/*
  Copyright 2006 by Sean Luke
  Licensed under the Academic Free License version 3.0
  See the file "LICENSE" for more information
*/


package ec.gp;
import ec.*;
import ec.util.*;

/* 
 * GPType.java
 * 
 * Created: Fri Aug 27 20:54:23 1999
 * By: Sean Luke
 */

/**
 * GPType is a Clique which represents types in 
 * Strongly-Typed Genetic Programming (STGP). 
 * (David Montana, "Strongly-Typed Genetic Programming", 
 * Evolutionary Computation 3(2), pp. 199-230).
 *
 * 

In STGP, each function node has a return-type, and each of * its arguments also have assigned types. Furthermore, the tree * itself has a predefined "tree type". STGP permits crossover * and mutation of trees only with the constraint that each node's * return type "fits" with the corresponding argument type in the * node's parent; further, the root node's return type must "fit" with * the tree type. * *

The simplest definition of "fit" is that the types must be the same. * Montana calls this "Basic" STGP (see section 2.1). This is the form * of STGP that most implementations do, and it's not very powerful. * *

Montana further defined generic functions (ones with polymorphic * data types). Such beasts "fit" only if the trees involved can be * unified to make them fit, an expensive proceedure which ECJ does not * support. However, ECJ's does support a compromise between simple * "Basic" STGP and STGP with polymorphic types: providing both * atomic types (basic STGP) and a more powerful notion of * set types. * *

An atomic type is a basic GP type. Atomic types "fit" only * if they're the same object (this implementation uses == ). A problem * domain that only uses atomic types is essentially doing "Basic" STGP. * *

Set types are sets of atomic types. A set type "fits" with an * atomic type only if it contains the atomic type in its set. A set type * "fits" with another set type only if they share at least one atomic type * in common (that is, the intersection of their sets is nonempty). * *

Set types allow for types which can fit in several different generic * places -- an object can now say that it "fits" with types * A or B or C, but not D or E. * *

GPTypes are a Clique, and they set themselves up as a group; in general * you should not create any new GPTypes. You should also not attempt to * clone them, since type equivalence is determined partially by pointer * equivalence. * *

What Set and Atomic Types Can Do. * Set and Atomic types can be used for most of the existing literature * (major exceptions: Tina Yu's work, and also work on multiplying * matricies with GP). For example, * I am fairly certain that atomic types and set types can be used to * implement any mechanism devisable using type inheritance along the lines * of (Thomas Haynes, Dale Schoenefeld, and Roger Wainwright, * "Type Inheritance in Strongly Typed Genetic Programming", * Advances in Genetic Progrmming 2, pp. 359-376. * Let's say that you wanted to define some classes a-la Haynes et al * with multiple inheritance, * say, a Vehicle, a Red-Thing, a Car (which is a Vehicle), a Truck (which * is a Vehicle), and a Fire-Truck (which is a Truck and a Red-Thing). Now, you * want to guarantee that children nodes fit with parents only if the return * value of the children node is a subclass of the parents' argument slot. * You can do this as follows: first, you create an atomic type for each * of the classes above. Then you create the set types: Vehicle-S = {Vehicle}, * Red-Thing-S = {Red-Thing}, Car-S = {Car,Vehicle}, Truck-S = {Truck,Vehicle}, * and Fire-Truck-S = {Fire-Truck,Truck,Red-Thing}. Then you set up your function * sets so that the return type of each node is an atomic type, and the * argument types of nodes are set types. For example, if the function * FOO is supposed to take a Fire Truck and a Car and return another Car, then * you set the return type to Car, the first argument type to Fire-Truck-S, and the * second return type to Car-S. The rest is left up to the reader as an excercise :-) * *

I also believe that set types and atomic types can handle most grammar-based * mechanisms I've seen, which in general appear reducable to STGP anyway; * for example, in Eric Jones and William Joines, "Genetic * Design of Electronic Circuits". Late-Breaking Papers at the 1999 Genetic * and Evolutionary Computatiokn Conference. 124-133.

Parameters

base.a.size
int >= 1
(number of atomic types)
base.s.size
int >= 0
(number of set types)
base.a.n.name
String
(name of atomic type n. Must be different from other GPType names)
base.s.n.name
String
(name of set type n. Must be different from other GPType names)
base.s.n.size
int >= 1
(number of atomic types in the set type n's set)
base.s.n.member.m
String
(name of atomic type member m in set type n)
* * @author Sean Luke * @version 1.0 */ public abstract class GPType implements Clique { public final static String P_NAME = "name"; /** The name of the type */ public String name; /** The preassigned integer value for the type */ public int type; /** Am I compatible with ("fit" with) t? For two atomic types, this is done by direct pointer equality. For two set types, this is done by determining if the intersection is nonempty. A set type is compatible with an atomic type if it contains the atomic type in its set. */ public abstract boolean compatibleWith(final GPInitializer initializer, final GPType t); /** Returns the type's name */ public String toString() { return name; } public void setup(final EvolutionState state, final Parameter base) { // What's my name? name = state.parameters.getString(base.push(P_NAME),null); if (name==null) state.output.fatal("No name was given for this GP type.", base.push(P_NAME)); // Register me GPType old_type = (GPType)(((GPInitializer)state.initializer).typeRepository.put(name,this)); if (old_type != null) state.output.fatal("The GP type \"" + name + "\" has been defined multiple times.", base.push(P_NAME)); } /** Returns a type for a given name. You must guarantee that after calling typeFor(...) one or several times, you call state.output.exitIfErrors() once. */ public static GPType typeFor(final String typeName, final EvolutionState state) { GPType myType = (GPType)(((GPInitializer)state.initializer).typeRepository.get(typeName)); if (myType==null) state.output.error("The GP type \"" + typeName + "\" could not be found."); return myType; } }

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