| /* |
| * Copyright 2017, 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.pig.tuple; |
| |
| import java.io.IOException; |
| |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| |
| import com.yahoo.memory.Memory; |
| import com.yahoo.sketches.quantiles.DoublesSketchBuilder; |
| import com.yahoo.sketches.quantiles.UpdateDoublesSketch; |
| import com.yahoo.sketches.tuple.ArrayOfDoublesSketch; |
| import com.yahoo.sketches.tuple.ArrayOfDoublesSketchIterator; |
| import com.yahoo.sketches.tuple.ArrayOfDoublesSketches; |
| |
| /** |
| * 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 = UpdateDoublesSketch.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()); |
| } |
| |
| } |