/* * Encog(tm) Core v3.4 - Java Version * http://www.heatonresearch.com/encog/ * https://github.com/encog/encog-java-core * Copyright 2008-2016 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.ml.prg.train.rewrite; import org.encog.Encog; import org.encog.ml.ea.genome.Genome; import org.encog.ml.ea.rules.RewriteRule; import org.encog.ml.prg.EncogProgram; import org.encog.ml.prg.ProgramNode; import org.encog.ml.prg.expvalue.ExpressionValue; /** * Rewrite any parts of the tree that are constant with a simple constant value. */ public class RewriteConstants implements RewriteRule { /** * True if the expression was rewritten. */ private boolean rewritten; /** * {@inheritDoc} */ @Override public boolean rewrite(Genome g) { EncogProgram program = ((EncogProgram)g); this.rewritten = false; ProgramNode rootNode = program.getRootNode(); ProgramNode rewrite = rewriteNode(rootNode); if (rewrite != null) { program.setRootNode(rewrite); } return this.rewritten; } /** * Attempt to rewrite the specified node. * @param node The node to attempt to rewrite. * @return The rewritten node, the original node, if no rewrite occured. */ private ProgramNode rewriteNode(ProgramNode node) { // first try to rewrite the child node ProgramNode rewrite = tryNodeRewrite(node); if (rewrite != null) { return rewrite; } // if we could not rewrite the entire node, rewrite as many children as // we can for (int i = 0; i < node.getChildNodes().size(); i++) { ProgramNode childNode = (ProgramNode)node.getChildNodes().get(i); rewrite = rewriteNode(childNode); if (rewrite != null) { node.getChildNodes().remove(i); node.getChildNodes().add(i, rewrite); this.rewritten = true; } } // we may have rewritten some children, but the parent was not // rewritten, so return null. return null; } /** * Try to rewrite the specified node. * @param parentNode The node to attempt rewrite. * @return The rewritten node, or original node, if no rewrite could happen. */ private ProgramNode tryNodeRewrite(ProgramNode parentNode) { ProgramNode result = null; if (parentNode.isLeaf()) { return null; } if (parentNode.allConstDescendants()) { ExpressionValue v = parentNode.evaluate(); double ck = v.toFloatValue(); // do not rewrite if it produces a div by 0 or other bad result. if( Double.isNaN(ck) || Double.isInfinite(ck) ) { return result; } result = parentNode .getOwner() .getContext() .getFunctions() .factorProgramNode("#const", parentNode.getOwner(), new ProgramNode[] {}); // is it an integer? if( Math.abs( ck- ((int)ck))<Encog.DEFAULT_DOUBLE_EQUAL) { result.getData()[0] = new ExpressionValue((int)ck); } else { result.getData()[0] = v; } } return result; } }