1 | /* |
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2 | Copyright 2006 by Sean Luke |
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3 | Licensed under the Academic Free License version 3.0 |
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4 | See the file "LICENSE" for more information |
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5 | */ |
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6 | |
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7 | |
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8 | package ec.gp; |
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9 | import ec.*; |
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10 | import ec.util.*; |
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11 | import java.io.*; |
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12 | |
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13 | /* |
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14 | * ERC.java |
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15 | * |
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16 | * Created: Mon Oct 25 18:22:15 1999 |
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17 | * By: Sean Luke |
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18 | */ |
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19 | |
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20 | /** |
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21 | * ERC is an abstract GPNode which implements Ephemeral Random Constants, |
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22 | * as described in Koza I. An ERC is a node which, when first instantiated, |
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23 | * gets set to some random constant value which it always returns from |
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24 | * then on, even after being crossed over into other individuals. |
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25 | * In order to implement an ERC, you need to override several methods below. |
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26 | * |
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27 | * <h2>Impementing an ERC</h2> |
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28 | * |
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29 | * A basic no-frills ERC needs to have the following things: |
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30 | * |
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31 | * <ul> |
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32 | * <li>The data holding the ERC (perhaps a float or a couple of floats) |
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33 | * <li>An implementation of the <b>eval</b> method which returns the appropriate |
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34 | * data when the node is evaluated. |
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35 | * <li>Possibly an implementation of the <b>clone</b> method to copy that data |
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36 | * properly. If your ERC data is just a simple or immutable type |
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37 | * (like an int or a string), you don't need write a clone() method; |
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38 | * the default one works fine. But if your data is an array or other |
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39 | * mutable object, you'll need to override the clone() method to copy |
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40 | * the array. |
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41 | * |
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42 | * <li>An implementation of the <b>resetNode</b> method to randomize the |
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43 | * data once cloned from the prototype. This essentially "initializes" |
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44 | * your ERC. |
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45 | * |
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46 | * <li>An implementation of the <b>encode</b> method which presents the |
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47 | * ERC as a String. If you don't plan on writing individuals out to |
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48 | * files in a fashion that enables them to be read back in again later, |
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49 | * but only care to print out individuals for statistics purposes, |
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50 | * you can implement this to just |
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51 | * write <tt>"" + <i>value</i></tt>, where <i>value</i> is your data. |
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52 | * |
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53 | * <li>An implementation of the <b>nodeEquals</b> method to return true if |
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54 | * the other node is also an ERC of the same type, and it has the |
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55 | * same ERC data as yourself. |
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56 | * |
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57 | * |
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58 | * </ul> |
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59 | * |
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60 | * A more advanced ERC will need some of the following gizmos: |
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61 | * |
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62 | * <ul> |
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63 | * |
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64 | * <li>If you have ERCs of different class types (for example, a vector ERC |
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65 | * and a floating-point scalar ERC), you will wish to distinguish them |
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66 | * when they're printed to files. To do this, override the <b>name</b> |
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67 | * method to return different strings for each of them (perhaps "vec" versus ""). |
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68 | * |
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69 | * <li>If you want to write your ERCs to files such that they can be read |
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70 | * back in again, you'll need to override the <b>encode</b> method |
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71 | * to write using the <tt>ec.util.Code</tt> class. Further, you'll need to |
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72 | * override the <b>decode</b> method to read in the individual using the |
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73 | * <tt>ec.util.Code</tt> and <tt>ec.util.DecodeReturn</tt> classes. The |
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74 | * default version -- which is wrong -- returns <tt>false</tt>. |
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75 | * When you do this, you'll probably also want to override the <b>toStringForHumans()</b> |
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76 | * method to return a simple string form of the ERC: perhaps just a number |
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77 | * or a vector like "<7.24, 9.23>". This is because by default <b>toStringForHumans()</b> |
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78 | * calls <b>toString()</b>, which in turn calls <b>encode</b>, which you have |
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79 | * just overidden to be more computer-ish. |
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80 | * |
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81 | * <li>ERCs can be mutated using a custom mutator pipeline, for example the |
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82 | * <b>ec.gp.breed.MutateERCPipeline</b>. If you expect to mutate your ERCs, |
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83 | * you may wish to override the <b>mutateERC</b> method to do something |
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84 | * more subtle than its default setting (which just randomizes the |
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85 | * ERC again, by calling resetNode). |
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86 | * |
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87 | * <li>The default <b>nodeHashCode</b> implementation is poor and slow (it |
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88 | * creates a string using encode() and then hashes the sting). You might |
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89 | * create a better (and probably simpler) hash code function. |
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90 | * |
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91 | * <li>If you're going to use facilities such as the Island Model or the distributed |
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92 | * evaluator, you'll need to implement the <b>writeNode</b> and <b>readNode</b> |
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93 | * methods to read/write the node to DataInput/DataOutput. The default implementations |
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94 | * just throw errors. |
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95 | * |
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96 | * <li>If you need to set up your ERC class from the parameter file, do so in the <b>setup</b> method. |
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97 | * |
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98 | * </ul> |
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99 | * |
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100 | * <p> See the <b>ec.app.regression.func.RegERC</b> class for an example of a simple but "fuly-implemented" |
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101 | * ERC. A slightly more complicated example can be found in <b>ec.app.lawnmower.func.LawnERC</b>. |
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102 | * |
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103 | * @author Sean Luke |
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104 | * @version 1.0 |
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105 | */ |
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106 | |
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107 | public abstract class ERC extends GPNode |
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108 | { |
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109 | /** Returns the lowercase "name" of this ERC function class, some |
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110 | simple, short name which distinguishes this class from other ERC |
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111 | function classes you're using. If you have more than one ERC function, |
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112 | you need to distinguish them here. By default the value is "ERC", |
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113 | which works fine for a single ERC function in the function set. |
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114 | Whatever the name is, it should |
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115 | generally only have letters, numbers, or hyphens or underscores in it. |
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116 | No whitespace or other characters. */ |
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117 | public String name() { return "ERC"; } |
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118 | |
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119 | /** Usually ERCs don't have children, and this default implementation makes certain of it. |
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120 | But if you want to override this, you're welcome to. */ |
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121 | public void checkConstraints(final EvolutionState state, |
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122 | final int tree, |
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123 | final GPIndividual typicalIndividual, |
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124 | final Parameter individualBase) |
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125 | { |
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126 | super.checkConstraints(state,tree,typicalIndividual,individualBase); |
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127 | // make sure we don't have any children. This is the typical situation for an ERC. |
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128 | if (children.length!= 0) state.output.error("Incorrect number of children for the node " + toStringForError() + " (should be 0)"); |
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129 | } |
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130 | |
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131 | /** Remember to override this to randomize your ERC after it has been cloned. The prototype will not ever receive this method call. */ |
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132 | public abstract void resetNode(final EvolutionState state, int thread); |
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133 | |
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134 | /** Implement this to do ERC-to-ERC comparisons. */ |
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135 | public abstract boolean nodeEquals(final GPNode node); |
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136 | |
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137 | /** Implement this to hash ERCs, along with other nodes, in such a way that two |
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138 | "equal" ERCs will usually hash to the same value. The default value, which |
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139 | may not be very good, is a combination of the class hash code and the hash |
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140 | code of the string returned by encode(). You might make a better hash value. */ |
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141 | public int nodeHashCode() { return super.nodeHashCode() ^ encode().hashCode(); } |
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142 | |
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143 | /** You might want to override this to return a special human-readable version of the erc value; otherwise this defaults to toString(); This should be something that resembles a LISP atom. If a simple number or other object won't suffice, you might use something that begins with name() + [ + ... + ] */ |
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144 | public String toStringForHumans() |
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145 | { return toString(); } |
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146 | |
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147 | /** This defaults to simply name() + "[" + encode() + "]". You probably shouldn't deviate from this. */ |
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148 | public String toString() |
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149 | { return name() + "[" + encode() + "]"; } |
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150 | |
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151 | /** Encodes data from the ERC, using ec.util.Code. */ |
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152 | public abstract String encode(); |
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153 | |
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154 | /** Decodes data into the ERC from dret. Return true if you sucessfully |
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155 | decoded, false if you didn't. Don't increment dret.pos's value beyond |
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156 | exactly what was needed to decode your ERC. If you fail to decode, |
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157 | you should make sure that the position and data in the dret are exactly |
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158 | as they were originally. */ |
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159 | public boolean decode(final DecodeReturn dret) |
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160 | { |
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161 | return false; |
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162 | } |
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163 | |
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164 | /** Mutates the node's "value". This is called by mutating operators |
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165 | which specifically <i>mutate</i> the "value" of ERCs, as opposed to |
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166 | replacing them with whole new ERCs. The default form of this function |
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167 | simply calls resetNode(state,thread), but you might want to modify |
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168 | this to do a specialized form of mutation, applying gaussian |
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169 | noise for example. */ |
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170 | |
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171 | public void mutateERC(final EvolutionState state, final int thread) |
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172 | { |
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173 | resetNode(state,thread); |
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174 | } |
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175 | |
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176 | /** To successfully write to a DataOutput, you must override this to write your specific ERC data out. The |
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177 | default implementation issues a fatal error. */ |
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178 | public void writeNode(final EvolutionState state, final DataOutput dataOutput) throws IOException |
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179 | { |
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180 | state.output.fatal("writeNode(EvolutionState,DataInput) not implemented in " + getClass().getName()); |
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181 | } |
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182 | |
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183 | /** To successfully read from a DataOutput, you must override this to read your specific ERC data in. The |
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184 | default implementation issues a fatal error. */ |
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185 | public void readNode(final EvolutionState state, final DataInput dataInput) throws IOException |
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186 | { |
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187 | state.output.fatal("readNode(EvolutionState,DataInput) not implemented in " + getClass().getName()); |
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188 | } |
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189 | |
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190 | public GPNode readNode(final DecodeReturn dret) |
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191 | { |
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192 | int len = dret.data.length(); |
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193 | int originalPos = dret.pos; |
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194 | |
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195 | // get my name |
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196 | String str2 = name() + "["; |
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197 | int len2 = str2.length(); |
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198 | |
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199 | if (dret.pos + len2 >= len) // uh oh, not enough space |
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200 | return null; |
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201 | |
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202 | // check it out |
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203 | for(int x=0; x < len2 ; x++) |
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204 | if (dret.data.charAt(dret.pos + x) != str2.charAt(x)) |
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205 | return null; |
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206 | |
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207 | // looks good! try to load this sucker. |
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208 | dret.pos += len2; |
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209 | ERC node = (ERC) lightClone(); |
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210 | if (!node.decode(dret)) |
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211 | { dret.pos = originalPos; return null; } // couldn't decode it |
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212 | |
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213 | // the next item should be a "]" |
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214 | |
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215 | if (dret.pos >= len) |
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216 | { dret.pos = originalPos; return null; } |
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217 | if (dret.data.charAt(dret.pos) != ']') |
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218 | { dret.pos = originalPos; return null; } |
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219 | |
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220 | // Check to make sure that the ERC's all there is |
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221 | if (dret.data.length() > dret.pos+1) |
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222 | { |
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223 | char c = dret.data.charAt(dret.pos+1); |
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224 | if (!Character.isWhitespace(c) && |
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225 | c != ')' && c != '(') // uh oh |
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226 | { dret.pos = originalPos; return null; } |
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227 | } |
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228 | |
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229 | dret.pos++; |
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230 | |
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231 | return node; |
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232 | } |
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233 | } |
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