/* * 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.ftvec.hashing; import static hivemall.utils.hadoop.WritableUtils.val; import hivemall.utils.hashing.MurmurHash3; import java.util.Arrays; import java.util.Collections; 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; @Description( name = "array_hash_values", value = "_FUNC_(array<string> values, [string prefix [, int numFeatures], boolean useIndexAsPrefix])" + " returns hash values in array<int>") @UDFType(deterministic = true, stateful = false) public final class ArrayHashValuesUDF extends UDF { public List<IntWritable> evaluate(List<String> values) { return evaluate(values, null, MurmurHash3.DEFAULT_NUM_FEATURES); } public List<IntWritable> evaluate(List<String> values, String prefix) { return evaluate(values, prefix, MurmurHash3.DEFAULT_NUM_FEATURES); } public List<IntWritable> evaluate(List<String> values, String prefix, boolean useIndexAsPrefix) { return evaluate(values, prefix, MurmurHash3.DEFAULT_NUM_FEATURES, useIndexAsPrefix); } public List<IntWritable> evaluate(List<String> values, String prefix, int numFeatures) { return evaluate(values, prefix, numFeatures, false); } public List<IntWritable> evaluate(List<String> values, String prefix, int numFeatures, boolean useIndexAsPrefix) { return hashValues(values, prefix, numFeatures, useIndexAsPrefix); } static List<IntWritable> hashValues(List<String> values, String prefix, int numFeatures, boolean useIndexAsPrefix) { if (values == null) { return null; } if (values.isEmpty()) { return Collections.emptyList(); } final int size = values.size(); final IntWritable[] ary = new IntWritable[size]; for (int i = 0; i < size; i++) { String v = values.get(i); if (v == null) { ary[i] = null; } else { if (useIndexAsPrefix) { v = i + ':' + v; } String data = (prefix == null) ? v : (prefix + v); int h = MurmurHash3.murmurhash3(data, numFeatures); ary[i] = val(h + 1); } } return Arrays.asList(ary); } }