/* * 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 hivemall.knn.distance; import static hivemall.utils.hadoop.WritableUtils.val; import java.math.BigInteger; import java.util.List; import org.apache.hadoop.hive.ql.exec.Description; import org.apache.hadoop.hive.ql.exec.UDF; import org.apache.hadoop.hive.ql.udf.UDFType; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; @Description(name = "hamming_distance", value = "_FUNC_(A, B [,int k]) - Returns Hamming distance between A and B") @UDFType(deterministic = true, stateful = false) public class HammingDistanceUDF extends UDF { public IntWritable evaluate(long a, long b) { return val(hammingDistance(a, b)); } public IntWritable evaluate(String a, String b) { BigInteger ai = new BigInteger(a); BigInteger bi = new BigInteger(b); return val(hammingDistance(ai, bi)); } public IntWritable evaluate(List<LongWritable> a, List<LongWritable> b) { int alen = a.size(); int blen = b.size(); final int min, max; final List<LongWritable> r; if (alen < blen) { min = alen; max = blen; r = b; } else { min = blen; max = alen; r = a; } int result = 0; for (int i = 0; i < min; i++) { result += hammingDistance(a.get(i).get(), b.get(i).get()); } for (int j = min; j < max; j++) { result += hammingDistance(0L, r.get(j).get()); } return val(result); } public static int hammingDistance(final long a, final long b) { return Long.bitCount(a ^ b); } public static int hammingDistance(final BigInteger a, final BigInteger b) { BigInteger xor = a.xor(b); return xor.bitCount(); } }