/* * 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.conv; import hivemall.utils.lang.StringUtils; import java.util.ArrayList; import java.util.Collections; import java.util.List; import javax.annotation.Nullable; 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.FloatWritable; @Description(name = "to_sparse_features", value = "_FUNC_(array<float> feature_vector)" + " - Returns a sparse feature in array<string>") @UDFType(deterministic = true, stateful = false) public final class ToSparseFeaturesUDF extends UDF { @Nullable public List<String> evaluate(@Nullable final List<FloatWritable> features) { return evaluate(features, null); } @Nullable public List<String> evaluate(@Nullable final List<FloatWritable> features, @Nullable String biasName) { if (features == null) { return null; } final int size = features.size(); if (size == 0) { return Collections.emptyList(); } final StringBuilder buf = new StringBuilder(64); final ArrayList<String> list = new ArrayList<String>(size); for (int i = 0; i < size; i++) { final FloatWritable o = features.get(i); if (o != null) { final String s; final float v = o.get(); if (biasName != null) { s = buf.append(biasName).append(':').append(v).toString(); } else { s = buf.append(i).append(':').append(v).toString(); } list.add(s); StringUtils.clear(buf); } } return list; } }