerApi.ParDoPayload) Read(org.apache.beam.sdk.io.Read) TupleTag(org.apache.beam.sdk.values.TupleTag) Matchers.hasSize(org.hamcrest.Matchers.hasSize) MatcherAssert.assertThat(org.hamcrest.MatcherAssert.assertThat) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) Pipeline(org.apache.beam.sdk.Pipeline) ExpectedException(org.junit.rules.ExpectedException) RunnerApi(org.apache.beam.model.pipeline.v1.RunnerApi) DoFn(org.apache.beam.sdk.transforms.DoFn) CountingSource(org.apache.beam.sdk.io.CountingSource) GroupByKey(org.apache.beam.sdk.transforms.GroupByKey) WithKeys(org.apache.beam.sdk.transforms.WithKeys) FixedWindows(org.apache.beam.sdk.transforms.windowing.FixedWindows) Test(org.junit.Test) JUnit4(org.junit.runners.JUnit4) PCollection(org.apache.beam.sdk.values.PCollection) Matchers.emptyIterable(org.hamcrest.Matchers.emptyIterable) Rule(org.junit.Rule) PCollectionView(org.apache.beam.sdk.values.PCollectionView) Iterables.getOnlyElement(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables.getOnlyElement) PTransformNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode) TupleTag(org.apache.beam.sdk.values.TupleTag) PCollectionNode(org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode) Pipeline(org.apache.beam.sdk.Pipeline) Components(org.apache.beam.model.pipeline.v1.RunnerApi.Components) PTransform(org.apache.beam.model.pipeline.v1.RunnerApi.PTransform) Test(org.junit.Test)

Aggregations

PTransform (org.apache.beam.model.pipeline.v1.RunnerApi.PTransform)58 Test (org.junit.Test)41 RunnerApi (org.apache.beam.model.pipeline.v1.RunnerApi)28 Components (org.apache.beam.model.pipeline.v1.RunnerApi.Components)23 PTransformNode (org.apache.beam.runners.core.construction.graph.PipelineNode.PTransformNode)22 PCollectionNode (org.apache.beam.runners.core.construction.graph.PipelineNode.PCollectionNode)21 PCollection (org.apache.beam.model.pipeline.v1.RunnerApi.PCollection)19 Map (java.util.Map)18 Environment (org.apache.beam.model.pipeline.v1.RunnerApi.Environment)18 ArrayList (java.util.ArrayList)16 ByteString (org.apache.beam.vendor.grpc.v1p43p2.com.google.protobuf.ByteString)16 WindowedValue (org.apache.beam.sdk.util.WindowedValue)11 Collection (java.util.Collection)9 SdkComponents (org.apache.beam.runners.core.construction.SdkComponents)9 Collectors (java.util.stream.Collectors)8 ImmutableMap (org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableMap)8 IOException (java.io.IOException)7 HashSet (java.util.HashSet)7 FunctionSpec (org.apache.beam.model.pipeline.v1.RunnerApi.FunctionSpec)7 Pipeline (org.apache.beam.model.pipeline.v1.RunnerApi.Pipeline)7