| /* |
| * 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.pig.kll; |
| |
| import org.apache.pig.Accumulator; |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.data.BagFactory; |
| import org.apache.pig.data.DataBag; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| import org.apache.pig.data.TupleFactory; |
| import org.testng.Assert; |
| import org.testng.annotations.Test; |
| |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.kll.KllFloatsSketch; |
| |
| @SuppressWarnings("javadoc") |
| public class UnionSketchTest { |
| private static final TupleFactory TUPLE_FACTORY = TupleFactory.getInstance(); |
| private static final BagFactory BAG_FACTORY = BagFactory.getInstance(); |
| |
| @Test |
| public void execNullInputTuple() throws Exception { |
| final EvalFunc<DataByteArray> func = new UnionSketch(); |
| final DataByteArray result = func.exec(null); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void execEmptyInputTuple() throws Exception { |
| final EvalFunc<DataByteArray> func = new UnionSketch(); |
| final DataByteArray result = func.exec(TUPLE_FACTORY.newTuple()); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void execEmptyBag() throws Exception { |
| final EvalFunc<DataByteArray> func = new UnionSketch(); |
| final DataByteArray result = func.exec(TUPLE_FACTORY.newTuple(BAG_FACTORY.newDefaultBag())); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void execNormalCase() throws Exception { |
| final EvalFunc<DataByteArray> func = new UnionSketch(); |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| final KllFloatsSketch inputSketch = new KllFloatsSketch(); |
| inputSketch.update(1); |
| bag.add(TUPLE_FACTORY.newTuple(new DataByteArray(inputSketch.toByteArray()))); |
| final DataByteArray result = func.exec(TUPLE_FACTORY.newTuple(bag)); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertFalse(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getN(), 1); |
| } |
| |
| @Test |
| public void accumulator() throws Exception { |
| final Accumulator<DataByteArray> func = new UnionSketch(); |
| |
| // no input yet |
| DataByteArray result = func.getValue(); |
| KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| |
| // null input tuple |
| func.accumulate(null); |
| result = func.getValue(); |
| sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| |
| // empty input tuple |
| func.accumulate(TUPLE_FACTORY.newTuple()); |
| result = func.getValue(); |
| sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| |
| // empty bag |
| func.accumulate(TUPLE_FACTORY.newTuple(BAG_FACTORY.newDefaultBag())); |
| result = func.getValue(); |
| sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| |
| // normal case |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| final KllFloatsSketch inputSketch = new KllFloatsSketch(); |
| inputSketch.update(1); |
| bag.add(TUPLE_FACTORY.newTuple(new DataByteArray(inputSketch.toByteArray()))); |
| func.accumulate(TUPLE_FACTORY.newTuple(bag)); |
| func.accumulate(TUPLE_FACTORY.newTuple(bag)); |
| result = func.getValue(); |
| sketch = getSketch(result); |
| Assert.assertFalse(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getN(), 2); |
| |
| // cleanup |
| func.cleanup(); |
| result = func.getValue(); |
| sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void accumulatorCustomK() throws Exception { |
| final Accumulator<DataByteArray> func = new UnionSketch("400"); |
| final KllFloatsSketch sketch = getSketch(func.getValue()); |
| Assert.assertEquals(sketch.getK(), 400); |
| } |
| |
| @Test |
| public void algebraicInitial() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<Tuple> func = |
| (EvalFunc<Tuple>) Class.forName(new UnionSketch().getInitial()) |
| .getConstructor(String.class).newInstance("400"); |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| bag.add(TUPLE_FACTORY.newTuple()); |
| final Tuple resultTuple = func.exec(TUPLE_FACTORY.newTuple(bag)); |
| Assert.assertNotNull(resultTuple); |
| Assert.assertEquals(resultTuple.size(), 1); |
| Assert.assertTrue(resultTuple.get(0) instanceof DataBag); |
| Assert.assertEquals(((DataBag) resultTuple.get(0)).size(), 1); |
| } |
| |
| @Test |
| public void algebraicIntermediateNullInputTupleCustomK() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<Tuple> func = |
| (EvalFunc<Tuple>) Class.forName(new UnionSketch().getIntermed()) |
| .getConstructor(String.class).newInstance("400"); |
| final Tuple resultTuple = func.exec(null); |
| final KllFloatsSketch sketch = getSketch(resultTuple); |
| Assert.assertTrue(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getK(), 400); |
| } |
| |
| @Test |
| public void algebraicIntermediateEmptyInputTuple() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<Tuple> func = |
| (EvalFunc<Tuple>) Class.forName(new UnionSketch().getIntermed()).newInstance(); |
| final Tuple resultTuple = func.exec(TUPLE_FACTORY.newTuple()); |
| final KllFloatsSketch sketch = getSketch(resultTuple); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void algebraicIntermediateNormalCase() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<Tuple> func = |
| (EvalFunc<Tuple>) Class.forName(new UnionSketch().getIntermed()).newInstance(); |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| |
| { // this is to simulate an output from Initial |
| final DataBag innerBag = BAG_FACTORY.newDefaultBag(); |
| final KllFloatsSketch qs = new KllFloatsSketch(); |
| qs.update(1); |
| innerBag.add(TUPLE_FACTORY.newTuple(new DataByteArray(qs.toByteArray()))); |
| bag.add(TUPLE_FACTORY.newTuple(innerBag)); |
| } |
| |
| { // this is to simulate an output from a prior call of Intermediate |
| final KllFloatsSketch qs = new KllFloatsSketch(); |
| qs.update(2); |
| bag.add(TUPLE_FACTORY.newTuple(new DataByteArray(qs.toByteArray()))); |
| } |
| |
| final Tuple resultTuple = func.exec(TUPLE_FACTORY.newTuple(bag)); |
| final KllFloatsSketch sketch = getSketch(resultTuple); |
| Assert.assertFalse(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getN(), 2); |
| } |
| |
| @Test(expectedExceptions = IllegalArgumentException.class) |
| public void algebraicIntermediateWrongType() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<Tuple> func = |
| (EvalFunc<Tuple>) Class.forName(new UnionSketch().getIntermed()).newInstance(); |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| |
| // this bag must have tuples with either bags or data byte arrays |
| bag.add(TUPLE_FACTORY.newTuple(1.0)); |
| func.exec(TUPLE_FACTORY.newTuple(bag)); |
| } |
| |
| @Test |
| public void algebraicFinalNullInputTupleCustomK() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<DataByteArray> func = |
| (EvalFunc<DataByteArray>) Class.forName(new UnionSketch().getFinal()) |
| .getConstructor(String.class).newInstance("400"); |
| final DataByteArray result = func.exec(null); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getK(), 400); |
| } |
| |
| @Test |
| public void algebraicFinalEmptyInputTuple() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<DataByteArray> func = |
| (EvalFunc<DataByteArray>) Class.forName(new UnionSketch().getFinal()).newInstance(); |
| final DataByteArray result = func.exec(TUPLE_FACTORY.newTuple()); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertTrue(sketch.isEmpty()); |
| } |
| |
| @Test |
| public void algebraicFinalNormalCase() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<DataByteArray> func = |
| (EvalFunc<DataByteArray>) Class.forName(new UnionSketch().getFinal()).newInstance(); |
| final DataBag bag = BAG_FACTORY.newDefaultBag(); |
| |
| { // this is to simulate an output from Initial |
| final DataBag innerBag = BAG_FACTORY.newDefaultBag(); |
| final KllFloatsSketch qs = new KllFloatsSketch(); |
| qs.update(1); |
| innerBag.add(TUPLE_FACTORY.newTuple(new DataByteArray(qs.toByteArray()))); |
| bag.add(TUPLE_FACTORY.newTuple(innerBag)); |
| } |
| |
| { // this is to simulate an output from a prior call of Intermediate |
| final KllFloatsSketch qs = new KllFloatsSketch(); |
| qs.update(2); |
| bag.add(TUPLE_FACTORY.newTuple(new DataByteArray(qs.toByteArray()))); |
| } |
| |
| final DataByteArray result = func.exec(TUPLE_FACTORY.newTuple(bag)); |
| final KllFloatsSketch sketch = getSketch(result); |
| Assert.assertFalse(sketch.isEmpty()); |
| Assert.assertEquals(sketch.getN(), 2); |
| } |
| |
| @Test(expectedExceptions = IllegalArgumentException.class) |
| public void algebraicIntermediateFinalWrongType() throws Exception { |
| @SuppressWarnings("unchecked") |
| final EvalFunc<DataByteArray> func = |
| (EvalFunc<DataByteArray>) Class.forName(new UnionSketch().getFinal()).newInstance(); |
| DataBag bag = BAG_FACTORY.newDefaultBag(); |
| |
| // this bag must have tuples with either bags or data byte arrays |
| bag.add(TUPLE_FACTORY.newTuple(1.0)); |
| func.exec(TUPLE_FACTORY.newTuple(bag)); |
| } |
| |
| // end of tests |
| |
| private static KllFloatsSketch getSketch(final Tuple tuple) throws Exception { |
| Assert.assertNotNull(tuple); |
| Assert.assertEquals(tuple.size(), 1); |
| final DataByteArray bytes = (DataByteArray) tuple.get(0); |
| return getSketch(bytes); |
| } |
| |
| private static KllFloatsSketch getSketch(final DataByteArray bytes) throws Exception { |
| Assert.assertTrue(bytes.size() > 0); |
| return KllFloatsSketch.heapify(Memory.wrap(bytes.get())); |
| } |
| |
| } |