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/*
* 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.data.DataByteArray;
import org.apache.pig.data.Tuple;
/**
* This UDF is to get a quantile value from a given sketch. A single value for a
* given fraction is returned. The fraction represents a normalized rank and must be
* from 0 to 1 inclusive. For example, the fraction of 0.5 corresponds to 50th percentile,
* which is the median value of the distribution (the number separating the higher half
* of the probability distribution from the lower half).
*/
public class GetQuantile extends EvalFunc<Float> {
@Override
public Float exec(final Tuple input) throws IOException {
if (input.size() != 2) {
throw new IllegalArgumentException("expected two inputs: sketch and fraction");
}
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()));
if (!(input.get(1) instanceof Double)) {
throw new IllegalArgumentException("expected a double value as a fraction, got "
+ input.get(1).getClass().getSimpleName());
}
final double fraction = (double) input.get(1);
return sketch.getQuantile(fraction);
}
}