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Example 21 with StreamingAggBatch

use of org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch in project drill by apache.

the class TestStreamingAggEmitOutcome method t18_testStreamingAggrMultipleInputToSingleOutputBatch.

/**
 *   Repeats t8_testStreamingAggrMultipleInputToSingleOutputBatch with no group by
 */
@Test
public void t18_testStreamingAggrMultipleInputToSingleOutputBatch() {
    final RowSet.SingleRowSet nonEmptyInputRowSet2 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 20, "item2").build();
    final RowSet.SingleRowSet expectedRowSet = operatorFixture.rowSetBuilder(resultSchemaNoGroupBy).addRow((long) 33).build();
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet.container());
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet2.container());
    inputContainer.add(emptyInputRowSet.container());
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    final MockRecordBatch mockInputBatch = new MockRecordBatch(operatorFixture.getFragmentContext(), opContext, inputContainer, inputOutcomes, emptyInputRowSet.container().getSchema());
    final StreamingAggregate streamAggrConfig = new StreamingAggregate(null, new ArrayList<>(), parseExprs("sum(id_left+cost_left)", "total_sum"));
    final StreamingAggBatch strAggBatch = new StreamingAggBatch(streamAggrConfig, mockInputBatch, operatorFixture.getFragmentContext());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(1, strAggBatch.getRecordCount());
    RowSet actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(0, strAggBatch.getRecordCount());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.NONE);
    nonEmptyInputRowSet2.clear();
}
Also used : StreamingAggregate(org.apache.drill.exec.physical.config.StreamingAggregate) RowSetComparison(org.apache.drill.test.rowSet.RowSetComparison) DirectRowSet(org.apache.drill.exec.physical.rowSet.DirectRowSet) RowSet(org.apache.drill.exec.physical.rowSet.RowSet) MockRecordBatch(org.apache.drill.exec.physical.impl.MockRecordBatch) StreamingAggBatch(org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch) OperatorTest(org.apache.drill.categories.OperatorTest) Test(org.junit.Test)

Example 22 with StreamingAggBatch

use of org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch in project drill by apache.

the class TestStreamingAggEmitOutcome method t8_1_testStreamingAggr_InputSplitToMultipleOutputBatch.

/**
 * Verifies scenario where multiple incoming batches received with OK_NEW_SCHEMA, OK, OK, EMIT whose output is split
 * into multiple output batches is handled correctly such that first output is produced with OK_NEW_SCHEMA and then
 * followed by EMIT outcome
 */
@Test
public void t8_1_testStreamingAggr_InputSplitToMultipleOutputBatch() {
    final RowSet.SingleRowSet nonEmptyInputRowSet2 = operatorFixture.rowSetBuilder(inputSchema).addRow(1, 20, "item1").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet3 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 30, "item2").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet4 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 40, "item2").addRow(2, 50, "item2").addRow(2, 60, "item2").addRow(2, 70, "item2").addRow(3, 100, "item3").addRow(3, 200, "item3").addRow(3, 300, "item3").addRow(3, 400, "item3").build();
    TupleMetadata resultSchema2 = new SchemaBuilder().add("name", TypeProtos.MinorType.VARCHAR).add("id", TypeProtos.MinorType.INT).add("total_count", TypeProtos.MinorType.BIGINT).buildSchema();
    final RowSet.SingleRowSet expectedRowSet1 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item1", 1, (long) 2).addRow("item2", 2, (long) 5).build();
    final RowSet.SingleRowSet expectedRowSet2 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item3", 3, (long) 4).build();
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet2.container());
    inputContainer.add(nonEmptyInputRowSet3.container());
    inputContainer.add(nonEmptyInputRowSet4.container());
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    final MockRecordBatch mockInputBatch = new MockRecordBatch(operatorFixture.getFragmentContext(), opContext, inputContainer, inputOutcomes, emptyInputRowSet.container().getSchema());
    final StreamingAggregate streamAggrConfig = new StreamingAggregate(null, parseExprs("name_left", "name", "id_left", "id"), parseExprs("count(cost_left)", "total_count"));
    final StreamingAggBatch strAggBatch = new StreamingAggBatch(streamAggrConfig, mockInputBatch, operatorFixture.getFragmentContext());
    strAggBatch.setMaxOutputRowCount(2);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    // Expect OK_NEW_SCHEMA first for all the input batch from second batch onwards since output batch is full after
    // producing 2 groups as output
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(2, strAggBatch.getRecordCount());
    RowSet actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet1).verify(actualRowSet);
    // The last group was produced in different output batch with EMIT outcome
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet2).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.NONE);
    nonEmptyInputRowSet2.clear();
    nonEmptyInputRowSet3.clear();
    nonEmptyInputRowSet4.clear();
    expectedRowSet1.clear();
    expectedRowSet2.clear();
}
Also used : StreamingAggregate(org.apache.drill.exec.physical.config.StreamingAggregate) RowSetComparison(org.apache.drill.test.rowSet.RowSetComparison) TupleMetadata(org.apache.drill.exec.record.metadata.TupleMetadata) DirectRowSet(org.apache.drill.exec.physical.rowSet.DirectRowSet) RowSet(org.apache.drill.exec.physical.rowSet.RowSet) SchemaBuilder(org.apache.drill.exec.record.metadata.SchemaBuilder) MockRecordBatch(org.apache.drill.exec.physical.impl.MockRecordBatch) StreamingAggBatch(org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch) OperatorTest(org.apache.drill.categories.OperatorTest) Test(org.junit.Test)

Example 23 with StreamingAggBatch

use of org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch in project drill by apache.

the class TestStreamingAggEmitOutcome method t8_2_testStreamingAggr_Inputs_OK_EMIT_SplitToMultipleOutputBatch.

/**
 * Verifies scenario where multiple incoming batches received with OK_NEW_SCHEMA, OK, OK, EMIT whose output is split
 * into multiple output batches and incoming batches received with OK,OK,EMIT whose output is also split across
 * multiple output batches is handled correctly.
 */
@Test
public void t8_2_testStreamingAggr_Inputs_OK_EMIT_SplitToMultipleOutputBatch() {
    final RowSet.SingleRowSet nonEmptyInputRowSet2 = operatorFixture.rowSetBuilder(inputSchema).addRow(1, 20, "item1").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet3 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 30, "item2").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet4 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 40, "item2").addRow(2, 50, "item2").addRow(2, 60, "item2").addRow(2, 70, "item2").addRow(3, 100, "item3").addRow(3, 200, "item3").addRow(3, 300, "item3").addRow(3, 400, "item3").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet5 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 40, "item2").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet6 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 50, "item2").build();
    final RowSet.SingleRowSet nonEmptyInputRowSet7 = operatorFixture.rowSetBuilder(inputSchema).addRow(3, 130, "item3").addRow(3, 130, "item3").addRow(4, 140, "item4").addRow(4, 140, "item4").build();
    TupleMetadata resultSchema2 = new SchemaBuilder().add("name", TypeProtos.MinorType.VARCHAR).add("id", TypeProtos.MinorType.INT).add("total_count", TypeProtos.MinorType.BIGINT).buildSchema();
    final RowSet.SingleRowSet expectedRowSet1 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item1", 1, (long) 2).addRow("item2", 2, (long) 5).build();
    final RowSet.SingleRowSet expectedRowSet2 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item3", 3, (long) 4).build();
    final RowSet.SingleRowSet expectedRowSet3 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item2", 2, (long) 2).addRow("item3", 3, (long) 2).build();
    final RowSet.SingleRowSet expectedRowSet4 = operatorFixture.rowSetBuilder(resultSchema2).addRow("item4", 4, (long) 2).build();
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet2.container());
    inputContainer.add(nonEmptyInputRowSet3.container());
    inputContainer.add(nonEmptyInputRowSet4.container());
    inputContainer.add(nonEmptyInputRowSet5.container());
    inputContainer.add(nonEmptyInputRowSet6.container());
    inputContainer.add(nonEmptyInputRowSet7.container());
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    final MockRecordBatch mockInputBatch = new MockRecordBatch(operatorFixture.getFragmentContext(), opContext, inputContainer, inputOutcomes, emptyInputRowSet.container().getSchema());
    final StreamingAggregate streamAggrConfig = new StreamingAggregate(null, parseExprs("name_left", "name", "id_left", "id"), parseExprs("count(cost_left)", "total_count"));
    final StreamingAggBatch strAggBatch = new StreamingAggBatch(streamAggrConfig, mockInputBatch, operatorFixture.getFragmentContext());
    strAggBatch.setMaxOutputRowCount(2);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    // Output batches for input batch 2 to 5
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(2, strAggBatch.getRecordCount());
    RowSet actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet1).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet2).verify(actualRowSet);
    // Output batches for input batch 6 to 8
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK);
    // output batch is full after producing 2 rows
    assertEquals(2, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet3).verify(actualRowSet);
    // output batch with pending rows
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet4).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.NONE);
    nonEmptyInputRowSet2.clear();
    nonEmptyInputRowSet3.clear();
    nonEmptyInputRowSet4.clear();
    nonEmptyInputRowSet5.clear();
    nonEmptyInputRowSet6.clear();
    nonEmptyInputRowSet7.clear();
    expectedRowSet1.clear();
    expectedRowSet2.clear();
    expectedRowSet3.clear();
    expectedRowSet4.clear();
}
Also used : StreamingAggregate(org.apache.drill.exec.physical.config.StreamingAggregate) RowSetComparison(org.apache.drill.test.rowSet.RowSetComparison) TupleMetadata(org.apache.drill.exec.record.metadata.TupleMetadata) DirectRowSet(org.apache.drill.exec.physical.rowSet.DirectRowSet) RowSet(org.apache.drill.exec.physical.rowSet.RowSet) SchemaBuilder(org.apache.drill.exec.record.metadata.SchemaBuilder) MockRecordBatch(org.apache.drill.exec.physical.impl.MockRecordBatch) StreamingAggBatch(org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch) OperatorTest(org.apache.drill.categories.OperatorTest) Test(org.junit.Test)

Example 24 with StreamingAggBatch

use of org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch in project drill by apache.

the class TestStreamingAggEmitOutcome method t22_testStreamingAggrRunsOfEmpty_NonEmpty.

/**
 *   Repeats t22_testStreamingAggrRunsOfEmpty_NonEmpty with no group by
 */
@Test
public void t22_testStreamingAggrRunsOfEmpty_NonEmpty() {
    final RowSet.SingleRowSet nonEmptyInputRowSet2 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 20, "item2").build();
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet2.container());
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    final RowSet.SingleRowSet expectedRowSet = operatorFixture.rowSetBuilder(resultSchemaNoGroupBy).build();
    final MockRecordBatch mockInputBatch = new MockRecordBatch(operatorFixture.getFragmentContext(), opContext, inputContainer, inputOutcomes, inputContainer.get(0).getSchema());
    final StreamingAggregate streamAggrConfig = new StreamingAggregate(null, new ArrayList<>(), parseExprs("sum(id_left+cost_left)", "total_sum"));
    final StreamingAggBatch strAggBatch = new StreamingAggBatch(streamAggrConfig, mockInputBatch, operatorFixture.getFragmentContext());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(0, strAggBatch.getRecordCount());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(1, strAggBatch.getRecordCount());
    RowSet actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(0, strAggBatch.getRecordCount());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    nonEmptyInputRowSet2.clear();
    expectedRowSet.clear();
}
Also used : StreamingAggregate(org.apache.drill.exec.physical.config.StreamingAggregate) RowSetComparison(org.apache.drill.test.rowSet.RowSetComparison) DirectRowSet(org.apache.drill.exec.physical.rowSet.DirectRowSet) RowSet(org.apache.drill.exec.physical.rowSet.RowSet) MockRecordBatch(org.apache.drill.exec.physical.impl.MockRecordBatch) StreamingAggBatch(org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch) OperatorTest(org.apache.drill.categories.OperatorTest) Test(org.junit.Test)

Example 25 with StreamingAggBatch

use of org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch in project drill by apache.

the class TestStreamingAggEmitOutcome method t15_testStreamingAgrResetsAfterFirstEmitOutcome.

/**
 *   Repeats t5_testStreamingAgrResetsAfterFirstEmitOutcome with no group by
 */
@Test
public void t15_testStreamingAgrResetsAfterFirstEmitOutcome() {
    final RowSet.SingleRowSet nonEmptyInputRowSet2 = operatorFixture.rowSetBuilder(inputSchema).addRow(2, 20, "item2").addRow(2, 20, "item2").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").addRow(3, 30, "item3").build();
    final RowSet.SingleRowSet expectedRowSet1 = operatorFixture.rowSetBuilder(resultSchemaNoGroupBy).addRow((long) 11).build();
    final RowSet.SingleRowSet expectedRowSet2 = operatorFixture.rowSetBuilder(resultSchemaNoGroupBy).addRow((long) 374).build();
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet.container());
    inputContainer.add(emptyInputRowSet.container());
    inputContainer.add(nonEmptyInputRowSet2.container());
    inputContainer.add(emptyInputRowSet.container());
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    inputOutcomes.add(RecordBatch.IterOutcome.OK);
    inputOutcomes.add(RecordBatch.IterOutcome.EMIT);
    final MockRecordBatch mockInputBatch = new MockRecordBatch(operatorFixture.getFragmentContext(), opContext, inputContainer, inputOutcomes, emptyInputRowSet.container().getSchema());
    final StreamingAggregate streamAggrConfig = new StreamingAggregate(null, new ArrayList<NamedExpression>(), parseExprs("sum(id_left+cost_left)", "total_sum"));
    final StreamingAggBatch strAggBatch = new StreamingAggBatch(streamAggrConfig, mockInputBatch, operatorFixture.getFragmentContext());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.OK_NEW_SCHEMA);
    assertEquals(1, strAggBatch.getRecordCount());
    RowSet actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet1).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(0, strAggBatch.getRecordCount());
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.EMIT);
    assertEquals(1, strAggBatch.getRecordCount());
    actualRowSet = DirectRowSet.fromContainer(strAggBatch.getContainer());
    new RowSetComparison(expectedRowSet2).verify(actualRowSet);
    assertTrue(strAggBatch.next() == RecordBatch.IterOutcome.NONE);
    // Release memory for row sets
    nonEmptyInputRowSet2.clear();
    expectedRowSet2.clear();
    expectedRowSet1.clear();
}
Also used : StreamingAggregate(org.apache.drill.exec.physical.config.StreamingAggregate) RowSetComparison(org.apache.drill.test.rowSet.RowSetComparison) NamedExpression(org.apache.drill.common.logical.data.NamedExpression) DirectRowSet(org.apache.drill.exec.physical.rowSet.DirectRowSet) RowSet(org.apache.drill.exec.physical.rowSet.RowSet) MockRecordBatch(org.apache.drill.exec.physical.impl.MockRecordBatch) StreamingAggBatch(org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch) OperatorTest(org.apache.drill.categories.OperatorTest) Test(org.junit.Test)

Aggregations

OperatorTest (org.apache.drill.categories.OperatorTest)25 StreamingAggregate (org.apache.drill.exec.physical.config.StreamingAggregate)25 MockRecordBatch (org.apache.drill.exec.physical.impl.MockRecordBatch)25 StreamingAggBatch (org.apache.drill.exec.physical.impl.aggregate.StreamingAggBatch)25 Test (org.junit.Test)25 DirectRowSet (org.apache.drill.exec.physical.rowSet.DirectRowSet)21 RowSet (org.apache.drill.exec.physical.rowSet.RowSet)21 RowSetComparison (org.apache.drill.test.rowSet.RowSetComparison)19 NamedExpression (org.apache.drill.common.logical.data.NamedExpression)7 SchemaBuilder (org.apache.drill.exec.record.metadata.SchemaBuilder)4 TupleMetadata (org.apache.drill.exec.record.metadata.TupleMetadata)4