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* to you under the Apache License, Version 2.0 (the
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*
* http://www.apache.org/licenses/LICENSE-2.0
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* Unless required by applicable law or agreed to in writing,
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package org.apache.datasketches.hive.frequencies;
import java.util.Arrays;
import org.apache.hadoop.hive.ql.exec.UDFArgumentException;
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;
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.ArrayOfItemsSerDe;
import org.apache.datasketches.ArrayOfStringsSerDe;
import org.apache.datasketches.frequencies.ItemsSketch;
@SuppressWarnings("javadoc")
public class DataToStringsSketchUDAFTest {
static final ArrayOfItemsSerDe<String> serDe = new ArrayOfStringsSerDe();
static final ObjectInspector stringInspector =
PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.STRING);
static final ObjectInspector intInspector =
PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.INT);
static final ObjectInspector binaryInspector =
PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY);
@Test(expectedExceptions = UDFArgumentException.class)
public void getEvaluatorTooFewInspectors() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
new DataToStringsSketchUDAF().getEvaluator(info);
}
@Test(expectedExceptions = UDFArgumentException.class)
public void getEvaluatorTooManyInspectors() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, intInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
new DataToStringsSketchUDAF().getEvaluator(info);
}
static final ObjectInspector structInspector = ObjectInspectorFactory.getStandardStructObjectInspector(
Arrays.asList("a"),
Arrays.asList(intInspector)
);
@Test(expectedExceptions = UDFArgumentException.class)
public void getEvaluatorWrongCategoryArg1() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { structInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
new DataToStringsSketchUDAF().getEvaluator(info);
}
@Test(expectedExceptions = UDFArgumentException.class)
public void getEvaluatorWrongCategoryArg2() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, structInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
new DataToStringsSketchUDAF().getEvaluator(info);
}
@Test(expectedExceptions = UDFArgumentException.class)
public void getEvaluatorWrongTypeArg2() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, stringInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
new DataToStringsSketchUDAF().getEvaluator(info);
}
@Test
public void iterateTerminatePartial() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
try (GenericUDAFEvaluator eval = new DataToStringsSketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors);
checkResultInspector(resultInspector);
@SuppressWarnings("unchecked")
ItemsState<String> state = (ItemsState<String>) eval.getNewAggregationBuffer();
eval.iterate(state, new Object[] { new org.apache.hadoop.io.Text("a"), new IntWritable(256) });
eval.iterate(state, new Object[] { new org.apache.hadoop.io.Text("b"), new IntWritable(256) });
BytesWritable bytes = (BytesWritable) eval.terminatePartial(state);
ItemsSketch<String> resultSketch = ItemsSketch.getInstance(Memory.wrap(bytes.getBytes()), serDe);
Assert.assertEquals(resultSketch.getStreamLength(), 2);
Assert.assertEquals(resultSketch.getNumActiveItems(), 2);
Assert.assertEquals(resultSketch.getEstimate("a"), 1);
Assert.assertEquals(resultSketch.getEstimate("b"), 1);
}
}
@Test
public void mergeTerminateEmptyState() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
try (GenericUDAFEvaluator eval = new DataToStringsSketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] { binaryInspector });
checkResultInspector(resultInspector);
@SuppressWarnings("unchecked")
ItemsState<String> state = (ItemsState<String>) eval.getNewAggregationBuffer();
ItemsSketch<String> sketch1 = new ItemsSketch<>(256);
sketch1.update("a");
eval.merge(state, new BytesWritable(sketch1.toByteArray(serDe)));
ItemsSketch<String> sketch2 = new ItemsSketch<>(256);
sketch2.update("b");
eval.merge(state, new BytesWritable(sketch2.toByteArray(serDe)));
BytesWritable bytes = (BytesWritable) eval.terminate(state);
ItemsSketch<String> resultSketch = ItemsSketch.getInstance(Memory.wrap(bytes.getBytes()), serDe);
Assert.assertEquals(resultSketch.getStreamLength(), 2);
Assert.assertEquals(resultSketch.getNumActiveItems(), 2);
Assert.assertEquals(resultSketch.getEstimate("a"), 1);
Assert.assertEquals(resultSketch.getEstimate("b"), 1);
}
}
@Test
public void mergeTerminate() throws Exception {
ObjectInspector[] inspectors = new ObjectInspector[] { stringInspector, intInspector };
GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false);
try (GenericUDAFEvaluator eval = new DataToStringsSketchUDAF().getEvaluator(info)) {
ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] { binaryInspector });
checkResultInspector(resultInspector);
@SuppressWarnings("unchecked")
ItemsState<String> state = (ItemsState<String>) eval.getNewAggregationBuffer();
state.init(256);
state.update("a");
ItemsSketch<String> sketch = new ItemsSketch<>(256);
sketch.update("b");
eval.merge(state, new BytesWritable(sketch.toByteArray(serDe)));
BytesWritable bytes = (BytesWritable) eval.terminate(state);
ItemsSketch<String> resultSketch = ItemsSketch.getInstance(Memory.wrap(bytes.getBytes()), serDe);
Assert.assertEquals(resultSketch.getStreamLength(), 2);
Assert.assertEquals(resultSketch.getNumActiveItems(), 2);
Assert.assertEquals(resultSketch.getEstimate("a"), 1);
Assert.assertEquals(resultSketch.getEstimate("b"), 1);
}
}
private static void checkResultInspector(ObjectInspector resultInspector) {
Assert.assertNotNull(resultInspector);
Assert.assertEquals(resultInspector.getCategory(), ObjectInspector.Category.PRIMITIVE);
Assert.assertEquals(
((PrimitiveObjectInspector) resultInspector).getPrimitiveCategory(),
PrimitiveObjectInspector.PrimitiveCategory.BINARY
);
}
}