/* * 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.solr.ltr.norm; import java.util.LinkedHashMap; /** * A Normalizer to scale a feature value around an average-and-standard-deviation distribution. * <p> * Example configuration: <pre> "norm" : { "class" : "org.apache.solr.ltr.norm.StandardNormalizer", "params" : { "avg":"42", "std":"6" } } </pre> * <p> * Example normalizations: * <ul> * <li>39 will be normalized to -0.5 * <li>42 will be normalized to 0 * <li>45 will be normalized to +0.5 * </ul> */ public class StandardNormalizer extends Normalizer { private float avg = 0f; private float std = 1f; public float getAvg() { return avg; } public void setAvg(float avg) { this.avg = avg; } public float getStd() { return std; } public void setStd(float std) { this.std = std; } public void setAvg(String avg) { this.avg = Float.parseFloat(avg); } public void setStd(String std) { this.std = Float.parseFloat(std); } @Override public float normalize(float value) { return (value - avg) / std; } @Override protected void validate() throws NormalizerException { if (std <= 0f) { throw new NormalizerException("Standard Normalizer standard deviation must " + "be positive | avg = " + avg + ",std = " + std); } } @Override public LinkedHashMap<String,Object> paramsToMap() { final LinkedHashMap<String,Object> params = new LinkedHashMap<>(2, 1.0f); params.put("avg", '"'+Float.toString(avg)+'"'); params.put("std", '"'+Float.toString(std)+'"'); return params; } @Override public String toString() { final StringBuilder sb = new StringBuilder(64); // default initialCapacity of 16 won't be enough sb.append(getClass().getSimpleName()).append('('); sb.append("avg=").append(avg); sb.append(",std=").append(avg).append(')'); return sb.toString(); } }