1 | /****************************************************************************** |
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2 | * FILE: pgapack.h: This file contains all constant and structure |
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3 | * definitions definitions for PGAPack as well as all |
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4 | * function declarations. |
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5 | * Authors: David M. Levine, Philip L. Hallstrom, David M. Noelle, |
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6 | * Brian P. Walenz |
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7 | ******************************************************************************/ |
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8 | #include <stdio.h> |
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9 | #include <stdlib.h> |
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10 | #include <math.h> |
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11 | #include <time.h> |
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12 | #include <limits.h> |
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13 | #include <float.h> |
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14 | #include <string.h> |
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15 | #include <ctype.h> |
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16 | #include <mpi.h> |
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17 | |
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18 | |
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19 | /* If OPTIMIZED, remove various sanity checks, and debug output. |
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20 | * |
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21 | * PGADebugEntered(a) - Print a debug message about entering "a" |
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22 | * PGADebugExited(a) - Print a debug message about exiting "a" |
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23 | * PGAFailIfNotSetup(a) - Fail fatally if PGASetUp has not been called |
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24 | * PGAFailIfSetup(a) - Fail fatally if PGASetUp has been called |
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25 | * PGACheckDataType(a, D) - Fail fatally if the datatype is not D |
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26 | */ |
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27 | #ifndef OPTIMIZE |
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28 | #define OPTIMIZE 0 |
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29 | #define PGADebugEntered(a) \ |
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30 | PGADebugPrint(ctx, PGA_DEBUG_ENTERED, a, "Entered", PGA_VOID, NULL) |
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31 | #define PGADebugExited(a) \ |
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32 | PGADebugPrint(ctx, PGA_DEBUG_EXIT, a, "Exited", PGA_VOID, NULL) |
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33 | #define PGAFailIfNotSetUp(Name) \ |
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34 | if (ctx->sys.SetUpCalled == PGA_FALSE) \ |
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35 | PGAError(ctx, "PGASetUp must be called before " Name, \ |
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36 | PGA_FATAL, PGA_VOID, NULL) |
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37 | #define PGAFailIfSetUp(Name) \ |
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38 | if (ctx->sys.SetUpCalled == PGA_TRUE) \ |
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39 | PGAError(ctx, Name " must be called before PGASetUp", PGA_FATAL, \ |
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40 | PGA_VOID, NULL) |
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41 | #define PGACheckDataType(Name, DataType) \ |
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42 | if (ctx->ga.datatype != DataType) \ |
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43 | PGAError(ctx, "DataType is incorrect for " Name,PGA_FATAL,PGA_VOID,NULL) |
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44 | #else |
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45 | #undef OPTIMIZE |
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46 | #define OPTIMIZE 1 |
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47 | #define PGADebugPrint(a,b,c,x,y,z) ; |
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48 | #define PGADebugEntered(a) ; |
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49 | #define PGADebugExited(a) ; |
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50 | #define PGAFailIfNotSetUp(Name) ; |
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51 | #define PGAFailIfSetUp(Name) ; |
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52 | #define PGACheckDataType(Name, DataType) ; |
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53 | #endif |
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54 | |
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55 | /***************************************** |
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56 | * BINARY MACROS * |
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57 | *****************************************/ |
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58 | #ifndef WL |
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59 | #error WL must be defined on the command line! |
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60 | #endif |
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61 | |
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62 | #define ONEL ((PGABinary)1) |
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63 | #define BIT(x,y) (y&(ONEL<<((WL-1)-(x)))) /* true if bit is 1, */ |
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64 | #define SET(x,y) (y|=(ONEL<<((WL-1)-(x)))) /* set a bit to 1 */ |
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65 | #define UNSET(x,y) (y&=(~(ONEL<<((WL-1)-(x)))))/* set a bit to 0, clear */ |
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66 | #define TOGGLE(x,y) (y^=(ONEL<<((WL-1)-(x)))) /* complement a bits value */ |
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67 | #define INDEX(ix,bx,bit,WL) ix=bit/WL;bx=bit%WL /* map global column (bit) */ |
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68 | /* to word (ix) and bit (bx) */ |
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69 | |
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70 | /***************************************** |
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71 | * ABSTRACT DATA TYPES * |
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72 | *****************************************/ |
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73 | #define PGA_DATATYPE_BINARY 1 /* Array of unsigned ints */ |
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74 | /* parsed into bits : binary.c */ |
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75 | #define PGA_DATATYPE_INTEGER 2 /* Array of ints : integer.c */ |
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76 | #define PGA_DATATYPE_REAL 3 /* Array of doubles : real.c */ |
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77 | #define PGA_DATATYPE_CHARACTER 4 /* Array of characters : character.c */ |
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78 | #define PGA_DATATYPE_USER 5 /* --user defined-- */ |
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79 | |
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80 | #define PGABinary unsigned long |
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81 | #define PGAInteger signed long int |
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82 | #define PGAReal double |
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83 | #define PGACharacter signed char |
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84 | |
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85 | #define PGA_INT 1 |
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86 | #define PGA_DOUBLE 2 |
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87 | #define PGA_CHAR 3 |
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88 | #define PGA_VOID 4 |
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89 | |
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90 | |
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91 | /***************************************** |
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92 | * BOOLEANS * |
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93 | *****************************************/ |
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94 | #define PGA_TRUE 1 |
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95 | #define PGA_FALSE 0 |
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96 | |
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97 | /***************************************** |
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98 | * FLAGS * |
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99 | *****************************************/ |
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100 | #define PGA_FATAL 1 |
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101 | #define PGA_WARNING 2 |
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102 | |
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103 | /***************************************** |
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104 | * MISC CONSTANT * |
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105 | *****************************************/ |
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106 | #define PGA_TEMP1 -1138 |
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107 | #define PGA_TEMP2 -4239 |
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108 | |
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109 | #define PGA_OLDPOP -6728 |
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110 | #define PGA_NEWPOP -8376 |
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111 | |
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112 | #define PGA_UNINITIALIZED_INT -3827 |
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113 | #define PGA_UNINITIALIZED_DOUBLE -968.3827 |
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114 | |
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115 | /***************************************** |
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116 | * DEBUG LEVELS * |
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117 | *****************************************/ |
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118 | #define PGA_DEBUG_ENTERED 12 |
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119 | #define PGA_DEBUG_EXIT 13 |
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120 | #define PGA_DEBUG_MALLOC 80 |
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121 | #define PGA_DEBUG_PRINTVAR 82 |
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122 | #define PGA_DEBUG_SEND 22 |
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123 | #define PGA_DEBUG_RECV 23 |
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124 | #define PGA_DEBUG_MAXPGAPACKFUNCTIONS 300 |
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125 | #define PGA_DEBUG_MAXFLAGS 1000 |
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126 | |
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127 | /***************************************** |
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128 | * DIRECTION * |
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129 | *****************************************/ |
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130 | #define PGA_MAXIMIZE 1 /* specify direction for fitness calc */ |
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131 | #define PGA_MINIMIZE 2 /* specify direction for fitness calc */ |
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132 | |
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133 | /***************************************** |
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134 | * STOPPING CRITERIA * |
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135 | *****************************************/ |
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136 | #define PGA_STOP_MAXITER 1 /* Stop: for maximum iterations */ |
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137 | #define PGA_STOP_NOCHANGE 2 /* Stop: no change in best string */ |
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138 | #define PGA_STOP_TOOSIMILAR 4 /* Stop: homogeneous population */ |
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139 | |
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140 | /***************************************** |
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141 | * CROSSOVER * |
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142 | *****************************************/ |
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143 | #define PGA_CROSSOVER_ONEPT 1 /* One point crossover */ |
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144 | #define PGA_CROSSOVER_TWOPT 2 /* Two point crossover */ |
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145 | #define PGA_CROSSOVER_UNIFORM 3 /* Uniform crossover */ |
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146 | |
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147 | /***************************************** |
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148 | * SELECTION * |
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149 | *****************************************/ |
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150 | #define PGA_SELECT_PROPORTIONAL 1 /* proportional selection */ |
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151 | #define PGA_SELECT_SUS 2 /* stochastic universal selection */ |
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152 | #define PGA_SELECT_TOURNAMENT 3 /* tournament selection */ |
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153 | #define PGA_SELECT_PTOURNAMENT 4 /* probabilistic tournament selection */ |
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154 | |
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155 | /***************************************** |
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156 | * FITNESS * |
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157 | *****************************************/ |
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158 | #define PGA_FITNESS_RAW 1 /* use raw fitness (evaluation) */ |
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159 | #define PGA_FITNESS_NORMAL 2 /* linear normalization fitness */ |
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160 | #define PGA_FITNESS_RANKING 3 /* linear ranking fitness */ |
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161 | |
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162 | /***************************************** |
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163 | * FITNESS (MINIMIZATION) * |
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164 | *****************************************/ |
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165 | #define PGA_FITNESSMIN_RECIPROCAL 1 /* reciprocal fitness */ |
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166 | #define PGA_FITNESSMIN_CMAX 2 /* cmax fitness */ |
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167 | |
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168 | /***************************************** |
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169 | * MUTATION * |
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170 | *****************************************/ |
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171 | #define PGA_MUTATION_CONSTANT 1 /* Real/Integer: Fixed value */ |
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172 | #define PGA_MUTATION_RANGE 2 /* Real/Integer: Uniform range */ |
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173 | #define PGA_MUTATION_UNIFORM 3 /* Real: +- Uniform random no. */ |
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174 | #define PGA_MUTATION_GAUSSIAN 4 /* Real: +- Gaussian random no. */ |
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175 | #define PGA_MUTATION_PERMUTE 5 /* Integer: Permutation (swap) */ |
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176 | |
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177 | /***************************************** |
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178 | * POPULATION REPLACEMENT * |
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179 | *****************************************/ |
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180 | #define PGA_POPREPL_BEST 1 /* Select best string */ |
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181 | #define PGA_POPREPL_RANDOM_NOREP 2 /* Select random string w/o replacement*/ |
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182 | #define PGA_POPREPL_RANDOM_REP 3 /* Select random string w/ replacement*/ |
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183 | |
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184 | /**************************************** |
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185 | * REPORT OPTIONS * |
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186 | ****************************************/ |
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187 | #define PGA_REPORT_ONLINE 1 /* Print the online analysis */ |
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188 | #define PGA_REPORT_OFFLINE 2 /* Print the offline analysis */ |
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189 | #define PGA_REPORT_HAMMING 4 /* Print the Hamming distance */ |
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190 | #define PGA_REPORT_STRING 8 /* Print the string */ |
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191 | #define PGA_REPORT_WORST 16 /* Print the worst individual */ |
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192 | #define PGA_REPORT_AVERAGE 32 /* Print the average of the population */ |
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193 | |
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194 | /***************************************** |
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195 | * RANDOMIZER * |
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196 | *****************************************/ |
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197 | #define PGA_RINIT_PERCENT 1 /* real percent offset */ |
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198 | #define PGA_RINIT_RANGE 2 /* real range */ |
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199 | #define PGA_IINIT_PERMUTE 1 /* integer permutation */ |
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200 | #define PGA_IINIT_RANGE 2 /* integer range (nonunique) */ |
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201 | #define PGA_CINIT_LOWER 1 /* all lowercase letters */ |
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202 | #define PGA_CINIT_UPPER 2 /* all uppercase letters */ |
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203 | #define PGA_CINIT_MIXED 3 /* both upper and lower case letters */ |
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204 | |
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205 | /***************************************** |
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206 | * SET USER FUNCTION * |
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207 | *****************************************/ |
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208 | #define PGA_USERFUNCTION_CREATESTRING 1 |
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209 | #define PGA_USERFUNCTION_MUTATION 2 |
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210 | #define PGA_USERFUNCTION_CROSSOVER 3 |
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211 | #define PGA_USERFUNCTION_PRINTSTRING 4 |
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212 | #define PGA_USERFUNCTION_COPYSTRING 5 |
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213 | #define PGA_USERFUNCTION_DUPLICATE 6 |
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214 | #define PGA_USERFUNCTION_INITSTRING 7 |
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215 | #define PGA_USERFUNCTION_BUILDDATATYPE 8 |
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216 | #define PGA_USERFUNCTION_STOPCOND 9 |
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217 | #define PGA_USERFUNCTION_ENDOFGEN 10 |
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218 | #define PGA_NUM_USERFUNCTIONS 10 |
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219 | |
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220 | /***************************************** |
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221 | * MPI SEND/RECV TAGS * |
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222 | *****************************************/ |
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223 | #define PGA_COMM_STRINGTOEVAL 1 /* MPI tag for sending string */ |
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224 | #define PGA_COMM_EVALOFSTRING 2 /* MPI tag for returning evaluation */ |
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225 | #define PGA_COMM_DONEWITHEVALS 3 /* MPI tag for ending parallel eval */ |
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226 | |
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227 | |
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228 | |
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229 | |
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230 | /***************************************** |
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231 | * INDIVIDUAL STRUTURE * |
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232 | *****************************************/ |
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233 | |
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234 | typedef struct { /* primary population data structure */ |
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235 | double evalfunc; /* evaluation function value */ |
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236 | double fitness; /* fitness function value */ |
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237 | int evaluptodate; /* flag whether evalfunc is current */ |
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238 | void *chrom; /* pointer to the GA string */ |
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239 | } PGAIndividual; |
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240 | |
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241 | |
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242 | /***************************************** |
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243 | * GA ALGORITHM STRUCTURE * |
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244 | *****************************************/ |
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245 | typedef struct { |
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246 | int datatype; /* data type: binary, integer, or real */ |
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247 | int optdir; /* direction of optimization */ |
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248 | int tw; /* total number of words, full + partial */ |
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249 | int fw; /* number of full (WL length) words */ |
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250 | int eb; /* number of extra bits in last NOT full word*/ |
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251 | int PopSize; /* Number of strings to use */ |
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252 | int StringLen; /* string lengths */ |
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253 | int StoppingRule; /* Termination Criteria */ |
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254 | int MaxIter; /* Maximum number of iterations to run */ |
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255 | int MaxNoChange; /* # of iters with no change before stopping */ |
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256 | int MaxSimilarity; /* % of pop the same before stopping */ |
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257 | int NumReplace; /* Number of string to replace each gen */ |
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258 | int PopReplace; /* Method of choosing ind.s to copy to newpop*/ |
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259 | int iter; /* iteration (generation) counter */ |
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260 | int ItersOfSame; /* # iters with no change in best */ |
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261 | int PercentSame; /* % of pop that is homogeneous */ |
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262 | int NoDuplicates; /* Don't allow duplicate strings */ |
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263 | int CrossoverType; /* Type of crossover for genetic algorithm */ |
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264 | int SelectType; /* Type of selection for genetic algorithm */ |
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265 | int SelectIndex; /* index of Select for next two individuals */ |
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266 | int FitnessType; /* Type of fitness transformation used */ |
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267 | int FitnessMinType; /* Transformation for minimization problems */ |
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268 | int MutateOnlyNoCross; /* Mutate only strings not from crossover */ |
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269 | int MutationType; /* Type of mutation used */ |
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270 | int MutateIntegerValue; /* Multiplier to mutate Integer strings with */ |
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271 | int MutateBoundedFlag; /* Confine integer alleles to given range */ |
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272 | double MutateRealValue; /* Multiplier to mutate Real strings with */ |
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273 | double MutationProb; /* Starting mutation probability */ |
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274 | double CrossoverProb; /* Crossover probability */ |
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275 | double UniformCrossProb; /* Prob of bit select in uniform crossover */ |
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276 | double PTournamentProb; /* Prob of selection in Prob. Tournament */ |
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277 | double FitnessRankMax; /* MAX value for use in ranking */ |
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278 | double FitnessCmaxValue; /* Cmax value used to convert minimizations */ |
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279 | double restartAlleleProb;/* prob of changing an allele in a restart */ |
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280 | int restart; /* whether to use the restart operator */ |
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281 | int restartFreq; /* frequency with which to restart */ |
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282 | int *selected; /* array of indices for selection */ |
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283 | int *sorted; /* array of sorted individual indices */ |
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284 | PGAIndividual *oldpop; /* pointer to population (old) */ |
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285 | PGAIndividual *newpop; /* pointer to population (new) */ |
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286 | } PGAAlgorithm; |
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287 | |
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288 | |
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289 | |
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290 | /***************************************** |
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291 | * OPERATIONS STRUCTURES * |
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292 | *****************************************/ |
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293 | typedef struct PGAContext PGAContext; |
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294 | typedef struct { |
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295 | void (*CreateString)(PGAContext *, int, int, int); |
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296 | int (*Mutation)(PGAContext *, int, int, double); |
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297 | void (*Crossover)(PGAContext *, int, int, int, int, int, int); |
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298 | void (*PrintString)(PGAContext *, FILE *, int, int); |
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299 | void (*CopyString)(PGAContext *, int, int, int, int); |
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300 | int (*Duplicate)(PGAContext *, int, int, int, int); |
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301 | void (*InitString)(PGAContext *, int, int); |
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302 | MPI_Datatype (*BuildDatatype)(PGAContext *, int, int); |
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303 | int (*StopCond)(PGAContext *); |
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304 | void (*EndOfGen)(PGAContext *); |
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305 | } PGACOperations; |
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306 | |
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307 | typedef struct { |
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308 | int (*Mutation)(void *, void *, void *, void *); |
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309 | void (*Crossover)(void *, void *, void *, void *, void *, void *, void *); |
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310 | void (*PrintString)(void *, void *, void *, void *); |
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311 | void (*CopyString)(void *, void *, void *, void *, void *); |
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312 | int (*Duplicate)(void *, void *, void *, void *, void *); |
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313 | void (*InitString)(void *, void *, void *); |
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314 | int (*StopCond)(void *); |
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315 | void (*EndOfGen)(void *); |
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316 | } PGAFortranOperations; |
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317 | |
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318 | /***************************************** |
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319 | * PARALLEL STRUCTURE * |
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320 | *****************************************/ |
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321 | typedef struct { |
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322 | int MPIAlreadyInit; /* Flag whether MPI was previously initialized*/ |
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323 | int NumIslands; /* Number of islands in island model */ |
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324 | int NumDemes; /* Number of demes in neighborhood model */ |
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325 | MPI_Comm DefaultComm; /* Default communicator for PGARun */ |
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326 | int MPIStubLibrary; /* Boolean: real or stub version of MPI */ |
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327 | } PGAParallel; |
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328 | |
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329 | /***************************************** |
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330 | * REPORT STRUCTURE * |
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331 | *****************************************/ |
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332 | typedef struct { |
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333 | int PrintFreq; /* How often to print statistics reports*/ |
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334 | int PrintOptions; |
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335 | double Offline; |
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336 | double Online; |
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337 | double Average; |
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338 | double Best; |
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339 | time_t starttime; |
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340 | } PGAReport; |
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341 | |
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342 | |
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343 | /***************************************** |
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344 | * SYSTEM STRUCTURE * |
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345 | *****************************************/ |
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346 | typedef struct { |
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347 | int UserFortran; /* user routines in Fortran or C? */ |
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348 | int SetUpCalled; /* has PGASetUp been called? */ |
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349 | int PGAMaxInt; /* largest int of machine */ |
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350 | int PGAMinInt; /* smallest int of machine */ |
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351 | double PGAMaxDouble; /* largest double of machine */ |
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352 | double PGAMinDouble; /* smallest double of machine */ |
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353 | } PGASystem; |
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354 | |
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355 | |
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356 | /***************************************** |
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357 | * DEBUG STRUCTURE * |
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358 | *****************************************/ |
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359 | typedef struct { |
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360 | int PGADebugFlags[PGA_DEBUG_MAXFLAGS]; |
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361 | } PGADebug; |
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362 | |
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363 | /***************************************** |
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364 | * INITIALIZATION STRUCTURE * |
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365 | *****************************************/ |
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366 | typedef struct { |
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367 | int RandomInit; /* flag whether to randomize strings */ |
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368 | double BinaryProbability; /* probability that a Bit will be 1 */ |
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369 | int RealType; /* type of real initialization */ |
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370 | int IntegerType; /* type of integer initialization */ |
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371 | int CharacterType; /* type of character initialization */ |
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372 | int *IntegerMin; /* minimum of range of integers */ |
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373 | int *IntegerMax; /* maximum of range of integers */ |
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374 | double *RealMin; /* minimum of range of reals */ |
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375 | double *RealMax; /* maximum of range of reals */ |
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376 | int RandomSeed; /* integer to seed random numbers with */ |
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377 | } PGAInitialize; |
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378 | |
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379 | /***************************************** |
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380 | * SCRATCH DATA STRUCTURES * |
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381 | *****************************************/ |
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382 | typedef struct { |
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383 | int *intscratch; /* integer-scratch space */ |
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384 | double *dblscratch; /* double- scratch space */ |
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385 | } PGAScratch; |
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386 | |
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387 | /***************************************** |
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388 | * CONTEXT STRUCTURE * |
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389 | *****************************************/ |
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390 | struct PGAContext { |
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391 | PGAAlgorithm ga; |
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392 | PGACOperations cops; |
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393 | PGAFortranOperations fops; |
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394 | PGAParallel par; |
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395 | PGAReport rep; |
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396 | PGASystem sys; |
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397 | PGADebug debug; |
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398 | PGAInitialize init; |
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399 | PGAScratch scratch; |
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400 | }; |
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401 | |
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402 | /***************************************** |
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403 | * binary.c |
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404 | *****************************************/ |
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405 | |
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406 | void PGASetBinaryAllele ( PGAContext *ctx, int p, int pop, int i, int val ); |
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407 | int PGAGetBinaryAllele ( PGAContext *ctx, int p, int pop, int i ); |
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408 | void PGASetBinaryInitProb ( PGAContext *ctx, double probability ); |
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409 | double PGAGetBinaryInitProb (PGAContext *ctx); |
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410 | void PGABinaryCreateString(PGAContext *ctx, int p, int pop, int initflag); |
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411 | int PGABinaryMutation( PGAContext *ctx, int p, int pop, double mr ); |
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412 | void PGABinaryOneptCrossover(PGAContext *ctx, int p1, int p2, int pop1, int c1, |
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413 | int c2, int pop2); |
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414 | void PGABinaryTwoptCrossover(PGAContext *ctx, int p1, int p2, int pop1, int c1, |
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415 | int c2, int pop2); |
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416 | void PGABinaryUniformCrossover(PGAContext *ctx, int p1, int p2, int pop1, |
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417 | int c1, int c2, int pop2); |
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418 | void PGABinaryPrintString( PGAContext *ctx, FILE *fp, int p, int pop ); |
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419 | void PGABinaryCopyString (PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
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420 | int PGABinaryDuplicate( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
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421 | void PGABinaryInitString(PGAContext *ctx, int p, int pop); |
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422 | MPI_Datatype PGABinaryBuildDatatype(PGAContext *ctx, int p, int pop); |
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423 | int PGABinaryHammingDistance ( PGAContext *ctx, PGABinary *s1, PGABinary *s2 ); |
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424 | void PGABinaryPrint( PGAContext *ctx, FILE *fp, PGABinary *chrom, int nb ); |
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425 | |
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426 | /***************************************** |
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427 | * char.c |
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428 | *****************************************/ |
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429 | |
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430 | void PGASetCharacterAllele (PGAContext *ctx, int p, int pop, int i, char value); |
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431 | char PGAGetCharacterAllele (PGAContext *ctx, int p, int pop, int i); |
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432 | void PGASetCharacterInitType(PGAContext *ctx, int value); |
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433 | void PGACharacterCreateString (PGAContext *ctx, int p, int pop, int InitFlag); |
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434 | int PGACharacterMutation( PGAContext *ctx, int p, int pop, double mr ); |
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435 | void PGACharacterOneptCrossover(PGAContext *ctx, int p1, int p2, int pop1, |
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436 | int c1, int c2, int pop2); |
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437 | void PGACharacterTwoptCrossover( PGAContext *ctx, int p1, int p2, int pop1, |
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438 | int c1, int c2, int pop2); |
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439 | void PGACharacterUniformCrossover(PGAContext *ctx, int p1, int p2, int pop1, |
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440 | int c1, int c2, int pop2); |
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441 | void PGACharacterPrintString ( PGAContext *ctx, FILE *fp, int p, int pop); |
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442 | void PGACharacterCopyString (PGAContext *ctx, int p1, int pop1, int p2, |
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443 | int pop2); |
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444 | int PGACharacterDuplicate( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
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445 | void PGACharacterInitString(PGAContext *ctx, int p, int pop); |
---|
446 | MPI_Datatype PGACharacterBuildDatatype(PGAContext *ctx, int p, int pop); |
---|
447 | |
---|
448 | /***************************************** |
---|
449 | * cmdline.c |
---|
450 | *****************************************/ |
---|
451 | |
---|
452 | void PGAReadCmdLine( PGAContext *ctx, int *argc, char **argv ); |
---|
453 | void PGAParseDebugArg(PGAContext *ctx, char *st); |
---|
454 | void PGAStripArgs(char **argv, int *argc, int *c, int num); |
---|
455 | |
---|
456 | /***************************************** |
---|
457 | * create.c |
---|
458 | *****************************************/ |
---|
459 | |
---|
460 | PGAContext *PGACreate ( int *argc, char **argv, |
---|
461 | int datatype, int len, int maxormin ); |
---|
462 | void PGASetUp ( PGAContext *ctx ); |
---|
463 | void PGASetRandomInitFlag(PGAContext *ctx, int RandomBoolean); |
---|
464 | int PGAGetRandomInitFlag (PGAContext *ctx); |
---|
465 | void PGACreatePop (PGAContext *ctx, int pop); |
---|
466 | void PGACreateIndividual (PGAContext *ctx, int p, int pop, int initflag); |
---|
467 | |
---|
468 | /***************************************** |
---|
469 | * cross.c |
---|
470 | *****************************************/ |
---|
471 | |
---|
472 | void PGACrossover ( PGAContext *ctx, int p1, int p2, int pop1, |
---|
473 | int c1, int c2, int pop2 ); |
---|
474 | int PGAGetCrossoverType (PGAContext *ctx); |
---|
475 | double PGAGetCrossoverProb (PGAContext *ctx); |
---|
476 | double PGAGetUniformCrossoverProb (PGAContext *ctx); |
---|
477 | void PGASetCrossoverType (PGAContext *ctx, int crossover_type); |
---|
478 | void PGASetCrossoverProb( PGAContext *ctx, double crossover_prob); |
---|
479 | void PGASetUniformCrossoverProb( PGAContext *ctx, double uniform_cross_prob); |
---|
480 | |
---|
481 | /***************************************** |
---|
482 | * debug.c |
---|
483 | *****************************************/ |
---|
484 | |
---|
485 | void PGASortFuncNameIndex(PGAContext *ctx); |
---|
486 | #if OPTIMIZE==0 |
---|
487 | void PGADebugPrint( PGAContext *ctx, int level, char *funcname, |
---|
488 | char *msg, int datatype, void *data ); |
---|
489 | #endif |
---|
490 | void PGASetDebugLevel(PGAContext *ctx, int level); |
---|
491 | void PGAClearDebugLevel(PGAContext *ctx, int level); |
---|
492 | void PGASetDebugLevelByName(PGAContext *ctx, char *funcname); |
---|
493 | void PGAClearDebugLevelByName(PGAContext *ctx, char *funcname); |
---|
494 | int PGAGetDebugLevelOfName(PGAContext *ctx, char *funcname); |
---|
495 | int PGAGetDebugFlag(PGAContext *ctx, char *funcname); |
---|
496 | void PGASetDebugFlag11(PGAContext *ctx, int Flag); |
---|
497 | void PGASetDebugFlag20(PGAContext *ctx, int Flag); |
---|
498 | void PGASetDebugFlag21(PGAContext *ctx, int Flag); |
---|
499 | void PGASetDebugFlag30(PGAContext *ctx, int Flag); |
---|
500 | void PGASetDebugFlag32(PGAContext *ctx, int Flag); |
---|
501 | void PGASetDebugFlag34(PGAContext *ctx, int Flag); |
---|
502 | void PGASetDebugFlag36(PGAContext *ctx, int Flag); |
---|
503 | void PGASetDebugFlag40(PGAContext *ctx, int Flag); |
---|
504 | void PGASetDebugFlag42(PGAContext *ctx, int Flag); |
---|
505 | void PGASetDebugFlag44(PGAContext *ctx, int Flag); |
---|
506 | void PGASetDebugFlag46(PGAContext *ctx, int Flag); |
---|
507 | void PGASetDebugFlag48(PGAContext *ctx, int Flag); |
---|
508 | void PGASetDebugFlag50(PGAContext *ctx, int Flag); |
---|
509 | void PGASetDebugFlag52(PGAContext *ctx, int Flag); |
---|
510 | void PGASetDebugFlag54(PGAContext *ctx, int Flag); |
---|
511 | void PGASetDebugFlag56(PGAContext *ctx, int Flag); |
---|
512 | void PGASetDebugFlag58(PGAContext *ctx, int Flag); |
---|
513 | void PGASetDebugFlag60(PGAContext *ctx, int Flag); |
---|
514 | void PGASetDebugFlag62(PGAContext *ctx, int Flag); |
---|
515 | void PGASetDebugFlag64(PGAContext *ctx, int Flag); |
---|
516 | void PGASetDebugFlag66(PGAContext *ctx, int Flag); |
---|
517 | void PGAPrintDebugOptions(PGAContext *ctx); |
---|
518 | |
---|
519 | /***************************************** |
---|
520 | * duplcate.c |
---|
521 | *****************************************/ |
---|
522 | |
---|
523 | int PGADuplicate(PGAContext *ctx, int p, int pop1, int pop2, int n); |
---|
524 | void PGAChange( PGAContext *ctx, int p, int pop ); |
---|
525 | void PGASetNoDuplicatesFlag( PGAContext *ctx, int no_dup); |
---|
526 | int PGAGetNoDuplicatesFlag (PGAContext *ctx); |
---|
527 | |
---|
528 | /***************************************** |
---|
529 | * evaluate.c |
---|
530 | *****************************************/ |
---|
531 | |
---|
532 | void PGASetEvaluation ( PGAContext *ctx, int p, int pop, double val ); |
---|
533 | double PGAGetEvaluation ( PGAContext *ctx, int p, int pop ); |
---|
534 | void PGASetEvaluationUpToDateFlag ( PGAContext *ctx, int p, int pop, |
---|
535 | int status ); |
---|
536 | int PGAGetEvaluationUpToDateFlag ( PGAContext *ctx, int p, int pop ); |
---|
537 | double PGAGetRealFromBinary(PGAContext *ctx, int p, int pop, int start, |
---|
538 | int end, double lower, double upper); |
---|
539 | double PGAGetRealFromGrayCode(PGAContext *ctx, int p, int pop, int start, |
---|
540 | int end, double lower, double upper); |
---|
541 | void PGAEncodeRealAsBinary(PGAContext *ctx, int p, int pop, int start, |
---|
542 | int end, double low, double high, double val); |
---|
543 | void PGAEncodeRealAsGrayCode(PGAContext *ctx, int p, int pop, int start, |
---|
544 | int end, double low, double high, double val); |
---|
545 | int PGAGetIntegerFromBinary(PGAContext *ctx, int p, int pop, int start, |
---|
546 | int end); |
---|
547 | int PGAGetIntegerFromGrayCode(PGAContext *ctx, int p, int pop, int start, |
---|
548 | int end); |
---|
549 | void PGAEncodeIntegerAsBinary(PGAContext *ctx, int p, int pop, int start, |
---|
550 | int end, int val); |
---|
551 | void PGAEncodeIntegerAsGrayCode(PGAContext *ctx, int p, int pop, int start, |
---|
552 | int end, int val); |
---|
553 | double PGAMapIntegerToReal (PGAContext *ctx, int v, int a, int b, double l, |
---|
554 | double u); |
---|
555 | int PGAMapRealToInteger(PGAContext *ctx, double r, double l, double u, int a, |
---|
556 | int b); |
---|
557 | |
---|
558 | /***************************************** |
---|
559 | * fitness.c |
---|
560 | *****************************************/ |
---|
561 | |
---|
562 | void PGAFitness ( PGAContext *ctx, int popindex ); |
---|
563 | int PGARank( PGAContext *ctx, int p, int *order, int n ); |
---|
564 | double PGAGetFitness ( PGAContext *ctx, int p, int pop ); |
---|
565 | int PGAGetFitnessType (PGAContext *ctx); |
---|
566 | int PGAGetFitnessMinType (PGAContext *ctx); |
---|
567 | double PGAGetMaxFitnessRank (PGAContext *ctx); |
---|
568 | void PGASetFitnessType( PGAContext *ctx, int fitness_type); |
---|
569 | void PGASetFitnessMinType( PGAContext *ctx, int fitness_type); |
---|
570 | void PGASetMaxFitnessRank( PGAContext *ctx, double fitness_rank_max); |
---|
571 | void PGAFitnessLinearNormal ( PGAContext *ctx, PGAIndividual *pop ); |
---|
572 | void PGAFitnessLinearRank ( PGAContext *ctx, PGAIndividual *pop ); |
---|
573 | void PGAFitnessMinReciprocal ( PGAContext *ctx, PGAIndividual *pop ); |
---|
574 | void PGAFitnessMinCmax ( PGAContext *ctx, PGAIndividual *pop ); |
---|
575 | void PGASetFitnessCmaxValue( PGAContext *ctx, double val); |
---|
576 | double PGAGetFitnessCmaxValue (PGAContext *ctx); |
---|
577 | |
---|
578 | /***************************************** |
---|
579 | * hamming.c |
---|
580 | *****************************************/ |
---|
581 | |
---|
582 | double PGAHammingDistance( PGAContext *ctx, int popindex); |
---|
583 | |
---|
584 | /***************************************** |
---|
585 | * heap.c |
---|
586 | *****************************************/ |
---|
587 | |
---|
588 | void PGADblHeapSort ( PGAContext *ctx, double *a, int *idx, int n ); |
---|
589 | void PGAIntHeapSort ( PGAContext *ctx, int *a, int *idx, int n ); |
---|
590 | |
---|
591 | /***************************************** |
---|
592 | * integer.c |
---|
593 | *****************************************/ |
---|
594 | |
---|
595 | void PGASetIntegerAllele (PGAContext *ctx, int p, int pop, int i, int value); |
---|
596 | int PGAGetIntegerAllele (PGAContext *ctx, int p, int pop, int i); |
---|
597 | void PGASetIntegerInitPermute ( PGAContext *ctx, int min, int max); |
---|
598 | void PGASetIntegerInitRange (PGAContext *ctx, int *min, int *max); |
---|
599 | int PGAGetIntegerInitType (PGAContext *ctx); |
---|
600 | int PGAGetMinIntegerInitValue (PGAContext *ctx, int i); |
---|
601 | int PGAGetMaxIntegerInitValue (PGAContext *ctx, int i); |
---|
602 | void PGAIntegerCreateString (PGAContext *ctx, int p, int pop, int InitFlag); |
---|
603 | int PGAIntegerMutation( PGAContext *ctx, int p, int pop, double mr ); |
---|
604 | void PGAIntegerOneptCrossover(PGAContext *ctx, int p1, int p2, int pop1, |
---|
605 | int c1, int c2, int pop2); |
---|
606 | void PGAIntegerTwoptCrossover( PGAContext *ctx, int p1, int p2, int pop1, |
---|
607 | int c1, int c2, int pop2); |
---|
608 | void PGAIntegerUniformCrossover(PGAContext *ctx, int p1, int p2, int pop1, |
---|
609 | int c1, int c2, int pop2); |
---|
610 | void PGAIntegerPrintString ( PGAContext *ctx, FILE *fp, int p, int pop); |
---|
611 | void PGAIntegerCopyString (PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
---|
612 | int PGAIntegerDuplicate( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
---|
613 | void PGAIntegerInitString(PGAContext *ctx, int p, int pop); |
---|
614 | MPI_Datatype PGAIntegerBuildDatatype(PGAContext *ctx, int p, int pop); |
---|
615 | |
---|
616 | /***************************************** |
---|
617 | * mpi_stub.c |
---|
618 | *****************************************/ |
---|
619 | |
---|
620 | |
---|
621 | /***************************************** |
---|
622 | * mutation.c |
---|
623 | *****************************************/ |
---|
624 | |
---|
625 | int PGAMutate(PGAContext *ctx, int p, int pop); |
---|
626 | void PGASetMutationType( PGAContext *ctx, int mutation_type); |
---|
627 | int PGAGetMutationType (PGAContext *ctx); |
---|
628 | void PGASetMutationRealValue( PGAContext *ctx, double val); |
---|
629 | double PGAGetMutationRealValue (PGAContext *ctx); |
---|
630 | void PGASetMutationIntegerValue( PGAContext *ctx, int val); |
---|
631 | int PGAGetMutationIntegerValue (PGAContext *ctx); |
---|
632 | void PGASetMutationBoundedFlag(PGAContext *ctx, int val); |
---|
633 | int PGAGetMutationBoundedFlag(PGAContext *ctx); |
---|
634 | void PGASetMutationProb(PGAContext *ctx, double mutation_prob); |
---|
635 | double PGAGetMutationProb (PGAContext *ctx); |
---|
636 | |
---|
637 | /***************************************** |
---|
638 | * parallel.c |
---|
639 | *****************************************/ |
---|
640 | |
---|
641 | void PGARunGM(PGAContext *ctx, double (*f)(PGAContext *, int, int), |
---|
642 | MPI_Comm comm); |
---|
643 | void PGAEvaluateSeq(PGAContext *ctx, int pop, |
---|
644 | double (*f)(PGAContext *, int, int)); |
---|
645 | void PGAEvaluateCoop(PGAContext *ctx, int pop, |
---|
646 | double (*f)(PGAContext *, int, int), MPI_Comm comm); |
---|
647 | void PGAEvaluateMS(PGAContext *ctx, int pop, |
---|
648 | double (*f)(PGAContext *c, int p, int pop), MPI_Comm comm); |
---|
649 | void PGAEvaluateSlave(PGAContext *ctx, int pop, |
---|
650 | double (*f)(PGAContext *, int, int), MPI_Comm comm); |
---|
651 | void PGAEvaluate(PGAContext *ctx, int pop, |
---|
652 | double (*f)(PGAContext *, int, int), MPI_Comm comm); |
---|
653 | MPI_Datatype PGABuildDatatype(PGAContext *ctx, int p, int pop); |
---|
654 | void PGASendIndividual(PGAContext *ctx, int p, int pop, int dest, int tag, |
---|
655 | MPI_Comm comm); |
---|
656 | void PGAReceiveIndividual(PGAContext *ctx, int p, int pop, int source, int tag, |
---|
657 | MPI_Comm comm, MPI_Status *status); |
---|
658 | void PGASendReceiveIndividual(PGAContext *ctx, int send_p, int send_pop, |
---|
659 | int dest, int send_tag, int recv_p, int recv_pop, |
---|
660 | int source, int recv_tag, MPI_Comm comm, |
---|
661 | MPI_Status *status); |
---|
662 | void PGARunIM(PGAContext *ctx, double (*f)(PGAContext *c, int p, int pop), |
---|
663 | MPI_Comm tcomm); |
---|
664 | void PGARunNM(PGAContext *ctx, double (*f)(PGAContext *c, int p, int pop), |
---|
665 | MPI_Comm tcomm); |
---|
666 | int PGAGetRank (PGAContext *ctx, MPI_Comm comm); |
---|
667 | int PGAGetNumProcs (PGAContext *ctx, MPI_Comm comm); |
---|
668 | void PGASetNumIslands( PGAContext *ctx, int n); |
---|
669 | int PGAGetNumIslands (PGAContext *ctx); |
---|
670 | void PGASetNumDemes( PGAContext *ctx, int numdemes); |
---|
671 | int PGAGetNumDemes (PGAContext *ctx); |
---|
672 | void PGASetCommunicator( PGAContext *ctx, MPI_Comm comm); |
---|
673 | MPI_Comm PGAGetCommunicator( PGAContext *ctx); |
---|
674 | |
---|
675 | /***************************************** |
---|
676 | * pga.c |
---|
677 | *****************************************/ |
---|
678 | |
---|
679 | void PGARun(PGAContext *ctx, double (*evaluate)(PGAContext *c, int p, int pop)); |
---|
680 | void PGARunMutationAndCrossover (PGAContext *ctx, int oldpop, int newpop); |
---|
681 | void PGARunMutationOrCrossover ( PGAContext *ctx, int oldpop, int newpop ); |
---|
682 | void PGAUpdateGeneration(PGAContext *ctx, MPI_Comm comm); |
---|
683 | int PGAGetDataType (PGAContext *ctx); |
---|
684 | int PGAGetOptDirFlag (PGAContext *ctx); |
---|
685 | int PGAGetStringLength (PGAContext *ctx); |
---|
686 | int PGAGetVariableStringLength (PGAContext *ctx, int p, int pop); |
---|
687 | int PGAGetGAIterValue (PGAContext *ctx); |
---|
688 | void PGASetMutationOrCrossoverFlag( PGAContext *ctx, int flag); |
---|
689 | void PGASetMutationAndCrossoverFlag( PGAContext *ctx, int flag); |
---|
690 | int PGAGetMutationOrCrossoverFlag (PGAContext *ctx); |
---|
691 | int PGAGetMutationAndCrossoverFlag (PGAContext *ctx); |
---|
692 | |
---|
693 | /***************************************** |
---|
694 | * pop.c |
---|
695 | *****************************************/ |
---|
696 | |
---|
697 | void PGASortPop ( PGAContext *ctx, int pop ); |
---|
698 | int PGAGetPopSize (PGAContext *ctx); |
---|
699 | int PGAGetNumReplaceValue (PGAContext *ctx); |
---|
700 | int PGAGetPopReplaceType (PGAContext *ctx); |
---|
701 | int PGAGetSortedPopIndex ( PGAContext *ctx, int n ); |
---|
702 | void PGASetPopSize (PGAContext *ctx, int popsize); |
---|
703 | void PGASetNumReplaceValue( PGAContext *ctx, int pop_replace); |
---|
704 | void PGASetPopReplaceType( PGAContext *ctx, int pop_replace); |
---|
705 | |
---|
706 | /***************************************** |
---|
707 | * random.c |
---|
708 | *****************************************/ |
---|
709 | |
---|
710 | int PGARandomFlip ( PGAContext *ctx, double p ); |
---|
711 | int PGARandomInterval( PGAContext *ctx, int start, int end); |
---|
712 | double PGARandom01( PGAContext *ctx, int newseed ); |
---|
713 | double PGARandomUniform( PGAContext *ctx, double start, double end); |
---|
714 | double PGARandomGaussian( PGAContext *ctx, double mean, double sigma); |
---|
715 | int PGAGetRandomSeed(PGAContext *ctx); |
---|
716 | void PGASetRandomSeed(PGAContext *ctx, int seed); |
---|
717 | |
---|
718 | /***************************************** |
---|
719 | * real.c |
---|
720 | *****************************************/ |
---|
721 | |
---|
722 | void PGASetRealAllele (PGAContext *ctx, int p, int pop, int i, double value); |
---|
723 | double PGAGetRealAllele (PGAContext *ctx, int p, int pop, int i); |
---|
724 | void PGASetRealInitPercent ( PGAContext *ctx, double *median, double *percent); |
---|
725 | void PGASetRealInitRange (PGAContext *ctx, double *min, double *max); |
---|
726 | double PGAGetMinRealInitValue (PGAContext *ctx, int i); |
---|
727 | double PGAGetMaxRealInitValue (PGAContext *ctx, int i); |
---|
728 | int PGAGetRealInitType (PGAContext *ctx); |
---|
729 | void PGARealCreateString (PGAContext *ctx, int p, int pop, int initflag); |
---|
730 | int PGARealMutation( PGAContext *ctx, int p, int pop, double mr ); |
---|
731 | void PGARealOneptCrossover( PGAContext *ctx, int p1, int p2, int pop1, |
---|
732 | int c1, int c2, int pop2); |
---|
733 | void PGARealTwoptCrossover( PGAContext *ctx, int p1, int p2, int pop1, |
---|
734 | int c1, int c2, int pop2); |
---|
735 | void PGARealUniformCrossover( PGAContext *ctx, int p1, int p2, int pop1, |
---|
736 | int c1, int c2, int pop2); |
---|
737 | void PGARealPrintString (PGAContext *ctx, FILE *fp, int p, int pop); |
---|
738 | void PGARealCopyString ( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
---|
739 | int PGARealDuplicate( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
---|
740 | void PGARealInitString ( PGAContext *ctx, int p, int pop); |
---|
741 | MPI_Datatype PGARealBuildDatatype(PGAContext *ctx, int p, int pop); |
---|
742 | |
---|
743 | /***************************************** |
---|
744 | * report.c |
---|
745 | *****************************************/ |
---|
746 | |
---|
747 | void PGAPrintReport(PGAContext *ctx, FILE *fp, int pop); |
---|
748 | void PGASetPrintOptions (PGAContext *ctx, int option); |
---|
749 | void PGASetPrintFrequencyValue( PGAContext *ctx, int print_freq); |
---|
750 | int PGAGetPrintFrequencyValue (PGAContext *ctx); |
---|
751 | void PGAPrintPopulation ( PGAContext *ctx, FILE *fp, int pop ); |
---|
752 | void PGAPrintIndividual ( PGAContext *ctx, FILE *fp, int p, int pop ); |
---|
753 | void PGAPrintString ( PGAContext *ctx, FILE *file, int p, int pop ); |
---|
754 | void PGAPrintContextVariable ( PGAContext *ctx, FILE *fp ); |
---|
755 | |
---|
756 | /***************************************** |
---|
757 | * restart.c |
---|
758 | *****************************************/ |
---|
759 | |
---|
760 | void PGARestart(PGAContext *ctx, int source_pop, int dest_pop); |
---|
761 | void PGASetRestartFlag(PGAContext *ctx, int val); |
---|
762 | int PGAGetRestartFlag(PGAContext *ctx); |
---|
763 | void PGASetRestartFrequencyValue(PGAContext *ctx, int numiter); |
---|
764 | int PGAGetRestartFrequencyValue(PGAContext *ctx); |
---|
765 | void PGASetRestartAlleleChangeProb(PGAContext *ctx, double prob); |
---|
766 | double PGAGetRestartAlleleChangeProb(PGAContext *ctx); |
---|
767 | |
---|
768 | /***************************************** |
---|
769 | * select.c |
---|
770 | *****************************************/ |
---|
771 | |
---|
772 | void PGASelect( PGAContext *ctx, int popix ); |
---|
773 | int PGASelectNextIndex ( PGAContext *ctx ); |
---|
774 | void PGASetSelectType( PGAContext *ctx, int select_type); |
---|
775 | int PGAGetSelectType (PGAContext *ctx); |
---|
776 | void PGASetPTournamentProb(PGAContext *ctx, double ptournament_prob); |
---|
777 | double PGAGetPTournamentProb(PGAContext *ctx); |
---|
778 | int PGASelectProportional(PGAContext *ctx, PGAIndividual *pop); |
---|
779 | void PGASelectSUS( PGAContext *ctx, PGAIndividual *pop ); |
---|
780 | int PGASelectTournament( PGAContext *ctx, PGAIndividual *pop ); |
---|
781 | int PGASelectPTournament( PGAContext *ctx, PGAIndividual *pop ); |
---|
782 | |
---|
783 | /***************************************** |
---|
784 | * stop.c |
---|
785 | *****************************************/ |
---|
786 | |
---|
787 | int PGADone(PGAContext *ctx, MPI_Comm comm); |
---|
788 | int PGACheckStoppingConditions( PGAContext *ctx); |
---|
789 | void PGASetStoppingRuleType (PGAContext *ctx, int stoprule); |
---|
790 | int PGAGetStoppingRuleType (PGAContext *ctx); |
---|
791 | void PGASetMaxGAIterValue(PGAContext *ctx, int maxiter); |
---|
792 | int PGAGetMaxGAIterValue (PGAContext *ctx); |
---|
793 | void PGASetMaxNoChangeValue(PGAContext *ctx, int max_no_change); |
---|
794 | void PGASetMaxSimilarityValue(PGAContext *ctx, int max_similarity); |
---|
795 | |
---|
796 | /***************************************** |
---|
797 | * system.c |
---|
798 | *****************************************/ |
---|
799 | |
---|
800 | void PGAError( PGAContext *ctx, char *msg, |
---|
801 | int level, int datatype, void *data ); |
---|
802 | void PGADestroy (PGAContext *ctx); |
---|
803 | int PGAGetMaxMachineIntValue (PGAContext *ctx); |
---|
804 | int PGAGetMinMachineIntValue (PGAContext *ctx); |
---|
805 | double PGAGetMaxMachineDoubleValue (PGAContext *ctx); |
---|
806 | double PGAGetMinMachineDoubleValue (PGAContext *ctx); |
---|
807 | void PGAUsage( PGAContext *ctx ); |
---|
808 | void PGAPrintVersionNumber( PGAContext *ctx ); |
---|
809 | |
---|
810 | /***************************************** |
---|
811 | * user.c |
---|
812 | *****************************************/ |
---|
813 | |
---|
814 | void PGASetUserFunction(PGAContext *ctx, int constant, void *f); |
---|
815 | |
---|
816 | /***************************************** |
---|
817 | * utility.c |
---|
818 | *****************************************/ |
---|
819 | |
---|
820 | double PGAMean ( PGAContext *ctx, double *a, int n); |
---|
821 | double PGAStddev ( PGAContext *ctx, double *a, int n, double mean); |
---|
822 | int PGARound(PGAContext *ctx, double x); |
---|
823 | void PGACopyIndividual( PGAContext *ctx, int p1, int pop1, int p2, int pop2); |
---|
824 | int PGACheckSum(PGAContext *ctx, int p, int pop); |
---|
825 | int PGAGetWorstIndex(PGAContext *ctx, int pop); |
---|
826 | int PGAGetBestIndex(PGAContext *ctx, int pop); |
---|
827 | PGAIndividual *PGAGetIndividual ( PGAContext *ctx, int p, int pop); |
---|
828 | void PGAUpdateAverage(PGAContext *ctx, int pop); |
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829 | void PGAUpdateOnline(PGAContext *ctx, int pop); |
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830 | void PGAUpdateOffline(PGAContext *ctx, int pop); |
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831 | int PGAComputeSimilarity(PGAContext *ctx, PGAIndividual *pop); |
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