[6152] | 1 | /* |
---|
| 2 | Copyright 2006 by Sean Luke |
---|
| 3 | Licensed under the Academic Free License version 3.0 |
---|
| 4 | See the file "LICENSE" for more information |
---|
| 5 | */ |
---|
| 6 | |
---|
| 7 | |
---|
| 8 | package ec.simple; |
---|
| 9 | import ec.*; |
---|
| 10 | import ec.util.Checkpoint; |
---|
| 11 | |
---|
| 12 | /* |
---|
| 13 | * SimpleEvolutionState.java |
---|
| 14 | * |
---|
| 15 | * Created: Tue Aug 10 22:14:46 1999 |
---|
| 16 | * By: Sean Luke |
---|
| 17 | */ |
---|
| 18 | |
---|
| 19 | /** |
---|
| 20 | * A SimpleEvolutionState is an EvolutionState which implements a simple form |
---|
| 21 | * of generational evolution. |
---|
| 22 | * |
---|
| 23 | * <p>First, all the individuals in the population are created. |
---|
| 24 | * <b>(A)</b>Then all individuals in the population are evaluated. |
---|
| 25 | * Then the population is replaced in its entirety with a new population |
---|
| 26 | * of individuals bred from the old population. Goto <b>(A)</b>. |
---|
| 27 | * |
---|
| 28 | * <p>Evolution stops when an ideal individual is found (if quitOnRunComplete |
---|
| 29 | * is set to true), or when the number of generations (loops of <b>(A)</b>) |
---|
| 30 | * exceeds the parameter value numGenerations. Each generation the system |
---|
| 31 | * will perform garbage collection and checkpointing, if the appropriate |
---|
| 32 | * parameters were set. |
---|
| 33 | * |
---|
| 34 | * <p>This approach can be readily used for |
---|
| 35 | * most applications of Genetic Algorithms and Genetic Programming. |
---|
| 36 | * |
---|
| 37 | * @author Sean Luke |
---|
| 38 | * @version 1.0 |
---|
| 39 | */ |
---|
| 40 | |
---|
| 41 | public class SimpleEvolutionState extends EvolutionState |
---|
| 42 | { |
---|
| 43 | |
---|
| 44 | /** |
---|
| 45 | * |
---|
| 46 | */ |
---|
| 47 | public void startFresh() |
---|
| 48 | { |
---|
| 49 | output.message("Setting up"); |
---|
| 50 | setup(this,null); // a garbage Parameter |
---|
| 51 | |
---|
| 52 | // POPULATION INITIALIZATION |
---|
| 53 | output.message("Initializing Generation 0"); |
---|
| 54 | statistics.preInitializationStatistics(this); |
---|
| 55 | population = initializer.initialPopulation(this, 0); // unthreaded |
---|
| 56 | statistics.postInitializationStatistics(this); |
---|
| 57 | |
---|
| 58 | // INITIALIZE CONTACTS -- done after initialization to allow |
---|
| 59 | // a hook for the user to do things in Initializer before |
---|
| 60 | // an attempt is made to connect to island models etc. |
---|
| 61 | exchanger.initializeContacts(this); |
---|
| 62 | evaluator.initializeContacts(this); |
---|
| 63 | } |
---|
| 64 | |
---|
| 65 | /** |
---|
| 66 | * @return |
---|
| 67 | * @throws InternalError |
---|
| 68 | */ |
---|
| 69 | public int evolve() |
---|
| 70 | { |
---|
| 71 | if (generation > 0) |
---|
| 72 | output.message("Generation " + generation); |
---|
| 73 | |
---|
| 74 | // EVALUATION |
---|
| 75 | statistics.preEvaluationStatistics(this); |
---|
| 76 | evaluator.evaluatePopulation(this); |
---|
| 77 | statistics.postEvaluationStatistics(this); |
---|
| 78 | |
---|
| 79 | // SHOULD WE QUIT? |
---|
| 80 | if (evaluator.runComplete(this) && quitOnRunComplete) |
---|
| 81 | { |
---|
| 82 | output.message("Found Ideal Individual"); |
---|
| 83 | return R_SUCCESS; |
---|
| 84 | } |
---|
| 85 | |
---|
| 86 | // SHOULD WE QUIT? |
---|
| 87 | if (generation == numGenerations-1) |
---|
| 88 | { |
---|
| 89 | return R_FAILURE; |
---|
| 90 | } |
---|
| 91 | |
---|
| 92 | // PRE-BREEDING EXCHANGING |
---|
| 93 | statistics.prePreBreedingExchangeStatistics(this); |
---|
| 94 | population = exchanger.preBreedingExchangePopulation(this); |
---|
| 95 | statistics.postPreBreedingExchangeStatistics(this); |
---|
| 96 | |
---|
| 97 | String exchangerWantsToShutdown = exchanger.runComplete(this); |
---|
| 98 | if (exchangerWantsToShutdown!=null) |
---|
| 99 | { |
---|
| 100 | output.message(exchangerWantsToShutdown); |
---|
| 101 | /* |
---|
| 102 | * Don't really know what to return here. The only place I could |
---|
| 103 | * find where runComplete ever returns non-null is |
---|
| 104 | * IslandExchange. However, that can return non-null whether or |
---|
| 105 | * not the ideal individual was found (for example, if there was |
---|
| 106 | * a communication error with the server). |
---|
| 107 | * |
---|
| 108 | * Since the original version of this code didn't care, and the |
---|
| 109 | * result was initialized to R_SUCCESS before the while loop, I'm |
---|
| 110 | * just going to return R_SUCCESS here. |
---|
| 111 | */ |
---|
| 112 | |
---|
| 113 | return R_SUCCESS; |
---|
| 114 | } |
---|
| 115 | |
---|
| 116 | // BREEDING |
---|
| 117 | statistics.preBreedingStatistics(this); |
---|
| 118 | |
---|
| 119 | population = breeder.breedPopulation(this); |
---|
| 120 | |
---|
| 121 | // POST-BREEDING EXCHANGING |
---|
| 122 | statistics.postBreedingStatistics(this); |
---|
| 123 | |
---|
| 124 | // POST-BREEDING EXCHANGING |
---|
| 125 | statistics.prePostBreedingExchangeStatistics(this); |
---|
| 126 | population = exchanger.postBreedingExchangePopulation(this); |
---|
| 127 | statistics.postPostBreedingExchangeStatistics(this); |
---|
| 128 | |
---|
| 129 | // INCREMENT GENERATION AND CHECKPOINT |
---|
| 130 | generation++; |
---|
| 131 | if (checkpoint && generation%checkpointModulo == 0) |
---|
| 132 | { |
---|
| 133 | output.message("Checkpointing"); |
---|
| 134 | statistics.preCheckpointStatistics(this); |
---|
| 135 | Checkpoint.setCheckpoint(this); |
---|
| 136 | statistics.postCheckpointStatistics(this); |
---|
| 137 | } |
---|
| 138 | |
---|
| 139 | return R_NOTDONE; |
---|
| 140 | } |
---|
| 141 | |
---|
| 142 | /** |
---|
| 143 | * @param result |
---|
| 144 | */ |
---|
| 145 | public void finish(int result) |
---|
| 146 | { |
---|
| 147 | //Output.message("Finishing"); |
---|
| 148 | /* finish up -- we completed. */ |
---|
| 149 | statistics.finalStatistics(this,result); |
---|
| 150 | finisher.finishPopulation(this,result); |
---|
| 151 | exchanger.closeContacts(this,result); |
---|
| 152 | evaluator.closeContacts(this,result); |
---|
| 153 | } |
---|
| 154 | |
---|
| 155 | } |
---|