| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, |
| * software distributed under the License is distributed on an |
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| * KIND, either express or implied. See the License for the |
| * specific language governing permissions and limitations |
| * under the License. |
| */ |
| |
| package org.apache.datasketches.hive.quantiles; |
| |
| import java.util.Arrays; |
| |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.quantiles.DoublesSketch; |
| import org.apache.datasketches.quantiles.UpdateDoublesSketch; |
| import org.apache.hadoop.hive.ql.exec.UDFArgumentException; |
| import org.apache.hadoop.hive.ql.exec.UDFArgumentTypeException; |
| 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; |
| |
| @SuppressWarnings({"javadoc","resource"}) |
| public class UnionDoublesSketchUDAFTest { |
| |
| static final ObjectInspector binaryInspector = |
| PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY); |
| |
| static final ObjectInspector intInspector = |
| PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.INT); |
| |
| static final ObjectInspector structInspector = ObjectInspectorFactory.getStandardStructObjectInspector( |
| Arrays.asList("a"), |
| Arrays.asList(binaryInspector) |
| ); |
| |
| @Test(expectedExceptions = UDFArgumentException.class) |
| public void getEvaluatorTooFewInspectors() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| @Test(expectedExceptions = UDFArgumentException.class) |
| public void getEvaluatorTooManyInspectors() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, binaryInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| @Test(expectedExceptions = UDFArgumentTypeException.class) |
| public void getEvaluatorWrongCategoryArg1() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { structInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| @Test(expectedExceptions = UDFArgumentTypeException.class) |
| public void getEvaluatorWrongTypeArg1() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { intInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| @Test(expectedExceptions = UDFArgumentTypeException.class) |
| public void getEvaluatorWrongCategoryArg2() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, structInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| @Test(expectedExceptions = UDFArgumentTypeException.class) |
| public void getEvaluatorWrongTypeArg2() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, binaryInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| new UnionDoublesSketchUDAF().getEvaluator(info); |
| } |
| |
| // PARTIAL1 mode (Map phase in Map-Reduce): iterate + terminatePartial |
| @Test |
| public void partia1ModelDefaultKDowsizeInput() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionDoublesSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors); |
| DataToDoublesSketchUDAFTest.checkResultInspector(resultInspector); |
| |
| DoublesUnionState state = (DoublesUnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateDoublesSketch sketch1 = DoublesSketch.builder().setK(256).build(); |
| sketch1.update(1.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch1.toByteArray()) }); |
| |
| UpdateDoublesSketch sketch2 = DoublesSketch.builder().setK(256).build(); |
| sketch2.update(2.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch2.toByteArray()) }); |
| |
| BytesWritable bytes = (BytesWritable) eval.terminatePartial(state); |
| DoublesSketch resultSketch = DoublesSketch.wrap(Memory.wrap(bytes.getBytes())); |
| Assert.assertEquals(resultSketch.getK(), 128); |
| Assert.assertEquals(resultSketch.getRetainedItems(), 2); |
| Assert.assertEquals(resultSketch.getMinValue(), 1.0); |
| Assert.assertEquals(resultSketch.getMaxValue(), 2.0); |
| } |
| } |
| |
| @Test |
| public void partia1ModelGivenK() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionDoublesSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors); |
| DataToDoublesSketchUDAFTest.checkResultInspector(resultInspector); |
| |
| DoublesUnionState state = (DoublesUnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateDoublesSketch sketch1 = DoublesSketch.builder().setK(256).build(); |
| sketch1.update(1.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch1.toByteArray()), new IntWritable(256) }); |
| |
| UpdateDoublesSketch sketch2 = DoublesSketch.builder().setK(256).build(); |
| sketch2.update(2.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch2.toByteArray()), new IntWritable(256) }); |
| |
| BytesWritable bytes = (BytesWritable) eval.terminatePartial(state); |
| DoublesSketch resultSketch = DoublesSketch.wrap(Memory.wrap(bytes.getBytes())); |
| Assert.assertEquals(resultSketch.getK(), 256); |
| Assert.assertEquals(resultSketch.getRetainedItems(), 2); |
| Assert.assertEquals(resultSketch.getMinValue(), 1.0); |
| Assert.assertEquals(resultSketch.getMaxValue(), 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 UnionDoublesSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, inspectors); |
| DataToDoublesSketchUDAFTest.checkResultInspector(resultInspector); |
| |
| DoublesUnionState state = (DoublesUnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateDoublesSketch sketch1 = DoublesSketch.builder().setK(256).build(); |
| sketch1.update(1.0); |
| eval.merge(state, new BytesWritable(sketch1.toByteArray())); |
| |
| UpdateDoublesSketch sketch2 = DoublesSketch.builder().setK(256).build(); |
| sketch2.update(2.0); |
| eval.merge(state, new BytesWritable(sketch2.toByteArray())); |
| |
| BytesWritable bytes = (BytesWritable) eval.terminatePartial(state); |
| DoublesSketch resultSketch = DoublesSketch.wrap(Memory.wrap(bytes.getBytes())); |
| Assert.assertEquals(resultSketch.getK(), 256); |
| Assert.assertEquals(resultSketch.getRetainedItems(), 2); |
| Assert.assertEquals(resultSketch.getMinValue(), 1.0); |
| Assert.assertEquals(resultSketch.getMaxValue(), 2.0); |
| } |
| } |
| |
| // 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 UnionDoublesSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.FINAL, inspectors); |
| DataToDoublesSketchUDAFTest.checkResultInspector(resultInspector); |
| |
| DoublesUnionState state = (DoublesUnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateDoublesSketch sketch1 = DoublesSketch.builder().setK(256).build(); |
| sketch1.update(1.0); |
| eval.merge(state, new BytesWritable(sketch1.toByteArray())); |
| |
| UpdateDoublesSketch sketch2 = DoublesSketch.builder().setK(256).build(); |
| sketch2.update(2.0); |
| eval.merge(state, new BytesWritable(sketch2.toByteArray())); |
| |
| BytesWritable bytes = (BytesWritable) eval.terminate(state); |
| DoublesSketch resultSketch = DoublesSketch.wrap(Memory.wrap(bytes.getBytes())); |
| Assert.assertEquals(resultSketch.getK(), 256); |
| Assert.assertEquals(resultSketch.getRetainedItems(), 2); |
| Assert.assertEquals(resultSketch.getMinValue(), 1.0); |
| Assert.assertEquals(resultSketch.getMaxValue(), 2.0); |
| } |
| } |
| |
| // COMPLETE mode (single mode, alternative to MapReduce): iterate + terminate |
| @Test |
| public void completeModelDefaultK() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionDoublesSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors); |
| DataToDoublesSketchUDAFTest.checkResultInspector(resultInspector); |
| |
| DoublesUnionState state = (DoublesUnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateDoublesSketch sketch1 = DoublesSketch.builder().build(); |
| sketch1.update(1.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch1.toByteArray()) }); |
| |
| UpdateDoublesSketch sketch2 = DoublesSketch.builder().build(); |
| sketch2.update(2.0); |
| eval.iterate(state, new Object[] { new BytesWritable(sketch2.toByteArray()) }); |
| |
| BytesWritable bytes = (BytesWritable) eval.terminatePartial(state); |
| DoublesSketch resultSketch = DoublesSketch.wrap(Memory.wrap(bytes.getBytes())); |
| Assert.assertEquals(resultSketch.getK(), 128); |
| Assert.assertEquals(resultSketch.getRetainedItems(), 2); |
| Assert.assertEquals(resultSketch.getMinValue(), 1.0); |
| Assert.assertEquals(resultSketch.getMaxValue(), 2.0); |
| |
| eval.reset(state); |
| Assert.assertNull(eval.terminate(state)); |
| } |
| } |
| |
| } |