/* * 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.scaling; 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; /** * @see <a href="http://en.wikipedia.org/wiki/Standard_score">Standard_score</a> */ @Description(name = "zscore", value = "_FUNC_(value, mean, stddev) - Returns a standard score (zscore)") @UDFType(deterministic = true, stateful = false) public final class ZScoreUDF extends UDF { public FloatWritable evaluate(double value, double mean, double stddev) { if (stddev == 0.d) { return new FloatWritable(0.f); } float v = (float) ((value - mean) / stddev); return new FloatWritable(v); } public FloatWritable evaluate(float value, float mean, float stddev) { if (stddev == 0.f) { return new FloatWritable(0.f); } float v = (value - mean) / stddev; return new FloatWritable(v); } }