| /* |
| * 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 java.io.IOException; |
| |
| import org.apache.datasketches.kll.KllFloatsSketch; |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.backend.executionengine.ExecException; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| import org.apache.pig.data.TupleFactory; |
| |
| /** |
| * This UDF is to get an approximation to the Probability Mass Function (PMF) of the input stream |
| * given a sketch and a set of split points - an array of <i>m</i> unique, monotonically increasing |
| * float values that divide the real number line into <i>m+1</i> consecutive disjoint intervals. |
| * The function returns an array of m+1 doubles each of which is an approximation to the fraction |
| * of the input stream values that fell into one of those intervals. Intervals are inclusive of |
| * the left split point and exclusive of the right split point. |
| */ |
| public class GetPmf extends EvalFunc<Tuple> { |
| |
| @Override |
| public Tuple exec(final Tuple input) throws IOException { |
| if (input.size() < 2) { |
| throw new IllegalArgumentException( |
| "expected two or more inputs: sketch and list of split points"); |
| } |
| |
| if (!(input.get(0) instanceof DataByteArray)) { |
| throw new IllegalArgumentException("expected a DataByteArray as a sketch, got " |
| + input.get(0).getClass().getSimpleName()); |
| } |
| final DataByteArray dba = (DataByteArray) input.get(0); |
| final KllFloatsSketch sketch = KllFloatsSketch.heapify(Memory.wrap(dba.get())); |
| |
| final float[] splitPoints = new float[input.size() - 1]; |
| for (int i = 1; i < input.size(); i++) { |
| if (!(input.get(i) instanceof Float)) { |
| throw new IllegalArgumentException("expected a float value as a split point, got " |
| + input.get(i).getClass().getSimpleName()); |
| } |
| splitPoints[i - 1] = (float) input.get(i); |
| } |
| final double[] pmf = sketch.getPMF(splitPoints); |
| if (pmf == null) { return null; } |
| return doubleArrayToTuple(pmf); |
| } |
| |
| static Tuple doubleArrayToTuple(final double[] array) throws ExecException { |
| final Tuple tuple = TupleFactory.getInstance().newTuple(array.length); |
| for (int i = 0; i < array.length; i++) { |
| tuple.set(i, array[i]); |
| } |
| return tuple; |
| } |
| |
| } |