Examples with FieldOperation io.cdap.cdap.etl.api.lineage.field.FieldOperation used on opensource projects

Example 1 with FieldOperation

use of io.cdap.cdap.etl.api.lineage.field.FieldOperation in project cdap by caskdata.

the class FieldLineageProcessorTest method testGeneratedOperations.

@Test
public void testGeneratedOperations() throws Exception {
    // src -> transform1 -> transform2 -> sink
    Schema srcSchema = Schema.recordOf("srcSchema", Schema.Field.of("body", Schema.of(Schema.Type.STRING)), Schema.Field.of("offset", Schema.of(Schema.Type.INT)));
    Schema transform1Schema = Schema.recordOf("trans1Schema", Schema.Field.of("body", Schema.of(Schema.Type.STRING)));
    Schema transform2Schema = Schema.recordOf("trans2Schema", Schema.Field.of("id", Schema.of(Schema.Type.INT)), Schema.Field.of("name", Schema.of(Schema.Type.STRING)));
    Set<StageSpec> stageSpecs = ImmutableSet.of(StageSpec.builder("src", DUMMY_PLUGIN).addOutput(srcSchema, "transform1").build(), StageSpec.builder("transform1", DUMMY_PLUGIN).addInputSchema("src", srcSchema).addOutput(transform1Schema, "transform2").build(), StageSpec.builder("transform2", DUMMY_PLUGIN).addInputSchema("transform1", transform1Schema).addOutput(transform2Schema, "sink").build(), StageSpec.builder("sink", DUMMY_PLUGIN).addInputSchema("transform2", transform2Schema).build());
    Set<Connection> connections = ImmutableSet.of(new Connection("src", "transform1"), new Connection("transform1", "transform2"), new Connection("transform2", "sink"));
    PipelineSpec pipelineSpec = PipelineSpec.builder().addStages(stageSpecs).addConnections(connections).build();
    FieldLineageProcessor processor = new FieldLineageProcessor(pipelineSpec);
    Map<String, List<FieldOperation>> fieldOperations = ImmutableMap.of("src", Collections.singletonList(new FieldReadOperation("Read", "1st operation", EndPoint.of("file"), ImmutableList.of("body", "offset"))), "transform1", Collections.emptyList(), "transform2", Collections.emptyList(), "sink", Collections.singletonList(new FieldWriteOperation("Write", "4th operation", EndPoint.of("sink"), ImmutableList.of("id", "name"))));
    Set<Operation> operations = processor.validateAndConvert(fieldOperations);
    Set<Operation> expected = ImmutableSet.of(new ReadOperation("src.Read", "1st operation", EndPoint.of("file"), ImmutableList.of("body", "offset")), new TransformOperation("transform1.Transform", "", ImmutableList.of(InputField.of("src.Read", "body"), InputField.of("src.Read", "offset")), "body"), new TransformOperation("transform2.Transform", "", ImmutableList.of(InputField.of("transform1.Transform", "body")), ImmutableList.of("id", "name")), new WriteOperation("sink.Write", "4th operation", EndPoint.of("sink"), ImmutableList.of(InputField.of("transform2.Transform", "id"), InputField.of("transform2.Transform", "name"))));
    Assert.assertEquals(expected, operations);
}

Example 2 with FieldOperation

use of io.cdap.cdap.etl.api.lineage.field.FieldOperation in project cdap by caskdata.

the class StageOperationsValidatorTest method testUnusedInvalidInputs.

@Test
public void testUnusedInvalidInputs() {
    // for write operation, all the inputs are written to the endpoint
    FieldOperation write = new FieldWriteOperation("write", "writing data", EndPoint.of("default", "file2"), "name", "address", "zip");
    StageOperationsValidator.Builder builder = new StageOperationsValidator.Builder(Collections.singletonList(write));
    builder.addStageInputs(Arrays.asList("name", "address"));
    StageOperationsValidator stageOperationsValidator = builder.build();
    stageOperationsValidator.validate();
    InvalidFieldOperations expected = new InvalidFieldOperations(ImmutableMap.of("zip", Collections.singletonList("write")), Collections.emptyMap());
    Assert.assertEquals(expected, stageOperationsValidator.getStageInvalids());
    // the input field is not in a non-existing field, so invalid
    FieldTransformOperation transform = new FieldTransformOperation("transform", "description", ImmutableList.of("nonexist"), ImmutableList.of("val2"));
    builder = new StageOperationsValidator.Builder(Collections.singletonList(transform));
    builder.addStageInputs(Collections.singletonList("exist"));
    builder.addStageOutputs(Collections.singletonList("val2"));
    StageOperationsValidator validator = builder.build();
    validator.validate();
    expected = new InvalidFieldOperations(Collections.singletonMap("nonexist", Collections.singletonList("transform")), Collections.emptyMap());
    InvalidFieldOperations stageInvalids = validator.getStageInvalids();
    Assert.assertEquals(expected, stageInvalids);
}

Example 3 with FieldOperation

use of io.cdap.cdap.etl.api.lineage.field.FieldOperation in project cdap by caskdata.

the class StageOperationsValidatorTest method testUnusedValidOutputs.

@Test
public void testUnusedValidOutputs() {
    // the read operation has [offset, body] as output fields, the output schema only has [body], it
    // should still be valid
    FieldOperation read = new FieldReadOperation("read", "reading data", EndPoint.of("default", "file"), "offset", "body");
    StageOperationsValidator.Builder builder = new StageOperationsValidator.Builder(Collections.singletonList(read));
    builder.addStageOutputs(Collections.singleton("body"));
    StageOperationsValidator stageOperationsValidator = builder.build();
    stageOperationsValidator.validate();
    Assert.assertNull(stageOperationsValidator.getStageInvalids());
    // the transform has [body] -> [name, address, zip], the output schema has [name, address], it is still valid
    // since the field is generated by the input schema fields
    FieldOperation transform = new FieldTransformOperation("parse", "parsing data", Collections.singletonList("body"), Arrays.asList("name", "address", "zip"));
    builder = new StageOperationsValidator.Builder(Collections.singletonList(transform));
    builder.addStageInputs(Collections.singleton("body"));
    builder.addStageOutputs(Arrays.asList("name", "address"));
    stageOperationsValidator = builder.build();
    stageOperationsValidator.validate();
    Assert.assertNull(stageOperationsValidator.getStageInvalids());
    // simulate joiner, the operations are [d1.k1, d2.k2] -> [k1, k2], [d1.val1] -> [val1], [d2.val2] -> [val2],
    // the input schema are [d1.k1, d2.k2, d1.val1, d1.val2], output schemas are [val1, val2], this is still valid
    // since both d1.k1, d2.k2 are in the input schema though k1, k2 are not in output schema.
    FieldTransformOperation transform1 = new FieldTransformOperation("transform1", "description1", ImmutableList.of("d1.k1", "d2.k2"), ImmutableList.of("k1", "k2"));
    FieldTransformOperation transform2 = new FieldTransformOperation("transform2", "description2", ImmutableList.of("d1.val1"), ImmutableList.of("val1"));
    FieldTransformOperation transform3 = new FieldTransformOperation("transform3", "description3", ImmutableList.of("d2.val2"), ImmutableList.of("val2"));
    builder = new StageOperationsValidator.Builder(ImmutableList.of(transform1, transform2, transform3));
    builder.addStageInputs(ImmutableList.of("d1.k1", "d2.k2", "d1.val1", "d2.val2"));
    builder.addStageOutputs(ImmutableList.of("val1", "val2"));
    StageOperationsValidator validator = builder.build();
    validator.validate();
    Assert.assertNull(validator.getStageInvalids());
}

Example 4 with FieldOperation

use of io.cdap.cdap.etl.api.lineage.field.FieldOperation in project cdap by caskdata.

the class StageOperationsValidatorTest method testRedundantOutputUsedAsInput.

@Test
public void testRedundantOutputUsedAsInput() {
    List<FieldOperation> pipelineOperations = new ArrayList<>();
    pipelineOperations.add(new FieldTransformOperation("redundant_parse1", "parsing data", Collections.singletonList("body"), "name"));
    pipelineOperations.add(new FieldTransformOperation("redundant_parse2", "parsing data", Collections.singletonList("body"), "name"));
    pipelineOperations.add(new FieldTransformOperation("non_redundant_parse", "parsing data", Collections.singletonList("body"), "name"));
    pipelineOperations.add(new FieldTransformOperation("parse", "parsing data", Arrays.asList("body", "name"), Arrays.asList("name", "address", "zip")));
    StageOperationsValidator.Builder builder = new StageOperationsValidator.Builder(pipelineOperations);
    builder.addStageInputs(Arrays.asList("offset", "body"));
    builder.addStageOutputs(Arrays.asList("name", "address", "zip"));
    StageOperationsValidator stageOperationsValidator = builder.build();
    stageOperationsValidator.validate();
    Map<String, List<String>> expected = ImmutableMap.of("name", Arrays.asList("redundant_parse1", "redundant_parse2"));
    Assert.assertEquals(expected, stageOperationsValidator.getRedundantOutputs());
}

Example 5 with FieldOperation

use of io.cdap.cdap.etl.api.lineage.field.FieldOperation in project cdap by caskdata.

the class LineageOperationProcessorTest method testJoinWith3Inputs.

@Test
public void testJoinWith3Inputs() {
    // customer -> (id, name)---------- |
    // |
    // purchase ->(customer_id, item)------> JOIN --->(id_from_customer, customer_id, address_id,
    // |                   name_from_customer, address)
    // |
    // address ->(address_id, address)--|
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n4"));
    connections.add(new Connection("n2", "n4"));
    connections.add(new Connection("n3", "n4"));
    connections.add(new Connection("n4", "n5"));
    EndPoint cEndPoint = EndPoint.of("default", "customer");
    EndPoint pEndPoint = EndPoint.of("default", "purchase");
    EndPoint aEndPoint = EndPoint.of("default", "address");
    EndPoint acpEndPoint = EndPoint.of("default", "customer_purchase_address");
    Map<String, List<FieldOperation>> stageOperations = new HashMap<>();
    stageOperations.put("n1", Collections.singletonList(new FieldReadOperation("ReadCustomer", "read description", cEndPoint, "id", "name")));
    stageOperations.put("n2", Collections.singletonList(new FieldReadOperation("ReadPurchase", "read description", pEndPoint, "customer_id", "item")));
    stageOperations.put("n3", Collections.singletonList(new FieldReadOperation("ReadAddress", "read description", aEndPoint, "address_id", "address")));
    List<FieldOperation> operationsFromJoin = new ArrayList<>();
    operationsFromJoin.add(new FieldTransformOperation("Join", "Join Operation", Arrays.asList("n1.id", "n2.customer_id", "n3.address_id"), Arrays.asList("id", "customer_id", "address_id")));
    operationsFromJoin.add(new FieldTransformOperation("Rename id", "Rename Operation", Collections.singletonList("id"), Collections.singletonList("id_from_customer")));
    operationsFromJoin.add(new FieldTransformOperation("Rename customer.name", "Rename Operation", Collections.singletonList("n1.name"), Collections.singletonList("name_from_customer")));
    operationsFromJoin.add(new FieldTransformOperation("Identity address.address", "Identity Operation", Collections.singletonList("n3.address"), Collections.singletonList("address")));
    stageOperations.put("n4", operationsFromJoin);
    stageOperations.put("n5", Collections.singletonList(new FieldWriteOperation("Write", "Write Operation", acpEndPoint, "id_from_customer", "customer_id", "address_id", "name_from_customer", "address")));
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.singleton("n4"));
    Set<Operation> processedOperations = processor.process();
    Set<Operation> expectedOperations = new HashSet<>();
    expectedOperations.add(new ReadOperation("n1.ReadCustomer", "read description", cEndPoint, "id", "name"));
    expectedOperations.add(new ReadOperation("n2.ReadPurchase", "read description", pEndPoint, "customer_id", "item"));
    expectedOperations.add(new ReadOperation("n3.ReadAddress", "read description", aEndPoint, "address_id", "address"));
    expectedOperations.add(new TransformOperation("n4.Join", "Join Operation", Arrays.asList(InputField.of("n1.ReadCustomer", "id"), InputField.of("n2.ReadPurchase", "customer_id"), InputField.of("n3.ReadAddress", "address_id")), "id", "customer_id", "address_id"));
    expectedOperations.add(new TransformOperation("n4.Rename id", "Rename Operation", Collections.singletonList(InputField.of("n4.Join", "id")), "id_from_customer"));
    expectedOperations.add(new TransformOperation("n4.Rename customer.name", "Rename Operation", Collections.singletonList(InputField.of("n1.ReadCustomer", "name")), "name_from_customer"));
    expectedOperations.add(new TransformOperation("n4.Identity address.address", "Identity Operation", Collections.singletonList(InputField.of("n3.ReadAddress", "address")), "address"));
    expectedOperations.add(new WriteOperation("n5.Write", "Write Operation", acpEndPoint, Arrays.asList(InputField.of("n4.Rename id", "id_from_customer"), InputField.of("n4.Join", "customer_id"), InputField.of("n4.Join", "address_id"), InputField.of("n4.Rename customer.name", "name_from_customer"), InputField.of("n4.Identity address.address", "address"))));
    Assert.assertEquals(expectedOperations, processedOperations);
}