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/*
* Copyright 2016, Yahoo! Inc.
* Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms.
*/
package com.yahoo.sketches.hive.tuple;
import static com.yahoo.sketches.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 com.yahoo.memory.Memory;
import com.yahoo.sketches.tuple.DoubleSummary;
import com.yahoo.sketches.tuple.DoubleSummaryFactory;
import com.yahoo.sketches.tuple.Sketch;
import com.yahoo.sketches.tuple.Sketches;
import com.yahoo.sketches.tuple.UpdatableSketch;
import com.yahoo.sketches.tuple.UpdatableSketchBuilder;
public class UnionDoubleSummarySketchUDAFTest {
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", "sketch"),
Arrays.asList(intInspector, binaryInspector)
);
@Test(expectedExceptions = { UDFArgumentException.class })
public void tooFewArguments() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().getEvaluator(params);
}
@Test(expectedExceptions = { UDFArgumentException.class })
public void tooManyArguments() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, intInspector };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().getEvaluator(params);
}
@Test(expectedExceptions = { UDFArgumentTypeException.class })
public void invalidCategoryArg1() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { structInspector };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().getEvaluator(params);
}
@Test(expectedExceptions = { UDFArgumentTypeException.class })
public void invalidTypeArg1() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { intInspector };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().getEvaluator(params);
}
@Test(expectedExceptions = { UDFArgumentTypeException.class })
public void invalidCategoryArg2() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, structInspector };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().getEvaluator(params);
}
@Test(expectedExceptions = { UDFArgumentTypeException.class })
public void invalidTypeArg2() throws SemanticException {
ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, floatInspector };
GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
new UnionDoubleSummarySketchUDAF().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);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
DataToDoubleSummarySketchUDAFTest.checkIntermediateResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch1.update(1, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())});
UpdatableSketch<Double, DoubleSummary> sketch2 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch2.update(2, 1.0);
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(), 2);
Assert.assertEquals(((IntWritable) (r.get(0))).get(), DEFAULT_NOMINAL_ENTRIES);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) (r.get(1))).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.close();
}
@Test
public void partial1ModeExplicitParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
DataToDoubleSummarySketchUDAFTest.checkIntermediateResultInspector(resultInspector);
final int nomNumEntries = 8;
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 =
new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).setNominalEntries(nomNumEntries).build();
sketch1.update(1, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()),
new IntWritable(nomNumEntries)});
UpdatableSketch<Double, DoubleSummary> sketch2 =
new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).setNominalEntries(nomNumEntries).build();
sketch2.update(2, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()),
new IntWritable(nomNumEntries)});
Object result = eval.terminatePartial(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof List);
List<?> r = (List<?>) result;
Assert.assertEquals(r.size(), 2);
Assert.assertEquals(((IntWritable) (r.get(0))).get(), nomNumEntries);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) (r.get(1))).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.close();
}
// 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);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] {structInspector});
DataToDoubleSummarySketchUDAFTest.checkIntermediateResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch1.update(1, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
new BytesWritable(sketch1.compact().toByteArray()))
);
UpdatableSketch<Double, DoubleSummary> sketch2 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch2.update(2, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
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(), 2);
Assert.assertEquals(((IntWritable) (r.get(0))).get(), DEFAULT_NOMINAL_ENTRIES);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) (r.get(1))).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
eval.close();
}
// 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);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.FINAL, new ObjectInspector[] {structInspector});
DataToDoubleSummarySketchUDAFTest.checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch1.update(1, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
new BytesWritable(sketch1.compact().toByteArray()))
);
UpdatableSketch<Double, DoubleSummary> sketch2 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch2.update(2, 1.0);
eval.merge(state, Arrays.asList(
new IntWritable(DEFAULT_NOMINAL_ENTRIES),
new BytesWritable(sketch2.compact().toByteArray()))
);
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.close();
}
// 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);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
DataToDoubleSummarySketchUDAFTest.checkFinalResultInspector(resultInspector);
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch1.update(1, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())});
UpdatableSketch<Double, DoubleSummary> sketch2 = new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).build();
sketch2.update(2, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray())});
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
eval.close();
}
@Test
public void completeModeExplicitParams() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false);
GenericUDAFEvaluator eval = new UnionDoubleSummarySketchUDAF().getEvaluator(info);
ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors);
DataToDoubleSummarySketchUDAFTest.checkFinalResultInspector(resultInspector);
final int nomNumEntries = 8;
@SuppressWarnings("unchecked")
State<DoubleSummary> state = (State<DoubleSummary>) eval.getNewAggregationBuffer();
UpdatableSketch<Double, DoubleSummary> sketch1 =
new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).setNominalEntries(nomNumEntries).build();
sketch1.update(1, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()),
new IntWritable(nomNumEntries)});
UpdatableSketch<Double, DoubleSummary> sketch2 =
new UpdatableSketchBuilder<Double, DoubleSummary>(new DoubleSummaryFactory()).setNominalEntries(nomNumEntries).build();
sketch2.update(2, 1.0);
eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()),
new IntWritable(nomNumEntries)});
Object result = eval.terminate(state);
Assert.assertNotNull(result);
Assert.assertTrue(result instanceof BytesWritable);
Sketch<DoubleSummary> resultSketch = Sketches.heapifySketch(Memory.wrap(((BytesWritable) result).getBytes()));
Assert.assertEquals(resultSketch.getEstimate(), 2.0, 0.05);
eval.reset(state);
result = eval.terminate(state);
Assert.assertNull(result);
eval.close();
}
}