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

Example 36 with TransformOperation

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

the class LineageOperationProcessorTest method testMergeOperationsNonRepeat.

@Test
public void testMergeOperationsNonRepeat() {
    // n1 -> n3 ----
    // |---- n5
    // n2 -> n4 ----
    // operations (n1) -> (id, name)
    // (n3) -> (body, offset)
    // (n2.id) -> id
    // (n2.name) -> name
    // (n4.body) -> (id, name)
    // (n5) -> (id, name)
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n3"));
    connections.add(new Connection("n3", "n5"));
    connections.add(new Connection("n2", "n4"));
    connections.add(new Connection("n4", "n5"));
    EndPoint src1 = EndPoint.of("default", "n1");
    EndPoint src2 = EndPoint.of("default", "n2");
    EndPoint dest = EndPoint.of("default", "n5");
    Map<String, List<FieldOperation>> stageOperations = new HashMap<>();
    stageOperations.put("n1", Collections.singletonList(new FieldReadOperation("read1", "read description", src1, "id", "name")));
    stageOperations.put("n2", Collections.singletonList(new FieldReadOperation("read2", "read description", src2, "body", "offset")));
    List<FieldOperation> n3Operations = stageOperations.computeIfAbsent("n3", k -> new ArrayList<>());
    n3Operations.add(new FieldTransformOperation("identity1", "identity", Collections.singletonList("id"), "id"));
    n3Operations.add(new FieldTransformOperation("identity2", "identity", Collections.singletonList("name"), "name"));
    stageOperations.put("n4", Collections.singletonList(new FieldTransformOperation("generate", "generate", Collections.singletonList("body"), "id", "name")));
    stageOperations.put("n5", Collections.singletonList(new FieldWriteOperation("write", "write", dest, "id", "name")));
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.emptySet());
    Set<Operation> expectedOperations = new HashSet<>();
    expectedOperations.add(new ReadOperation("n1.read1", "read description", src1, "id", "name"));
    expectedOperations.add(new ReadOperation("n2.read2", "read description", src2, "body", "offset"));
    expectedOperations.add(new TransformOperation("n3.identity1", "identity", Collections.singletonList(InputField.of("n1.read1", "id")), "id"));
    expectedOperations.add(new TransformOperation("n3.identity2", "identity", Collections.singletonList(InputField.of("n1.read1", "name")), "name"));
    expectedOperations.add(new TransformOperation("n4.generate", "generate", Collections.singletonList(InputField.of("n2.read2", "body")), "id", "name"));
    expectedOperations.add(new TransformOperation("n3,n4.merge.id", "Merged stages: n3,n4", Arrays.asList(InputField.of("n3.identity1", "id"), InputField.of("n4.generate", "id")), "id"));
    expectedOperations.add(new TransformOperation("n3,n4.merge.name", "Merged stages: n3,n4", Arrays.asList(InputField.of("n3.identity2", "name"), InputField.of("n4.generate", "name")), "name"));
    expectedOperations.add(new TransformOperation("n3,n4.merge.body", "Merged stages: n3,n4", Collections.singletonList(InputField.of("n2.read2", "body")), "body"));
    expectedOperations.add(new TransformOperation("n3,n4.merge.offset", "Merged stages: n3,n4", Collections.singletonList(InputField.of("n2.read2", "offset")), "offset"));
    expectedOperations.add(new WriteOperation("n5.write", "write", dest, Arrays.asList(InputField.of("n3,n4.merge.id", "id"), InputField.of("n3,n4.merge.name", "name"))));
    Set<Operation> process = processor.process();
    Assert.assertEquals(expectedOperations, process);
}

Example 37 with TransformOperation

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

the class LineageOperationProcessorTest method testSimpleJoinWithRenameOnAdditionalFields.

@Test
public void testSimpleJoinWithRenameOnAdditionalFields() {
    // customer -> (id, name)----------
    // |
    // JOIN  --->(id_from_customer, customer_id, name_from_customer, item_from_purchase)
    // |
    // purchase ->(customer_id, item)---
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n3"));
    connections.add(new Connection("n2", "n3"));
    connections.add(new Connection("n3", "n4"));
    EndPoint cEndPoint = EndPoint.of("default", "customer");
    EndPoint pEndPoint = EndPoint.of("default", "purchase");
    EndPoint cpEndPoint = EndPoint.of("default", "customer_purchase");
    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")));
    List<FieldOperation> operationsFromJoin = new ArrayList<>();
    operationsFromJoin.add(new FieldTransformOperation("Join", "Join Operation", Arrays.asList("n1.id", "n2.customer_id"), Arrays.asList("id", "customer_id")));
    operationsFromJoin.add(new FieldTransformOperation("Rename id", "Rename id", Collections.singletonList("id"), "id_from_customer"));
    operationsFromJoin.add(new FieldTransformOperation("Rename name", "Rename name", Collections.singletonList("n1.name"), "name_from_customer"));
    operationsFromJoin.add(new FieldTransformOperation("Rename item", "Rename item", Collections.singletonList("n2.item"), "item_from_purchase"));
    stageOperations.put("n3", operationsFromJoin);
    stageOperations.put("n4", Collections.singletonList(new FieldWriteOperation("Write", "write description", cpEndPoint, "id_from_customer", "customer_id", "name_from_customer", "item_from_purchase")));
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.singleton("n3"));
    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 TransformOperation("n3.Join", "Join Operation", Arrays.asList(InputField.of("n1.ReadCustomer", "id"), InputField.of("n2.ReadPurchase", "customer_id")), "id", "customer_id"));
    expectedOperations.add(new TransformOperation("n3.Rename id", "Rename id", Collections.singletonList(InputField.of("n3.Join", "id")), "id_from_customer"));
    expectedOperations.add(new TransformOperation("n3.Rename name", "Rename name", Collections.singletonList(InputField.of("n1.ReadCustomer", "name")), "name_from_customer"));
    expectedOperations.add(new TransformOperation("n3.Rename item", "Rename item", Collections.singletonList(InputField.of("n2.ReadPurchase", "item")), "item_from_purchase"));
    expectedOperations.add(new WriteOperation("n4.Write", "write description", cpEndPoint, Arrays.asList(InputField.of("n3.Rename id", "id_from_customer"), InputField.of("n3.Join", "customer_id"), InputField.of("n3.Rename name", "name_from_customer"), InputField.of("n3.Rename item", "item_from_purchase"))));
    Assert.assertEquals(expectedOperations, processedOperations);
}

Example 38 with TransformOperation

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

the class LineageOperationProcessorTest method testComplexMerge.

@Test
public void testComplexMerge() {
    // 
    // n1----n2---
    // |         |-------n6
    // |----n5---|
    // n3----n4---         |---n7----n8
    // 
    // 
    // n1: read: file1 -> offset,body
    // n2: parse: body -> name, address, zip
    // n3: read: file2 -> offset,body
    // n4: parse: body -> name, address, zip
    // n5: normalize: address -> address
    // n5: rename: address -> state_address
    // n6: write: offset, name, address -> file3
    // n7: rename: offset -> file_offset
    // n8: write: file_offset, name, address, zip -> file4
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n2"));
    connections.add(new Connection("n2", "n5"));
    connections.add(new Connection("n3", "n4"));
    connections.add(new Connection("n4", "n5"));
    connections.add(new Connection("n5", "n6"));
    connections.add(new Connection("n5", "n7"));
    connections.add(new Connection("n7", "n8"));
    EndPoint n1EndPoint = EndPoint.of("ns", "file1");
    EndPoint n3EndPoint = EndPoint.of("ns", "file2");
    EndPoint n6EndPoint = EndPoint.of("ns", "file3");
    EndPoint n8EndPoint = EndPoint.of("ns", "file4");
    Map<String, List<FieldOperation>> stageOperations = new HashMap<>();
    List<FieldOperation> fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldReadOperation("read", "reading file 1", n1EndPoint, "offset", "body"));
    stageOperations.put("n1", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("parse", "parsing file 1", Collections.singletonList("body"), "name", "address", "zip"));
    stageOperations.put("n2", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldReadOperation("read", "reading file 2", n3EndPoint, "offset", "body"));
    stageOperations.put("n3", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("parse", "parsing file 2", Collections.singletonList("body"), "name", "address", "zip"));
    stageOperations.put("n4", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("normalize", "normalizing address", Collections.singletonList("address"), "address"));
    fieldOperations.add(new FieldTransformOperation("rename", "renaming address to state_address", Collections.singletonList("address"), "state_address"));
    stageOperations.put("n5", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldWriteOperation("write", "writing file 3", n6EndPoint, "offset", "name", "address"));
    stageOperations.put("n6", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("rename", "renaming offset to file_offset", Collections.singletonList("offset"), "file_offset"));
    stageOperations.put("n7", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldWriteOperation("write", "writing file 4", n8EndPoint, "file_offset", "name", "address", "zip"));
    stageOperations.put("n8", fieldOperations);
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.emptySet());
    Set<Operation> processedOperations = processor.process();
    Set<Operation> expectedOperations = new HashSet<>();
    ReadOperation read = new ReadOperation("n1.read", "reading file 1", n1EndPoint, "offset", "body");
    expectedOperations.add(read);
    TransformOperation parse = new TransformOperation("n2.parse", "parsing file 1", Collections.singletonList(InputField.of("n1.read", "body")), "name", "address", "zip");
    expectedOperations.add(parse);
    read = new ReadOperation("n3.read", "reading file 2", n3EndPoint, "offset", "body");
    expectedOperations.add(read);
    parse = new TransformOperation("n4.parse", "parsing file 2", Collections.singletonList(InputField.of("n3.read", "body")), "name", "address", "zip");
    expectedOperations.add(parse);
    TransformOperation merge1 = new TransformOperation("n2,n4.merge.offset", "Merged stages: n2,n4", ImmutableList.of(InputField.of("n1.read", "offset"), InputField.of("n3.read", "offset")), "offset");
    TransformOperation merge2 = new TransformOperation("n2,n4.merge.body", "Merged stages: n2,n4", ImmutableList.of(InputField.of("n1.read", "body"), InputField.of("n3.read", "body")), "body");
    TransformOperation merge3 = new TransformOperation("n2,n4.merge.address", "Merged stages: n2,n4", ImmutableList.of(InputField.of("n2.parse", "address"), InputField.of("n4.parse", "address")), "address");
    TransformOperation merge4 = new TransformOperation("n2,n4.merge.name", "Merged stages: n2,n4", ImmutableList.of(InputField.of("n2.parse", "name"), InputField.of("n4.parse", "name")), "name");
    TransformOperation merge5 = new TransformOperation("n2,n4.merge.zip", "Merged stages: n2,n4", ImmutableList.of(InputField.of("n2.parse", "zip"), InputField.of("n4.parse", "zip")), "zip");
    expectedOperations.add(merge1);
    expectedOperations.add(merge2);
    expectedOperations.add(merge3);
    expectedOperations.add(merge4);
    expectedOperations.add(merge5);
    TransformOperation normalize = new TransformOperation("n5.normalize", "normalizing address", Collections.singletonList(InputField.of("n2,n4.merge.address", "address")), "address");
    expectedOperations.add(normalize);
    TransformOperation rename = new TransformOperation("n5.rename", "renaming address to state_address", Collections.singletonList(InputField.of("n5.normalize", "address")), "state_address");
    expectedOperations.add(rename);
    WriteOperation write = new WriteOperation("n6.write", "writing file 3", n6EndPoint, InputField.of("n2,n4.merge.offset", "offset"), InputField.of("n2,n4.merge.name", "name"), InputField.of("n5.normalize", "address"));
    expectedOperations.add(write);
    rename = new TransformOperation("n7.rename", "renaming offset to file_offset", Collections.singletonList(InputField.of("n2,n4.merge.offset", "offset")), "file_offset");
    expectedOperations.add(rename);
    write = new WriteOperation("n8.write", "writing file 4", n8EndPoint, InputField.of("n7.rename", "file_offset"), InputField.of("n2,n4.merge.name", "name"), InputField.of("n5.normalize", "address"), InputField.of("n2,n4.merge.zip", "zip"));
    expectedOperations.add(write);
    Assert.assertEquals(expectedOperations, processedOperations);
}

Example 39 with TransformOperation

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

the class LineageOperationProcessorTest method testAnotherSimplePipeline.

@Test
public void testAnotherSimplePipeline() {
    // n1-->n2-->n3-->n4
    // n1 => read: file -> (offset, body)
    // n2 => parse: (body) -> (first_name, last_name) | n2
    // n3 => concat: (first_name, last_name) -> (name) | n
    // n4 => write: (offset, name) -> another_file
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n2"));
    connections.add(new Connection("n2", "n3"));
    connections.add(new Connection("n3", "n4"));
    Map<String, List<FieldOperation>> stageOperations = new HashMap<>();
    List<FieldOperation> fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldReadOperation("read", "some read", EndPoint.of("ns", "file1"), "offset", "body"));
    stageOperations.put("n1", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("parse", "parsing body", Collections.singletonList("body"), "first_name", "last_name"));
    stageOperations.put("n2", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldTransformOperation("concat", "concatinating the fields", Arrays.asList("first_name", "last_name"), "name"));
    stageOperations.put("n3", fieldOperations);
    fieldOperations = new ArrayList<>();
    fieldOperations.add(new FieldWriteOperation("write_op", "writing data to file", EndPoint.of("myns", "another_file"), Arrays.asList("offset", "name")));
    stageOperations.put("n4", fieldOperations);
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.emptySet());
    Set<Operation> processedOperations = processor.process();
    ReadOperation read = new ReadOperation("n1.read", "some read", EndPoint.of("ns", "file1"), "offset", "body");
    TransformOperation parse = new TransformOperation("n2.parse", "parsing body", Collections.singletonList(InputField.of("n1.read", "body")), "first_name", "last_name");
    TransformOperation concat = new TransformOperation("n3.concat", "concatinating the fields", Arrays.asList(InputField.of("n2.parse", "first_name"), InputField.of("n2.parse", "last_name")), "name");
    WriteOperation write = new WriteOperation("n4.write_op", "writing data to file", EndPoint.of("myns", "another_file"), Arrays.asList(InputField.of("n1.read", "offset"), InputField.of("n3.concat", "name")));
    List<Operation> expectedOperations = new ArrayList<>();
    expectedOperations.add(parse);
    expectedOperations.add(concat);
    expectedOperations.add(read);
    expectedOperations.add(write);
    Assert.assertEquals(new FieldLineageInfo(expectedOperations), new FieldLineageInfo(processedOperations));
}

Example 40 with TransformOperation

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

the class LineageOperationProcessorTest method testSimpleJoinWithRenameJoinKeys.

@Test
public void testSimpleJoinWithRenameJoinKeys() {
    Set<Connection> connections = new HashSet<>();
    connections.add(new Connection("n1", "n3"));
    connections.add(new Connection("n2", "n3"));
    connections.add(new Connection("n3", "n4"));
    EndPoint cEndPoint = EndPoint.of("default", "customer");
    EndPoint pEndPoint = EndPoint.of("default", "purchase");
    EndPoint cpEndPoint = EndPoint.of("default", "customer_purchase");
    // customer -> (id, name)------------
    // |
    // JOIN  ------->(id_from_customer, id_from_purchase, name, item)
    // |
    // purchase -> (customer_id, item)---
    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")));
    List<FieldOperation> operationsFromJoin = new ArrayList<>();
    operationsFromJoin.add(new FieldTransformOperation("Join", "Join Operation", Arrays.asList("n1.id", "n2.customer_id"), Arrays.asList("id", "customer_id")));
    operationsFromJoin.add(new FieldTransformOperation("Rename id", "Rename id", Collections.singletonList("id"), "id_from_customer"));
    operationsFromJoin.add(new FieldTransformOperation("Rename customer_id", "Rename customer_id", Collections.singletonList("customer_id"), "id_from_purchase"));
    operationsFromJoin.add(new FieldTransformOperation("Identity name", "Identity Operation", Collections.singletonList("n1.name"), Collections.singletonList("name")));
    operationsFromJoin.add(new FieldTransformOperation("Identity item", "Identity Operation", Collections.singletonList("n2.item"), Collections.singletonList("item")));
    stageOperations.put("n3", operationsFromJoin);
    stageOperations.put("n4", Collections.singletonList(new FieldWriteOperation("Write", "write description", cpEndPoint, "id_from_customer", "id_from_purchase", "name", "item")));
    LineageOperationsProcessor processor = new LineageOperationsProcessor(connections, stageOperations, Collections.singleton("n3"));
    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 TransformOperation("n3.Join", "Join Operation", Arrays.asList(InputField.of("n1.ReadCustomer", "id"), InputField.of("n2.ReadPurchase", "customer_id")), "id", "customer_id"));
    expectedOperations.add(new TransformOperation("n3.Rename id", "Rename id", Collections.singletonList(InputField.of("n3.Join", "id")), "id_from_customer"));
    expectedOperations.add(new TransformOperation("n3.Rename customer_id", "Rename customer_id", Collections.singletonList(InputField.of("n3.Join", "customer_id")), "id_from_purchase"));
    expectedOperations.add(new TransformOperation("n3.Identity name", "Identity Operation", Collections.singletonList(InputField.of("n1.ReadCustomer", "name")), "name"));
    expectedOperations.add(new TransformOperation("n3.Identity item", "Identity Operation", Collections.singletonList(InputField.of("n2.ReadPurchase", "item")), "item"));
    expectedOperations.add(new WriteOperation("n4.Write", "write description", cpEndPoint, Arrays.asList(InputField.of("n3.Rename id", "id_from_customer"), InputField.of("n3.Rename customer_id", "id_from_purchase"), InputField.of("n3.Identity name", "name"), InputField.of("n3.Identity item", "item"))));
    Assert.assertEquals(expectedOperations, processedOperations);
}