| /******************************************************************************* |
| * Copyright 2015, 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.theta; |
| |
| import static com.yahoo.sketches.Util.DEFAULT_NOMINAL_ENTRIES; |
| import static com.yahoo.sketches.Util.DEFAULT_UPDATE_SEED; |
| |
| 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.apache.hadoop.io.LongWritable; |
| import org.testng.Assert; |
| import org.testng.annotations.Test; |
| |
| import com.yahoo.memory.Memory; |
| import com.yahoo.sketches.theta.Sketch; |
| import com.yahoo.sketches.theta.Sketches; |
| import com.yahoo.sketches.theta.UpdateSketch; |
| |
| /** |
| * Unit tests for UnionSketch UDF |
| */ |
| @SuppressWarnings("javadoc") |
| public class UnionSketchUDAFTest { |
| |
| static final ObjectInspector intInspector = |
| PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.INT); |
| |
| static final ObjectInspector longInspector = |
| PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.LONG); |
| |
| static final ObjectInspector binaryInspector = |
| PrimitiveObjectInspectorFactory.getPrimitiveWritableObjectInspector(PrimitiveCategory.BINARY); |
| |
| static final ObjectInspector structInspector = ObjectInspectorFactory.getStandardStructObjectInspector( |
| Arrays.asList("nominalEntries", "seed", "sketch"), |
| Arrays.asList(intInspector, longInspector, binaryInspector) |
| ); |
| |
| @Test(expectedExceptions = { UDFArgumentException.class }) |
| public void initTooFewArgs() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(new ObjectInspector[] {}, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentException.class }) |
| public void initTooManyArgs() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo(new ObjectInspector[] { |
| binaryInspector, intInspector, longInspector, longInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initIvalidCategoryArg1() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { structInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initInvalidTypeArg1() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { intInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initIvalidCategoryArg2() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { binaryInspector, structInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initInvalidTypeArg2() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { binaryInspector, binaryInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initIvalidCategoryArg3() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { binaryInspector, intInspector, structInspector }, false, false, false); |
| udf.getEvaluator(params); |
| } |
| |
| @Test(expectedExceptions = { UDFArgumentTypeException.class }) |
| public void initInvalidTypeArg3() throws SemanticException { |
| UnionSketchUDAF udf = new UnionSketchUDAF(); |
| GenericUDAFParameterInfo params = new SimpleGenericUDAFParameterInfo( |
| new ObjectInspector[] { binaryInspector, intInspector, binaryInspector }, false, false, false); |
| udf.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 UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors); |
| DataToSketchUDAFTest.checkIntermediateResultInspector(resultInspector); |
| |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().build(); |
| sketch1.update(1); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())}); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().build(); |
| sketch2.update(2); |
| 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(((LongWritable) (r.get(1))).get(), DEFAULT_UPDATE_SEED); |
| Sketch resultSketch = Sketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes())); |
| Assert.assertFalse(resultSketch.isEstimationMode()); |
| Assert.assertEquals(resultSketch.getEstimate(), 2.0); |
| } |
| } |
| |
| @Test |
| public void partial1ModeExplicitParams() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, longInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL1, inspectors); |
| DataToSketchUDAFTest.checkIntermediateResultInspector(resultInspector); |
| |
| final int nomEntries = 16; |
| final long seed = 1; |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().setSeed(seed).build(); |
| sketch1.update(1); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()), new IntWritable(nomEntries), new LongWritable(seed)}); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().setSeed(seed).build(); |
| sketch2.update(2); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()), new IntWritable(nomEntries), new LongWritable(seed)}); |
| |
| 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(), nomEntries); |
| Assert.assertEquals(((LongWritable) (r.get(1))).get(), seed); |
| Sketch resultSketch = Sketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes()), seed); |
| Assert.assertFalse(resultSketch.isEstimationMode()); |
| 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 UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.PARTIAL2, new ObjectInspector[] {structInspector}); |
| DataToSketchUDAFTest.checkIntermediateResultInspector(resultInspector); |
| |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().build(); |
| sketch1.update(1); |
| eval.merge(state, Arrays.asList( |
| new IntWritable(DEFAULT_NOMINAL_ENTRIES), |
| new LongWritable(DEFAULT_UPDATE_SEED), |
| new BytesWritable(sketch1.compact().toByteArray())) |
| ); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().build(); |
| sketch2.update(2); |
| eval.merge(state, Arrays.asList( |
| new IntWritable(DEFAULT_NOMINAL_ENTRIES), |
| new LongWritable(DEFAULT_UPDATE_SEED), |
| 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(((LongWritable) (r.get(1))).get(), DEFAULT_UPDATE_SEED); |
| Sketch resultSketch = Sketches.wrapSketch(Memory.wrap(((BytesWritable) (r.get(2))).getBytes())); |
| Assert.assertEquals(resultSketch.getEstimate(), 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 UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.FINAL, new ObjectInspector[] {structInspector}); |
| DataToSketchUDAFTest.checkFinalResultInspector(resultInspector); |
| |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().build(); |
| sketch1.update(1); |
| eval.merge(state, Arrays.asList( |
| new IntWritable(DEFAULT_NOMINAL_ENTRIES), |
| new LongWritable(DEFAULT_UPDATE_SEED), |
| new BytesWritable(sketch1.compact().toByteArray()) |
| )); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().build(); |
| sketch2.update(2); |
| eval.merge(state, Arrays.asList( |
| new IntWritable(DEFAULT_NOMINAL_ENTRIES), |
| new LongWritable(DEFAULT_UPDATE_SEED), |
| new BytesWritable(sketch2.compact().toByteArray()) |
| )); |
| |
| Object result = eval.terminate(state); |
| Assert.assertNotNull(result); |
| Assert.assertTrue(result instanceof BytesWritable); |
| Sketch resultSketch = Sketches.wrapSketch(Memory.wrap(((BytesWritable) result).getBytes())); |
| Assert.assertEquals(resultSketch.getEstimate(), 2.0); |
| } |
| } |
| |
| // COMPLETE mode (single mode, alternative to MapReduce): iterate + terminate |
| @Test |
| public void completeModeDefaultSizeAndSeed() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors); |
| DataToSketchUDAFTest.checkFinalResultInspector(resultInspector); |
| |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().build(); |
| sketch1.update(1); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray())}); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().build(); |
| sketch2.update(2); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray())}); |
| |
| Object result = eval.terminate(state); |
| Assert.assertNotNull(result); |
| Assert.assertTrue(result instanceof BytesWritable); |
| Sketch resultSketch = Sketches.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 completeModeExplicitSizeAndSeed() throws Exception { |
| ObjectInspector[] inspectors = new ObjectInspector[] { binaryInspector, intInspector, longInspector }; |
| GenericUDAFParameterInfo info = new SimpleGenericUDAFParameterInfo(inspectors, false, false, false); |
| try (GenericUDAFEvaluator eval = new UnionSketchUDAF().getEvaluator(info)) { |
| ObjectInspector resultInspector = eval.init(Mode.COMPLETE, inspectors); |
| DataToSketchUDAFTest.checkFinalResultInspector(resultInspector); |
| |
| final int nomEntries = 16; |
| final long seed = 1; |
| UnionState state = (UnionState) eval.getNewAggregationBuffer(); |
| |
| UpdateSketch sketch1 = UpdateSketch.builder().setSeed(seed).build(); |
| sketch1.update(1); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch1.compact().toByteArray()), new IntWritable(nomEntries), new LongWritable(seed)}); |
| |
| UpdateSketch sketch2 = UpdateSketch.builder().setSeed(seed).build(); |
| sketch2.update(2); |
| eval.iterate(state, new Object[] {new BytesWritable(sketch2.compact().toByteArray()), new IntWritable(nomEntries), new LongWritable(seed)}); |
| |
| Object result = eval.terminate(state); |
| Assert.assertNotNull(result); |
| Assert.assertTrue(result instanceof BytesWritable); |
| Sketch resultSketch = Sketches.wrapSketch(Memory.wrap(((BytesWritable) result).getBytes()), seed); |
| Assert.assertEquals(resultSketch.getEstimate(), 2.0); |
| } |
| } |
| |
| } |