| /* |
| * 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.tuple; |
| |
| import java.io.IOException; |
| |
| import org.apache.datasketches.memory.Memory; |
| import org.apache.datasketches.quantiles.DoublesSketch; |
| import org.apache.datasketches.quantiles.DoublesSketchBuilder; |
| import org.apache.datasketches.quantiles.UpdateDoublesSketch; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketch; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketchIterator; |
| import org.apache.datasketches.tuple.ArrayOfDoublesSketches; |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| |
| /** |
| * This UDF converts a given column of double values from an ArrayOfDoubles sketch |
| * to a quantiles DoublesSketch to further analyze the distribution of these values. |
| * The result will be a DataByteArray with serialized quantiles sketch. |
| */ |
| public class ArrayOfDoublesSketchToQuantilesSketch extends EvalFunc<DataByteArray> { |
| |
| private final int k; |
| |
| /** |
| * Constructor with default parameter k for quantiles sketch |
| */ |
| public ArrayOfDoublesSketchToQuantilesSketch() { |
| k = 0; |
| } |
| |
| /** |
| * Constructor with a given parameter k for quantiles sketch |
| * @param k string representation of the parameter k that determines the accuracy |
| * and size of the quantiles sketch |
| */ |
| public ArrayOfDoublesSketchToQuantilesSketch(final String k) { |
| this.k = Integer.parseInt(k); |
| } |
| |
| @Override |
| public DataByteArray exec(final Tuple input) throws IOException { |
| if ((input == null) || (input.size() == 0)) { |
| return null; |
| } |
| |
| final DataByteArray dba = (DataByteArray) input.get(0); |
| final ArrayOfDoublesSketch sketch = ArrayOfDoublesSketches.wrapSketch(Memory.wrap(dba.get())); |
| |
| int column = 1; |
| if (input.size() > 1) { |
| column = (int) input.get(1); |
| if ((column < 1) || (column > sketch.getNumValues())) { |
| throw new IllegalArgumentException("Column number out of range. The given sketch has " |
| + sketch.getNumValues() + " columns"); |
| } |
| } |
| |
| final DoublesSketchBuilder builder = DoublesSketch.builder(); |
| if (k > 0) { |
| builder.setK(k); |
| } |
| final UpdateDoublesSketch qs = builder.build(); |
| final ArrayOfDoublesSketchIterator it = sketch.iterator(); |
| while (it.next()) { |
| qs.update(it.getValues()[column - 1]); |
| } |
| return new DataByteArray(qs.compact().toByteArray()); |
| } |
| |
| } |