/* * Encog(tm) Core v2.5 - Java Version * http://www.heatonresearch.com/encog/ * http://code.google.com/p/encog-java/ * Copyright 2008-2010 Heaton Research, Inc. * * Licensed 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. * * For more information on Heaton Research copyrights, licenses * and trademarks visit: * http://www.heatonresearch.com/copyright */ package org.encog.engine.network.activation; /** * The hyperbolic tangent activation function takes the curved shape of the * hyperbolic tangent. This activation function produces both positive and * negative output. Use this activation function if both negative and positive * output is desired. * */ public class ActivationTANH implements ActivationFunction { /** * Serial id for this class. */ private static final long serialVersionUID = 9121998892720207643L; /** * The parameters. */ private double[] params; /** * Construct a basic HTAN activation function, with a slope of 1. */ public ActivationTANH() { this.params = new double[0]; } /** * @return The object cloned; */ @Override public ActivationFunction clone() { return new ActivationTANH(); } /** * @return Return true, TANH has a derivative. */ public boolean hasDerivative() { return true; } /** * {@inheritDoc} */ @Override public void activationFunction(final double[] x, final int start, final int size) { for (int i = start; i < start + size; i++) { x[i] = Math.tanh(x[i]); } } /** * {@inheritDoc} */ @Override public double derivativeFunction(final double x) { return (1.0 - x * x); } /** * {@inheritDoc} */ @Override public String[] getParamNames() { final String[] result = { }; return result; } /** * {@inheritDoc} */ @Override public double[] getParams() { return this.params; } /** * {@inheritDoc} */ @Override public void setParam(final int index, final double value) { this.params[index] = value; } /** * {@inheritDoc} */ @Override public String getOpenCLExpression(final boolean derivative) { if (derivative) { return "(1.0f - x * x)"; } else { return "tanh(x)"; } } }