src/test/java/org/apache/datasketches/hive/tuple/UnionArrayOfDoublesSketchUDAFTest.java

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 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
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 *
 * http://www.apache.org/licenses/LICENSE-2.0
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package org.apache.datasketches.hive.tuple;

import static org.apache.datasketches.Util.DEFAULT_NOMINAL_ENTRIES;

import java.util.Arrays;
import java.util.List;

import org.apache.hadoop.hive.ql.exec.UDFArgumentException;
import org.apache.hadoop.hive.ql.exec.UDFArgumentTypeException;
import org.apache.hadoop.hive.ql.parse.SemanticException;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFEvaluator.Mode;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDAFParameterInfo;
import org.apache.hadoop.hive.ql.udf.generic.SimpleGenericUDAFParameterInfo;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory;
import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector.PrimitiveCategory;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorFactory;
import org.apache.hadoop.io.BytesWritable;
import org.apache.hadoop.io.IntWritable;
import org.testng.Assert;
import org.testng.annotations.Test;

import org.apache.datasketches.memory.Memory;
import org.apache.datasketches.tuple.ArrayOfDoublesSketch;
import org.apache.datasketches.tuple.ArrayOfDoublesSketches;
import org.apache.datasketches.tuple.ArrayOfDoublesUpdatableSketch;
import org.apache.datasketches.tuple.ArrayOfDoublesUpdatableSketchBuilder;

@SuppressWarnings("javadoc")
public class UnionArrayOfDoublesSketchUDAFTest {

  private static final ObjectInspector intInspector =
      PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.INT);

  private static final ObjectInspector floatInspector =
      PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.FLOAT);

  private static final ObjectInspector binaryInspector =
      PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY);

  private static final ObjectInspector structInspector = ObjectInspectorFactory.getStandardStructObjectInspector(
      Arrays.asList("nominalEntries", "numValues", "sketch"),
      Arrays.asList(intInspector, intInspector, binaryInspector)
    );

  @Test(expectedExceptions = { UDFArgumentException.class })
  public void tooFewArguments() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentException.class })
  public void tooManyArguments() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, intInspector, intInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidCategoryArg1() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { structInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidTypeArg1() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { intInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidCategoryArg2() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, structInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidTypeArg2() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, floatInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidCategorysArg3() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector,  structInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  @Test(expectedExceptions = { UDFArgumentTypeException.class })
  public void invalidTypeArg3() throws SemanticException {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector,  floatInspector };
    GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    new UnionArrayOfDoublesSketchUDAF().getEvaluator(params);
  }

  // PARTIAL1 mode (Map phase in Map-Reduce): iterate + terminatePartial
  @Test
  public void partial1ModeDefaultParams() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
      DataToArrayOfDoublesSketchUDAFTest.checkIntermediateResultInspector(resultInspector);

      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch1.update(1, new double[] {1});
      eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())});

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch2.update(2, new double[] {1});
      eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray())});

      Object result = eval.terminatePartial(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof List);
      List<?> r = (List<?>) result;
      Assert.assertEquals(r.size(), 3);
      Assert.assertEquals(((IntWritable) (r.get(0))).get(), DEFAULT_NOMINAL_ENTRIES);
      Assert.assertEquals(((IntWritable) (r.get(1))).get(), 1);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);
    }
  }

  @Test
  public void partial1ModeExplicitParams() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, intInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
      DataToArrayOfDoublesSketchUDAFTest.checkIntermediateResultInspector(resultInspector);

      final int nomNumEntries = 16;
      final int numValues = 2;
      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder()
          .setNominalEntries(nomNumEntries).setNumberOfValues(numValues).build();
      sketch1.update(1, new double[] {1, 2});
      eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()),
          new IntWritable(nomNumEntries), new IntWritable(numValues)});

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder()
          .setNominalEntries(nomNumEntries).setNumberOfValues(numValues).build();
      sketch2.update(2, new double[] {1, 2});
      eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()),
          new IntWritable(nomNumEntries), new IntWritable(numValues)});

      Object result = eval.terminatePartial(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof List);
      List<?> r = (List<?>) result;
      Assert.assertEquals(r.size(), 3);
      Assert.assertEquals(((IntWritable) (r.get(0))).get(), nomNumEntries);
      Assert.assertEquals(((IntWritable) (r.get(1))).get(), numValues);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);
    }
  }

  // PARTIAL2 mode (Combine phase in Map-Reduce): merge + terminatePartial
  @Test
  public void partial2Mode() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] {structInspector});
      DataToArrayOfDoublesSketchUDAFTest.checkIntermediateResultInspector(resultInspector);

      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch1.update(1, new double[] {1});
      eval.merge(state, Arrays.asList(
        new IntWritable(DEFAULT_NOMINAL_ENTRIES),
        new IntWritable(1),
        new BytesWritable(sketch1.compact().toByteArray()))
      );

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch2.update(2, new double[] {1});
      eval.merge(state, Arrays.asList(
        new IntWritable(DEFAULT_NOMINAL_ENTRIES),
        new IntWritable(1),
        new BytesWritable(sketch2.compact().toByteArray()))
      );

      Object result = eval.terminatePartial(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof List);
      List<?> r = (List<?>) result;
      Assert.assertEquals(r.size(), 3);
      Assert.assertEquals(((IntWritable) (r.get(0))).get(), DEFAULT_NOMINAL_ENTRIES);
      Assert.assertEquals(((IntWritable) (r.get(1))).get(), 1);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);

      eval.reset(state);
      result = eval.terminate(state);
      Assert.assertNull(result);
    }
  }

  // FINAL mode (Reduce phase in Map-Reduce): merge + terminate
  @Test
  public void finalMode() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.FINAL, new ObjectInspector[] {structInspector});
      DataToArrayOfDoublesSketchUDAFTest.checkFinalResultInspector(resultInspector);

      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch1.update(1, new double[] {1});
      eval.merge(state, Arrays.asList(
        new IntWritable(DEFAULT_NOMINAL_ENTRIES),
        new IntWritable(1),
        new BytesWritable(sketch1.compact().toByteArray()))
      );

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch2.update(2, new double[] {1});
      eval.merge(state, Arrays.asList(
        new IntWritable(DEFAULT_NOMINAL_ENTRIES),
        new IntWritable(1),
        new BytesWritable(sketch2.compact().toByteArray()))
      );

      Object result = eval.terminate(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof BytesWritable);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) result).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);
    }
  }

  // COMPLETE mode (single mode, alternative to MapReduce): iterate + terminate
  @Test
  public void completeModeDefaultParams() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
      DataToArrayOfDoublesSketchUDAFTest.checkFinalResultInspector(resultInspector);

      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch1.update(1, new double[] {1});
      eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())});

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder().build();
      sketch2.update(2, new double[] {1});
      eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray())});

      Object result = eval.terminate(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof BytesWritable);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) result).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);

      eval.reset(state);
      result = eval.terminate(state);
      Assert.assertNull(result);
    }
  }

  @Test
  public void completeModeExplicitParams() throws Exception {
    ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, intInspector };
    GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
    try (GenericUDAFEvaluator eval = new UnionArrayOfDoublesSketchUDAF().getEvaluator(info)) {
      ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
      DataToArrayOfDoublesSketchUDAFTest.checkFinalResultInspector(resultInspector);

      final int nomNumEntries = 16;
      final int numValues = 2;
      ArrayOfDoublesState state = (ArrayOfDoublesState) eval.getNewAggregationBuffer();

      ArrayOfDoublesUpdatableSketch sketch1 = new ArrayOfDoublesUpdatableSketchBuilder()
          .setNominalEntries(nomNumEntries).setNumberOfValues(numValues).build();
      sketch1.update(1, new double[] {1, 2});
      eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()),
          new IntWritable(nomNumEntries), new IntWritable(numValues)});

      ArrayOfDoublesUpdatableSketch sketch2 = new ArrayOfDoublesUpdatableSketchBuilder()
          .setNominalEntries(nomNumEntries).setNumberOfValues(numValues).build();
      sketch2.update(2, new double[] {1, 2});
      eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()),
          new IntWritable(nomNumEntries), new IntWritable(numValues)});

      Object result = eval.terminate(state);
      Assert.assertNotNull(result);
      Assert.assertTrue(result instanceof BytesWritable);
      ArrayOfDoublesSketch resultSketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(((BytesWritable) result).getBytes()));
      Assert.assertEquals(resultSketch.getEstimate(), 2.0);

      eval.reset(state);
      result = eval.terminate(state);
      Assert.assertNull(result);
    }
  }

}