Examples with TwoInputNode org.apache.flink.optimizer.dag.TwoInputNode used on opensource projects

Example 1 with TwoInputNode

use of org.apache.flink.optimizer.dag.TwoInputNode in project flink by apache.

the class PipelineBreakingTest method testBranchingPlanNotReJoined.

/**
	 * Tests that branching plans, where the branches are not re-joined,
	 * do not place pipeline breakers.
	 * 
	 * <pre>
	 *                      /---> (filter) -> (sink)
	 *                     /
	 *                    /
	 * (source) -> (map) -----------------\
	 *                    \               (join) -> (sink)
	 *                     \   (source) --/
	 *                      \
	 *                       \
	 *                        \-> (sink)
	 * </pre>
	 */
@Test
public void testBranchingPlanNotReJoined() {
    try {
        ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
        DataSet<Integer> data = env.readTextFile("/never/accessed").map(new MapFunction<String, Integer>() {

            @Override
            public Integer map(String value) {
                return 0;
            }
        });
        // output 1
        data.filter(new FilterFunction<Integer>() {

            @Override
            public boolean filter(Integer value) {
                return false;
            }
        }).output(new DiscardingOutputFormat<Integer>());
        // output 2 does a join before a join
        data.join(env.fromElements(1, 2, 3, 4)).where(new IdentityKeyExtractor<Integer>()).equalTo(new IdentityKeyExtractor<Integer>()).output(new DiscardingOutputFormat<Tuple2<Integer, Integer>>());
        // output 3 is direct
        data.output(new DiscardingOutputFormat<Integer>());
        List<DataSinkNode> sinks = convertPlan(env.createProgramPlan());
        // gather the optimizer DAG nodes
        DataSinkNode sinkAfterFilter = sinks.get(0);
        DataSinkNode sinkAfterJoin = sinks.get(1);
        DataSinkNode sinkDirect = sinks.get(2);
        SingleInputNode filterNode = (SingleInputNode) sinkAfterFilter.getPredecessorNode();
        SingleInputNode mapNode = (SingleInputNode) filterNode.getPredecessorNode();
        TwoInputNode joinNode = (TwoInputNode) sinkAfterJoin.getPredecessorNode();
        SingleInputNode joinInput = (SingleInputNode) joinNode.getSecondPredecessorNode();
        // verify the non-pipeline breaking status
        assertFalse(sinkAfterFilter.getInputConnection().isBreakingPipeline());
        assertFalse(sinkAfterJoin.getInputConnection().isBreakingPipeline());
        assertFalse(sinkDirect.getInputConnection().isBreakingPipeline());
        assertFalse(filterNode.getIncomingConnection().isBreakingPipeline());
        assertFalse(mapNode.getIncomingConnection().isBreakingPipeline());
        assertFalse(joinNode.getFirstIncomingConnection().isBreakingPipeline());
        assertFalse(joinNode.getSecondIncomingConnection().isBreakingPipeline());
        assertFalse(joinInput.getIncomingConnection().isBreakingPipeline());
        // some other sanity checks on the plan construction (cannot hurt)
        assertEquals(mapNode, ((SingleInputNode) joinNode.getFirstPredecessorNode()).getPredecessorNode());
        assertEquals(mapNode, sinkDirect.getPredecessorNode());
    } catch (Exception e) {
        e.printStackTrace();
        fail(e.getMessage());
    }
}

Example 2 with TwoInputNode

use of org.apache.flink.optimizer.dag.TwoInputNode in project flink by apache.

the class InterestingProperties method filterByCodeAnnotations.

public InterestingProperties filterByCodeAnnotations(OptimizerNode node, int input) {
    InterestingProperties iProps = new InterestingProperties();
    SemanticProperties props;
    if (node instanceof SingleInputNode || node instanceof TwoInputNode) {
        props = node.getSemanticProperties();
    } else {
        props = new SemanticProperties.EmptySemanticProperties();
    }
    for (RequestedGlobalProperties rgp : this.globalProps) {
        RequestedGlobalProperties filtered = rgp.filterBySemanticProperties(props, input);
        if (filtered != null && !filtered.isTrivial()) {
            iProps.addGlobalProperties(filtered);
        }
    }
    for (RequestedLocalProperties rlp : this.localProps) {
        RequestedLocalProperties filtered = rlp.filterBySemanticProperties(props, input);
        if (filtered != null && !filtered.isTrivial()) {
            iProps.addLocalProperties(filtered);
        }
    }
    return iProps;
}

Example 3 with TwoInputNode

use of org.apache.flink.optimizer.dag.TwoInputNode in project flink by apache.

the class GenericFlatTypePostPass method traverse.

@SuppressWarnings("unchecked")
protected void traverse(PlanNode node, T parentSchema, boolean createUtilities) {
    // distinguish the node types
    if (node instanceof SinkPlanNode) {
        SinkPlanNode sn = (SinkPlanNode) node;
        Channel inchannel = sn.getInput();
        T schema = createEmptySchema();
        sn.postPassHelper = schema;
        // add the sinks information to the schema
        try {
            getSinkSchema(sn, schema);
        } catch (ConflictingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Conflicting type infomation for the data sink '" + sn.getSinkNode().getOperator().getName() + "'.");
        }
        // descend to the input channel
        try {
            propagateToChannel(schema, inchannel, createUtilities);
        } catch (MissingFieldTypeInfoException ex) {
            throw new CompilerPostPassException("Missing type infomation for the channel that inputs to the data sink '" + sn.getSinkNode().getOperator().getName() + "'.");
        }
    } else if (node instanceof SourcePlanNode) {
        if (createUtilities) {
            ((SourcePlanNode) node).setSerializer(createSerializer(parentSchema, node));
        // nothing else to be done here. the source has no input and no strategy itself
        }
    } else if (node instanceof BulkIterationPlanNode) {
        BulkIterationPlanNode iterationNode = (BulkIterationPlanNode) node;
        // get the nodes current schema
        T schema;
        if (iterationNode.postPassHelper == null) {
            schema = createEmptySchema();
            iterationNode.postPassHelper = schema;
        } else {
            schema = (T) iterationNode.postPassHelper;
        }
        schema.increaseNumConnectionsThatContributed();
        // add the parent schema to the schema
        if (propagateParentSchemaDown) {
            addSchemaToSchema(parentSchema, schema, iterationNode.getProgramOperator().getName());
        }
        // check whether all outgoing channels have not yet contributed. come back later if not.
        if (schema.getNumConnectionsThatContributed() < iterationNode.getOutgoingChannels().size()) {
            return;
        }
        if (iterationNode.getRootOfStepFunction() instanceof NAryUnionPlanNode) {
            throw new CompilerException("Optimizer cannot compile an iteration step function where next partial solution is created by a Union node.");
        }
        // traverse the termination criterion for the first time. create schema only, no utilities. Needed in case of intermediate termination criterion
        if (iterationNode.getRootOfTerminationCriterion() != null) {
            SingleInputPlanNode addMapper = (SingleInputPlanNode) iterationNode.getRootOfTerminationCriterion();
            traverse(addMapper.getInput().getSource(), createEmptySchema(), false);
            try {
                addMapper.getInput().setSerializer(createSerializer(createEmptySchema()));
            } catch (MissingFieldTypeInfoException e) {
                throw new RuntimeException(e);
            }
        }
        // traverse the step function for the first time. create schema only, no utilities
        traverse(iterationNode.getRootOfStepFunction(), schema, false);
        T pss = (T) iterationNode.getPartialSolutionPlanNode().postPassHelper;
        if (pss == null) {
            throw new CompilerException("Error in Optimizer Post Pass: Partial solution schema is null after first traversal of the step function.");
        }
        // traverse the step function for the second time, taking the schema of the partial solution
        traverse(iterationNode.getRootOfStepFunction(), pss, createUtilities);
        if (iterationNode.getRootOfTerminationCriterion() != null) {
            SingleInputPlanNode addMapper = (SingleInputPlanNode) iterationNode.getRootOfTerminationCriterion();
            traverse(addMapper.getInput().getSource(), createEmptySchema(), createUtilities);
            try {
                addMapper.getInput().setSerializer(createSerializer(createEmptySchema()));
            } catch (MissingFieldTypeInfoException e) {
                throw new RuntimeException(e);
            }
        }
        // take the schema from the partial solution node and add its fields to the iteration result schema.
        // input and output schema need to be identical, so this is essentially a sanity check
        addSchemaToSchema(pss, schema, iterationNode.getProgramOperator().getName());
        // set the serializer
        if (createUtilities) {
            iterationNode.setSerializerForIterationChannel(createSerializer(pss, iterationNode.getPartialSolutionPlanNode()));
        }
        // done, we can now propagate our info down
        try {
            propagateToChannel(schema, iterationNode.getInput(), createUtilities);
        } catch (MissingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Could not set up runtime strategy for input channel to node '" + iterationNode.getProgramOperator().getName() + "'. Missing type information for key field " + e.getFieldNumber());
        }
    } else if (node instanceof WorksetIterationPlanNode) {
        WorksetIterationPlanNode iterationNode = (WorksetIterationPlanNode) node;
        // get the nodes current schema
        T schema;
        if (iterationNode.postPassHelper == null) {
            schema = createEmptySchema();
            iterationNode.postPassHelper = schema;
        } else {
            schema = (T) iterationNode.postPassHelper;
        }
        schema.increaseNumConnectionsThatContributed();
        // add the parent schema to the schema (which refers to the solution set schema)
        if (propagateParentSchemaDown) {
            addSchemaToSchema(parentSchema, schema, iterationNode.getProgramOperator().getName());
        }
        // check whether all outgoing channels have not yet contributed. come back later if not.
        if (schema.getNumConnectionsThatContributed() < iterationNode.getOutgoingChannels().size()) {
            return;
        }
        if (iterationNode.getNextWorkSetPlanNode() instanceof NAryUnionPlanNode) {
            throw new CompilerException("Optimizer cannot compile a workset iteration step function where the next workset is produced by a Union node.");
        }
        if (iterationNode.getSolutionSetDeltaPlanNode() instanceof NAryUnionPlanNode) {
            throw new CompilerException("Optimizer cannot compile a workset iteration step function where the solution set delta is produced by a Union node.");
        }
        // traverse the step function
        // pass an empty schema to the next workset and the parent schema to the solution set delta
        // these first traversals are schema only
        traverse(iterationNode.getNextWorkSetPlanNode(), createEmptySchema(), false);
        traverse(iterationNode.getSolutionSetDeltaPlanNode(), schema, false);
        T wss = (T) iterationNode.getWorksetPlanNode().postPassHelper;
        T sss = (T) iterationNode.getSolutionSetPlanNode().postPassHelper;
        if (wss == null) {
            throw new CompilerException("Error in Optimizer Post Pass: Workset schema is null after first traversal of the step function.");
        }
        if (sss == null) {
            throw new CompilerException("Error in Optimizer Post Pass: Solution set schema is null after first traversal of the step function.");
        }
        // make the second pass and instantiate the utilities
        traverse(iterationNode.getNextWorkSetPlanNode(), wss, createUtilities);
        traverse(iterationNode.getSolutionSetDeltaPlanNode(), sss, createUtilities);
        // the solution set input and the result must have the same schema, this acts as a sanity check.
        try {
            for (Map.Entry<Integer, X> entry : sss) {
                Integer pos = entry.getKey();
                schema.addType(pos, entry.getValue());
            }
        } catch (ConflictingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Conflicting type information for field " + e.getFieldNumber() + " in node '" + iterationNode.getProgramOperator().getName() + "'. Contradicting types between the " + "result of the iteration and the solution set schema: " + e.getPreviousType() + " and " + e.getNewType() + ". Most probable cause: Invalid constant field annotations.");
        }
        // set the serializers and comparators
        if (createUtilities) {
            WorksetIterationNode optNode = iterationNode.getIterationNode();
            iterationNode.setWorksetSerializer(createSerializer(wss, iterationNode.getWorksetPlanNode()));
            iterationNode.setSolutionSetSerializer(createSerializer(sss, iterationNode.getSolutionSetPlanNode()));
            try {
                iterationNode.setSolutionSetComparator(createComparator(optNode.getSolutionSetKeyFields(), null, sss));
            } catch (MissingFieldTypeInfoException ex) {
                throw new CompilerPostPassException("Could not set up the solution set for workset iteration '" + optNode.getOperator().getName() + "'. Missing type information for key field " + ex.getFieldNumber() + '.');
            }
        }
        // done, we can now propagate our info down
        try {
            propagateToChannel(schema, iterationNode.getInitialSolutionSetInput(), createUtilities);
            propagateToChannel(wss, iterationNode.getInitialWorksetInput(), createUtilities);
        } catch (MissingFieldTypeInfoException ex) {
            throw new CompilerPostPassException("Could not set up runtime strategy for input channel to node '" + iterationNode.getProgramOperator().getName() + "'. Missing type information for key field " + ex.getFieldNumber());
        }
    } else if (node instanceof SingleInputPlanNode) {
        SingleInputPlanNode sn = (SingleInputPlanNode) node;
        // get the nodes current schema
        T schema;
        if (sn.postPassHelper == null) {
            schema = createEmptySchema();
            sn.postPassHelper = schema;
        } else {
            schema = (T) sn.postPassHelper;
        }
        schema.increaseNumConnectionsThatContributed();
        SingleInputNode optNode = sn.getSingleInputNode();
        // add the parent schema to the schema
        if (propagateParentSchemaDown) {
            addSchemaToSchema(parentSchema, schema, optNode, 0);
        }
        // check whether all outgoing channels have not yet contributed. come back later if not.
        if (schema.getNumConnectionsThatContributed() < sn.getOutgoingChannels().size()) {
            return;
        }
        // add the nodes local information
        try {
            getSingleInputNodeSchema(sn, schema);
        } catch (ConflictingFieldTypeInfoException e) {
            throw new CompilerPostPassException(getConflictingTypeErrorMessage(e, optNode.getOperator().getName()));
        }
        if (createUtilities) {
            // parameterize the node's driver strategy
            for (int i = 0; i < sn.getDriverStrategy().getNumRequiredComparators(); i++) {
                try {
                    sn.setComparator(createComparator(sn.getKeys(i), sn.getSortOrders(i), schema), i);
                } catch (MissingFieldTypeInfoException e) {
                    throw new CompilerPostPassException("Could not set up runtime strategy for node '" + optNode.getOperator().getName() + "'. Missing type information for key field " + e.getFieldNumber());
                }
            }
        }
        // done, we can now propagate our info down
        try {
            propagateToChannel(schema, sn.getInput(), createUtilities);
        } catch (MissingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Could not set up runtime strategy for input channel to node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
        }
        // don't forget the broadcast inputs
        for (Channel c : sn.getBroadcastInputs()) {
            try {
                propagateToChannel(createEmptySchema(), c, createUtilities);
            } catch (MissingFieldTypeInfoException e) {
                throw new CompilerPostPassException("Could not set up runtime strategy for broadcast channel in node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
            }
        }
    } else if (node instanceof DualInputPlanNode) {
        DualInputPlanNode dn = (DualInputPlanNode) node;
        // get the nodes current schema
        T schema1;
        T schema2;
        if (dn.postPassHelper1 == null) {
            schema1 = createEmptySchema();
            schema2 = createEmptySchema();
            dn.postPassHelper1 = schema1;
            dn.postPassHelper2 = schema2;
        } else {
            schema1 = (T) dn.postPassHelper1;
            schema2 = (T) dn.postPassHelper2;
        }
        schema1.increaseNumConnectionsThatContributed();
        schema2.increaseNumConnectionsThatContributed();
        TwoInputNode optNode = dn.getTwoInputNode();
        // add the parent schema to the schema
        if (propagateParentSchemaDown) {
            addSchemaToSchema(parentSchema, schema1, optNode, 0);
            addSchemaToSchema(parentSchema, schema2, optNode, 1);
        }
        // check whether all outgoing channels have not yet contributed. come back later if not.
        if (schema1.getNumConnectionsThatContributed() < dn.getOutgoingChannels().size()) {
            return;
        }
        // add the nodes local information
        try {
            getDualInputNodeSchema(dn, schema1, schema2);
        } catch (ConflictingFieldTypeInfoException e) {
            throw new CompilerPostPassException(getConflictingTypeErrorMessage(e, optNode.getOperator().getName()));
        }
        // parameterize the node's driver strategy
        if (createUtilities) {
            if (dn.getDriverStrategy().getNumRequiredComparators() > 0) {
                // set the individual comparators
                try {
                    dn.setComparator1(createComparator(dn.getKeysForInput1(), dn.getSortOrders(), schema1));
                    dn.setComparator2(createComparator(dn.getKeysForInput2(), dn.getSortOrders(), schema2));
                } catch (MissingFieldTypeInfoException e) {
                    throw new CompilerPostPassException("Could not set up runtime strategy for node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
                }
                // set the pair comparator
                try {
                    dn.setPairComparator(createPairComparator(dn.getKeysForInput1(), dn.getKeysForInput2(), dn.getSortOrders(), schema1, schema2));
                } catch (MissingFieldTypeInfoException e) {
                    throw new CompilerPostPassException("Could not set up runtime strategy for node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
                }
            }
        }
        // done, we can now propagate our info down
        try {
            propagateToChannel(schema1, dn.getInput1(), createUtilities);
        } catch (MissingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Could not set up runtime strategy for the first input channel to node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
        }
        try {
            propagateToChannel(schema2, dn.getInput2(), createUtilities);
        } catch (MissingFieldTypeInfoException e) {
            throw new CompilerPostPassException("Could not set up runtime strategy for the second input channel to node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
        }
        // don't forget the broadcast inputs
        for (Channel c : dn.getBroadcastInputs()) {
            try {
                propagateToChannel(createEmptySchema(), c, createUtilities);
            } catch (MissingFieldTypeInfoException e) {
                throw new CompilerPostPassException("Could not set up runtime strategy for broadcast channel in node '" + optNode.getOperator().getName() + "'. Missing type information for field " + e.getFieldNumber());
            }
        }
    } else if (node instanceof NAryUnionPlanNode) {
        // only propagate the info down
        try {
            for (Channel channel : node.getInputs()) {
                propagateToChannel(parentSchema, channel, createUtilities);
            }
        } catch (MissingFieldTypeInfoException ex) {
            throw new CompilerPostPassException("Could not set up runtime strategy for the input channel to " + " a union node. Missing type information for field " + ex.getFieldNumber());
        }
    } else // catch the sources of the iterative step functions
    if (node instanceof BulkPartialSolutionPlanNode || node instanceof SolutionSetPlanNode || node instanceof WorksetPlanNode) {
        // get the nodes current schema
        T schema;
        String name;
        if (node instanceof BulkPartialSolutionPlanNode) {
            BulkPartialSolutionPlanNode psn = (BulkPartialSolutionPlanNode) node;
            if (psn.postPassHelper == null) {
                schema = createEmptySchema();
                psn.postPassHelper = schema;
            } else {
                schema = (T) psn.postPassHelper;
            }
            name = "partial solution of bulk iteration '" + psn.getPartialSolutionNode().getIterationNode().getOperator().getName() + "'";
        } else if (node instanceof SolutionSetPlanNode) {
            SolutionSetPlanNode ssn = (SolutionSetPlanNode) node;
            if (ssn.postPassHelper == null) {
                schema = createEmptySchema();
                ssn.postPassHelper = schema;
            } else {
                schema = (T) ssn.postPassHelper;
            }
            name = "solution set of workset iteration '" + ssn.getSolutionSetNode().getIterationNode().getOperator().getName() + "'";
        } else if (node instanceof WorksetPlanNode) {
            WorksetPlanNode wsn = (WorksetPlanNode) node;
            if (wsn.postPassHelper == null) {
                schema = createEmptySchema();
                wsn.postPassHelper = schema;
            } else {
                schema = (T) wsn.postPassHelper;
            }
            name = "workset of workset iteration '" + wsn.getWorksetNode().getIterationNode().getOperator().getName() + "'";
        } else {
            throw new CompilerException();
        }
        schema.increaseNumConnectionsThatContributed();
        // add the parent schema to the schema
        addSchemaToSchema(parentSchema, schema, name);
    } else {
        throw new CompilerPostPassException("Unknown node type encountered: " + node.getClass().getName());
    }
}

Example 4 with TwoInputNode

use of org.apache.flink.optimizer.dag.TwoInputNode in project flink by apache.

the class PipelineBreakingTest method testReJoinedBranches.

/**
	 * Tests that branches that are re-joined have place pipeline breakers.
	 * 
	 * <pre>
	 *                                         /-> (sink)
	 *                                        /
	 *                         /-> (reduce) -+          /-> (flatmap) -> (sink)
	 *                        /               \        /
	 *     (source) -> (map) -                (join) -+-----\
	 *                        \               /              \
	 *                         \-> (filter) -+                \
	 *                                       \                (co group) -> (sink)
	 *                                        \                /
	 *                                         \-> (reduce) - /
	 * </pre>
	 */
@Test
public void testReJoinedBranches() {
    try {
        // build a test program
        ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
        DataSet<Tuple2<Long, Long>> data = env.fromElements(33L, 44L).map(new MapFunction<Long, Tuple2<Long, Long>>() {

            @Override
            public Tuple2<Long, Long> map(Long value) {
                return new Tuple2<Long, Long>(value, value);
            }
        });
        DataSet<Tuple2<Long, Long>> reduced = data.groupBy(0).reduce(new SelectOneReducer<Tuple2<Long, Long>>());
        reduced.output(new DiscardingOutputFormat<Tuple2<Long, Long>>());
        DataSet<Tuple2<Long, Long>> filtered = data.filter(new FilterFunction<Tuple2<Long, Long>>() {

            @Override
            public boolean filter(Tuple2<Long, Long> value) throws Exception {
                return false;
            }
        });
        DataSet<Tuple2<Long, Long>> joined = reduced.join(filtered).where(1).equalTo(1).with(new DummyFlatJoinFunction<Tuple2<Long, Long>>());
        joined.flatMap(new IdentityFlatMapper<Tuple2<Long, Long>>()).output(new DiscardingOutputFormat<Tuple2<Long, Long>>());
        joined.coGroup(filtered.groupBy(1).reduceGroup(new Top1GroupReducer<Tuple2<Long, Long>>())).where(0).equalTo(0).with(new DummyCoGroupFunction<Tuple2<Long, Long>, Tuple2<Long, Long>>()).output(new DiscardingOutputFormat<Tuple2<Tuple2<Long, Long>, Tuple2<Long, Long>>>());
        List<DataSinkNode> sinks = convertPlan(env.createProgramPlan());
        // gather the optimizer DAG nodes
        DataSinkNode sinkAfterReduce = sinks.get(0);
        DataSinkNode sinkAfterFlatMap = sinks.get(1);
        DataSinkNode sinkAfterCoGroup = sinks.get(2);
        SingleInputNode reduceNode = (SingleInputNode) sinkAfterReduce.getPredecessorNode();
        SingleInputNode mapNode = (SingleInputNode) reduceNode.getPredecessorNode();
        SingleInputNode flatMapNode = (SingleInputNode) sinkAfterFlatMap.getPredecessorNode();
        TwoInputNode joinNode = (TwoInputNode) flatMapNode.getPredecessorNode();
        SingleInputNode filterNode = (SingleInputNode) joinNode.getSecondPredecessorNode();
        TwoInputNode coGroupNode = (TwoInputNode) sinkAfterCoGroup.getPredecessorNode();
        SingleInputNode otherReduceNode = (SingleInputNode) coGroupNode.getSecondPredecessorNode();
        // test sanity checks (that we constructed the DAG correctly)
        assertEquals(reduceNode, joinNode.getFirstPredecessorNode());
        assertEquals(mapNode, filterNode.getPredecessorNode());
        assertEquals(joinNode, coGroupNode.getFirstPredecessorNode());
        assertEquals(filterNode, otherReduceNode.getPredecessorNode());
        // verify the pipeline breaking status
        assertFalse(sinkAfterReduce.getInputConnection().isBreakingPipeline());
        assertFalse(sinkAfterFlatMap.getInputConnection().isBreakingPipeline());
        assertFalse(sinkAfterCoGroup.getInputConnection().isBreakingPipeline());
        assertFalse(mapNode.getIncomingConnection().isBreakingPipeline());
        assertFalse(flatMapNode.getIncomingConnection().isBreakingPipeline());
        assertFalse(joinNode.getFirstIncomingConnection().isBreakingPipeline());
        assertFalse(coGroupNode.getFirstIncomingConnection().isBreakingPipeline());
        assertFalse(coGroupNode.getSecondIncomingConnection().isBreakingPipeline());
        // these should be pipeline breakers
        assertTrue(reduceNode.getIncomingConnection().isBreakingPipeline());
        assertTrue(filterNode.getIncomingConnection().isBreakingPipeline());
        assertTrue(otherReduceNode.getIncomingConnection().isBreakingPipeline());
        assertTrue(joinNode.getSecondIncomingConnection().isBreakingPipeline());
    } catch (Exception e) {
        e.printStackTrace();
        fail(e.getMessage());
    }
}