1 | // This file is a part of Framsticks SDK. http://www.framsticks.com/ |
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2 | // Copyright (C) 1999-2015 Maciej Komosinski and Szymon Ulatowski. |
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3 | // See LICENSE.txt for details. |
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4 | |
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5 | #ifndef _GENO_OPERATORS_H_ |
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6 | #define _GENO_OPERATORS_H_ |
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7 | |
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8 | #include <common/nonstd.h> |
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9 | #include <frams/model/model.h> |
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10 | |
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11 | /** @file */ |
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12 | |
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13 | /** \name Return codes for genetic operators */ |
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14 | //@{ |
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15 | #define GENOPER_OK 0 ///<operation successful |
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16 | #define GENOPER_OPFAIL -1 ///<operation failed or could not be completed |
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17 | #define GENOPER_REPAIR -2 ///<do not use in Geno_fx. GenMan uses it in checkValidity()... but will not. only f4 uses it |
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18 | #define GENOPER_NOOPER -3 ///<do not use in Geno_fx. GenMan uses it for "no suitable operator for this genotype format" |
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19 | //@} |
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20 | |
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21 | /** \name gene/character predefined styles (for style() method) */ |
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22 | //@{ |
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23 | #define GENSTYLE_NONE 0 ///<no style specified (=normal font) |
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24 | #define GENSTYLE_INVALID 1 ///<this char cannot be accepted |
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25 | #define GENSTYLE_BOLD 2 ///<bold |
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26 | #define GENSTYLE_ITALIC 4 ///<italic |
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27 | #define GENSTYLE_STRIKEOUT 8 ///<strikeout (not recommended) |
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28 | //UNDERLINE used to mark errors |
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29 | //@} |
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30 | |
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31 | /** \name other useful style/color macros */ |
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32 | //@{ |
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33 | #define GENRGB(r,g,b) ((uint32_t)(((uint8_t)(r)|((uint16_t)((uint8_t)(g))<<8))|(((uint32_t)(uint8_t)(b))<<16))) |
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34 | #define GENSTYLE_RGBS(r,g,b,s) ((uint32_t)((uint8_t)s)<<24 | GENRGB(r,g,b)) |
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35 | #define GENSTYLE_CS(rgb,s) ((uint32_t)((uint8_t)s)<<24 | rgb) |
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36 | |
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37 | #define GENGETSTYLE(style) ((style)>>24) |
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38 | #define GENGETCOLOR(style) ((style)&0x00ffffff) |
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39 | #define GENGET_R(style) ((style)&0xff) |
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40 | #define GENGET_G(style) ((style>>8)&0xff) |
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41 | #define GENGET_B(style) ((style>>16)&0xff) |
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42 | |
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43 | #define GENCOLOR_TEXT GENRGB(0,0,0) ///<recommended color to use for text genes |
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44 | #define GENCOLOR_NUMBER GENRGB(200,0,0) ///<recommended color to use for number genes |
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45 | //@} |
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46 | |
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47 | ///Base class for genetic operations on genotypes of some genetic format |
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48 | /**\author Maciej Komosinski |
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49 | |
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50 | When designing genetic operations on some representation, inherit your class |
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51 | (for example GenoOper_fMy) from GenoOperators. Define some methods, |
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52 | like mutate(), in your class, to allow for evolution. |
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53 | Ensure they have the same names and arguments as the corresponding |
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54 | virtual methods in Geno_fx. Set the 'supported_format' variable to the |
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55 | appropriate genetic representation ID. |
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56 | Whenever arguments are genotypes, they are without |
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57 | trailing characters which describe genetic format |
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58 | (for example, "p:", not "//0\np:"). |
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59 | When allocating/reallocating char* parameters, use malloc, free, realloc, strdup, etc. |
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60 | Do not use new and delete. |
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61 | |
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62 | All the methods you might define are: |
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63 | - checkValidity() |
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64 | - validate() |
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65 | - mutate() |
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66 | - crossOver() |
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67 | - getSimplest() |
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68 | - style() |
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69 | |
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70 | Your code must not cause errors (like invalid memory access, memory |
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71 | leaks) on any arguments, even 'random' ones. GENOPER_OPFAIL should |
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72 | be returned when an operator cannot cope with its argument genotype. |
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73 | |
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74 | To compile your code, you may also need some SDK files. |
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75 | A simple example is Geno_ftest class (see \ref geno_ftest_example "C++ code" for details). |
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76 | A more realistic example is Geno_f4 derived from Geno_fx: refer to |
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77 | the available source on developmental encoding and f4 genotype format.*/ |
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78 | |
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79 | class GenoOperators |
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80 | { |
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81 | public: |
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82 | Param par; |
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83 | char supported_format; ///<genotype format which is supported by this class ('6' for GenoOper_f6, 'F' for GenoOper_fF, etc.). Must be initialized in constructor |
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84 | string name; ///<name of this set of genetic operators |
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85 | const char **mutation_method_names; ///<array of names for mutation methods. If initialized (by new const char*[]), must have entries for each method index returned by mutate(geno,chg,METHOD). If initialized, it is automatically freed by this destructor. |
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86 | GenoOperators() : par(empty_paramtab) {supported_format='x'; name="Default"; mutation_method_names=NULL; setDefaults();} |
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87 | |
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88 | /**Used to perform initializations of Param parameters that are not handled by the Param itself |
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89 | (i.e. string parameters need to be initialized here)*/ |
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90 | virtual void setDefaults() {} |
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91 | |
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92 | /**Checks a genotype for minor mistakes and major errors. |
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93 | \param geno genotype to be checked |
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94 | \param genoname name of the genotype to be checked |
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95 | \retval error_position 1-based (or 1 if no exact error position known) |
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96 | \retval GENOPER_OK when the genotype is fully valid, and can be translated by the converter with \b no modifications nor tweaks*/ |
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97 | virtual int checkValidity(const char *geno, const char *genoname) { return GENOPER_NOOPER; } |
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98 | |
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99 | /**Validates a genotype. The purpose of this function is to validate |
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100 | obvious/minor errors (range overruns, invalid links, etc.). Do not try |
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101 | to introduce entirely new genes in place of an error. |
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102 | \param geno input/output: genotype to be validated |
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103 | \param genoname name of the genotype to be validated |
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104 | \retval GENOPER_OK must be returned in any case ("did my best to validate")*/ |
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105 | virtual int validate(char *&geno, const char *genoname) { return GENOPER_NOOPER; } |
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106 | |
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107 | /**Mutates a genotype. Mutation should always change something. |
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108 | |
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109 | Avoid unnecessary calls in your code. Every genotype argument passed to this |
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110 | function is first checked, and validated if checkValidity() reported an error (or |
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111 | if there is no checkValidity() implemented). Every resulting genotype is subject |
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112 | to the same procedure, unless GENOPER_OPFAIL was returned. Thus you do not have |
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113 | to call these functions on input and output genotypes, because they are validated |
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114 | if needed. |
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115 | \param geno input/output: genotype to be mutated |
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116 | \param chg output: initialize with a value (in most cases 0..1) corresponding |
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117 | to the amount of genotype mutated. For example, it could be the number of changed |
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118 | genes divided by the total number of genes before mutation. |
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119 | \param chg method: initialize with the ID (number) of mutation method used. |
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120 | \retval GENOPER_OK |
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121 | \retval GENOPER_OPFAIL |
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122 | \sa |
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123 | Mutation example to illustrate the exchange of pointers for \e geno. |
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124 | The mutation adds random letter at the beginning or removes last letter from \e geno. |
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125 | \code |
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126 | { |
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127 | int len=strlen(geno); |
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128 | if (len==0 || random(2)==0) //add |
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129 | { |
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130 | method=0; |
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131 | char* mutated=(char*)malloc(mutated,len+2); //allocate for mutated genotype |
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132 | mutated[0]='A'+random(10); //first char random |
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133 | strcpy(mutated+1,geno); //the rest is original |
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134 | free(geno); //must take care of the original allocation |
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135 | geno=mutated; |
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136 | } else |
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137 | { |
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138 | method=1; |
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139 | geno[len-1]=0; //simply shorten the string - remove last char |
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140 | } |
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141 | chg=1.0/max(len,1); //estimation of mutation strength, divby0-safe |
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142 | } \endcode |
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143 | */ |
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144 | virtual int mutate(char *&geno,float& chg,int &method) {method=-1; chg=-1; return GENOPER_NOOPER;} |
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145 | |
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146 | /**Crosses over two genotypes. It is sufficient to return only one child (in \e g1) and set \e chg1 only, then \e g2 must equal "". |
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147 | |
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148 | Avoid unnecessary calls in your code. Every genotype argument passed to this |
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149 | function is first checked, and validated if checkValidity() reported an error (or |
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150 | if there is no checkValidity() implemented). Every resulting genotype is subject |
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151 | to the same procedure, unless GENOPER_OPFAIL was returned. Thus you do not have |
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152 | to call these functions on input and output genotypes, because they are validated |
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153 | if needed. |
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154 | \param g1 input/output: parent1 genotype, initialize with child1 |
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155 | \param g2 input/output: parent2 genotype, initialize with child2 if both children are available |
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156 | \param chg1 output: initialize with the fraction of parent1 genes in child1 (parent2 has the rest) |
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157 | \param chg2 output: initialize with the fraction of parent2 genes in child2 (parent1 has the rest) |
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158 | \retval GENOPER_OK |
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159 | \retval GENOPER_OPFAIL |
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160 | \sa mutate() for an example*/ |
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161 | virtual int crossOver(char *&g1,char *&g2,float& chg1,float& chg2) {chg1=chg2=-1; return GENOPER_NOOPER;} |
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162 | |
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163 | /**\return a pointer to the simplest genotype string*/ |
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164 | virtual const char* getSimplest() {return NULL;} |
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165 | |
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166 | /**You may want to have your genotype colored. This method provides desired character styles for genes. |
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167 | \param geno genotype |
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168 | \param pos 0-based char offset |
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169 | \retval number-encoded visual style (and validity) of the genotype char at \e geno[pos]. |
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170 | Assume white background. |
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171 | \sa GENSTYLE_* macros, like GENSTYLE_BOLD*/ |
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172 | virtual uint32_t style(const char *geno,int pos) {return GENSTYLE_RGBS(0,0,0,GENSTYLE_NONE);} |
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173 | |
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174 | ///currently not used (similarity of two genotypes) |
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175 | virtual float similarity(const char*,const char*) {return GENOPER_NOOPER;} |
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176 | virtual ~GenoOperators() {if (mutation_method_names) {delete []mutation_method_names; mutation_method_names=NULL;}} |
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177 | // virtual char getFormat() {return 255;} //returns supported genotype format, for ex. '1' |
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178 | // virtual int enabled() {return 1;} // should be enabled by default |
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179 | |
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180 | /** \name Some helpful methods for you */ |
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181 | //@{ |
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182 | static int roulette(const double *probtab,const int count); ///<returns random index according to probabilities in the \e probtab table or -1 if all probs are zero. \e count is the number of elements in \e probtab. |
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183 | static bool getMinMaxDef(ParamInterface *p,int propindex,double &mn,double &mx,double &def); ///<perhaps a more useful (higher-level) way to obtain min/max/def info for integer and double properties. Returns true if min/max/def was really available (otherwise it is just invented). |
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184 | static int selectRandomProperty(Neuro* n); ///<selects random property (either 0-based extraproperty of Neuro or 100-based property of its NeuroClass). -1 if Neuro has no properties. |
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185 | static double mutateNeuProperty(double current,Neuro *n,int propindex); ///<returns value \e current mutated for the property \e propindex of NeuroClass \e nc or for extraproperty (\e propindex - 100) of Neuro. Neuro is used as read-only. Give \e propindex == -1 to mutate connection weight (\e nc is then ignored). |
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186 | static bool mutatePropertyNaive(ParamInterface &p,int propindex); ///<creep-mutate selected property. Returns true when success. mutateProperty() should be used instead of this function. |
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187 | static bool mutateProperty(ParamInterface &p,int propindex); ///<like mutatePropertyNaive(), but uses special probability distributions for some neuron properties. |
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188 | static bool getMutatedProperty(ParamInterface &p,int i,double oldval,double &newval); ///<like mutateProperty(), but just returns \e newval, does not get nor set it using \e p. |
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189 | static double mutateCreepNoLimit(char type,double current,double mn,double mx); ///<returns \e current value creep-mutated with Gaussian distribution within [ \e mn , \e mx ] interval. Forced precision: 3 digits after comma. \e type must be either 'd' (integer) or 'f' (float/double). |
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190 | static double mutateCreep(char type,double current,double mn,double mx); ///<just as mutateCreepNoLimit(), but forces mutated value into the [mn,mx] range using the 'reflect' approach. |
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191 | static void setIntFromDoubleWithProbabilisticDithering(ParamInterface &p, int index, double value); ///<sets a double value in an integer field; when a value is non-integer, applies random "dithering" so that both lower and higher integer value have some chance to be set. |
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192 | static void linearMix(ParamInterface &p1, int i1, ParamInterface &p2, int i2, double proportion); ///<mixes i1'th and i2'th properties of p1 and p2; proportion should be within [0,1]; 0.5 causes both properties to become their average. For integer properties applies random "dithering" when necessary. |
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193 | static NeuroClass* getRandomNeuroClass(); ///<returns random neuroclass or NULL when no active classes. |
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194 | static NeuroClass* parseNeuroClass(char *&s); ///<returns neuroclass or NULL if the string does not begin with a valid name. Advance \e s pointer. |
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195 | static Neuro* findNeuro(const Model *m,const NeuroClass *nc); ///<returns pointer to first Neuro of class \e nc, or NULL if there is no such Neuro. |
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196 | static int neuroClassProp(char *&s,NeuroClass *nc,bool also_v1_N_props=false); ///<returns 0-based property number for \e neuroclass, 100-based extraproperty number for Neuro, or -1 if the string does not begin with a valid property name. Advance \e s pointer if success. |
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197 | static bool isWS(const char c); ///<is \e c a whitespace char? |
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198 | static void skipWS(char *&s); ///<advances pointer \e s skipping whitespaces. |
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199 | static bool areAlike(char*,char*); ///<compares two text strings skipping whitespaces. Returns 1 when equal, 0 when different. |
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200 | static char* strchrn0(const char *str,char ch); ///<like strchr, but does not find zero char in \e str. |
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201 | static bool isNeuroClassName(const char firstchar); ///<determines if \e firstchar may start NeuroClass name. If not, it may start NeuroClass' (or Neuro's) property name. |
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202 | //@} |
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203 | }; |
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204 | |
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205 | |
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206 | // |
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207 | // custom distributions for mutations of various parameters |
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208 | // |
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209 | /* |
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210 | static double distrib_weight[]= |
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211 | { |
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212 | 5, // distribution -999 _-^_^-_ +999 |
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213 | -999, 999, // each weight value may be useful, especially... |
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214 | -5, -0.3, // ...little non-zero values |
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215 | -3, -0.6, |
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216 | 0.6, 3, |
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217 | 0.3, 5, |
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218 | }; |
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219 | */ |
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220 | |
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221 | #endif |
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