| /* |
| * 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.hive.tuple; |
| |
| import org.apache.hadoop.hive.ql.exec.Description; |
| import org.apache.hadoop.hive.ql.exec.UDF; |
| import org.apache.hadoop.io.BytesWritable; |
| |
| import com.yahoo.memory.Memory; |
| import com.yahoo.sketches.quantiles.DoublesSketch; |
| 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; |
| |
| @Description( |
| name = "ArrayOfDoublesSketchToQuantilesSketch", |
| value = "_FUNC_(sketch, column, k)", |
| extended = "Returns a quanitles DoublesSketch constructed from a given" |
| + " column of double values from a given ArrayOfDoublesSketch using parameter k" |
| + " that determines the accuracy and size of the quantiles sketch." |
| + " The column number is optional (the default is 1)." |
| + " The parameter k is optional (the default is defined in the sketch library)." |
| + " The result is a serialized quantiles sketch.") |
| @SuppressWarnings("javadoc") |
| public class ArrayOfDoublesSketchToQuantilesSketchUDF extends UDF { |
| |
| /** |
| * Convert the first column from a given ArrayOfDoublesSketch to a quantiles DoublesSketch |
| * using the default parameter k. |
| * @param serializedSketch ArrayOfDoublesSketch in as serialized binary |
| * @return serialized DoublesSketch |
| */ |
| public BytesWritable evaluate(final BytesWritable serializedSketch) { |
| return evaluate(serializedSketch, 1, 0); |
| } |
| |
| /** |
| * Convert a given column from a given ArrayOfDoublesSketch to a quantiles DoublesSketch |
| * using the default parameter k. |
| * @param serializedSketch ArrayOfDoublesSketch in as serialized binary |
| * @param column 1-based column number |
| * @return serialized DoublesSketch |
| */ |
| public BytesWritable evaluate(final BytesWritable serializedSketch, final int column) { |
| return evaluate(serializedSketch, column, 0); |
| } |
| |
| /** |
| * Convert a given column from a given ArrayOfDoublesSketch to a quantiles DoublesSketch |
| * @param serializedSketch ArrayOfDoublesSketch in as serialized binary |
| * @param column 1-based column number |
| * @param k parameter that determines the accuracy and size of the quantiles sketch |
| * @return serialized DoublesSketch |
| */ |
| public BytesWritable evaluate(final BytesWritable serializedSketch, final int column, |
| final int k) { |
| if (serializedSketch == null) { return null; } |
| final ArrayOfDoublesSketch sketch = ArrayOfDoublesSketches.wrapSketch( |
| Memory.wrap(serializedSketch.getBytes())); |
| if (column < 1) { |
| throw new IllegalArgumentException("Column number must be greater than zero. Received: " |
| + column); |
| } |
| if (column > sketch.getNumValues()) { |
| throw new IllegalArgumentException("Column number " + column |
| + " is 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 BytesWritable(qs.compact().toByteArray()); |
| } |
| |
| } |