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author | Mike Buland <mike@xagasoft.com> | 2012-07-09 08:39:37 -0600 |
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committer | Mike Buland <mike@xagasoft.com> | 2012-07-09 08:39:37 -0600 |
commit | 40ee7ad5aeadeb9823e1cd6e1218a1999c608a65 (patch) | |
tree | 6e819d8406d818eaa63cb6f04e2a129b8561c213 | |
download | libgenetic-40ee7ad5aeadeb9823e1cd6e1218a1999c608a65.tar.gz libgenetic-40ee7ad5aeadeb9823e1cd6e1218a1999c608a65.tar.bz2 libgenetic-40ee7ad5aeadeb9823e1cd6e1218a1999c608a65.tar.xz libgenetic-40ee7ad5aeadeb9823e1cd6e1218a1999c608a65.zip |
New libgenetic. Genetic algorithms, only good.
-rw-r--r-- | .gitignore | 4 | ||||
-rw-r--r-- | default.bld | 20 | ||||
l--------- | genetic | 1 | ||||
-rw-r--r-- | src/operator.cpp | 10 | ||||
-rw-r--r-- | src/operator.h | 25 | ||||
-rw-r--r-- | src/operatorbasic.cpp | 48 | ||||
-rw-r--r-- | src/operatorbasic.h | 32 | ||||
-rw-r--r-- | src/phenotype.cpp | 10 | ||||
-rw-r--r-- | src/phenotype.h | 36 | ||||
-rw-r--r-- | src/phenotypebinary.cpp | 101 | ||||
-rw-r--r-- | src/phenotypebinary.h | 29 | ||||
-rw-r--r-- | src/population.cpp | 10 | ||||
-rw-r--r-- | src/population.h | 14 | ||||
-rw-r--r-- | src/tests/binary.cpp | 37 | ||||
-rw-r--r-- | tests/.gitignore | 2 |
15 files changed, 379 insertions, 0 deletions
diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..254da6c --- /dev/null +++ b/.gitignore | |||
@@ -0,0 +1,4 @@ | |||
1 | .*.swp | ||
2 | *.o | ||
3 | /.build_cache | ||
4 | /libgenetic.a | ||
diff --git a/default.bld b/default.bld new file mode 100644 index 0000000..c5312cd --- /dev/null +++ b/default.bld | |||
@@ -0,0 +1,20 @@ | |||
1 | target "libgenetic.a" | ||
2 | { | ||
3 | rule "lib"; | ||
4 | input files("src/*.cpp"); | ||
5 | |||
6 | CXXFLAGS += "-I. -ggdb"; | ||
7 | } | ||
8 | |||
9 | for src in files("src/tests/*.cpp") do | ||
10 | { | ||
11 | target src.replace("src/","").replace(".cpp","") | ||
12 | { | ||
13 | rule "exe"; | ||
14 | input src; | ||
15 | requires "libgenetic.a"; | ||
16 | |||
17 | CXXFLAGS += "-I. -ggdb"; | ||
18 | LDFLAGS += "-L. -lgenetic -lbu++ -ggdb"; | ||
19 | } | ||
20 | } | ||
@@ -0,0 +1 @@ | |||
src \ No newline at end of file | |||
diff --git a/src/operator.cpp b/src/operator.cpp new file mode 100644 index 0000000..7324856 --- /dev/null +++ b/src/operator.cpp | |||
@@ -0,0 +1,10 @@ | |||
1 | #include "genetic/operator.h" | ||
2 | |||
3 | Genetic::Operator::Operator() | ||
4 | { | ||
5 | } | ||
6 | |||
7 | Genetic::Operator::~Operator() | ||
8 | { | ||
9 | } | ||
10 | |||
diff --git a/src/operator.h b/src/operator.h new file mode 100644 index 0000000..8688667 --- /dev/null +++ b/src/operator.h | |||
@@ -0,0 +1,25 @@ | |||
1 | #ifndef GENETIC_OPERATOR_H | ||
2 | #define GENETIC_OPERATOR_H | ||
3 | |||
4 | #include <bu/list.h> | ||
5 | |||
6 | namespace Genetic | ||
7 | { | ||
8 | class Phenotype; | ||
9 | typedef Bu::List<Phenotype *> PhenotypeList; | ||
10 | |||
11 | class Operator | ||
12 | { | ||
13 | public: | ||
14 | Operator(); | ||
15 | virtual ~Operator(); | ||
16 | |||
17 | virtual Phenotype *random()=0; | ||
18 | virtual int parentCount()=0; | ||
19 | virtual Phenotype *mate( const PhenotypeList &lParents )=0; | ||
20 | |||
21 | private: | ||
22 | }; | ||
23 | }; | ||
24 | |||
25 | #endif | ||
diff --git a/src/operatorbasic.cpp b/src/operatorbasic.cpp new file mode 100644 index 0000000..ce37f78 --- /dev/null +++ b/src/operatorbasic.cpp | |||
@@ -0,0 +1,48 @@ | |||
1 | #include "genetic/operatorbasic.h" | ||
2 | #include "genetic/phenotype.h" | ||
3 | |||
4 | #include <bu/random.h> | ||
5 | #include <bu/sio.h> | ||
6 | using namespace Bu; | ||
7 | |||
8 | Genetic::OperatorBasic::OperatorBasic( Phenotype *pProgenitor, | ||
9 | float fMutationRate ) : | ||
10 | pProgenitor( pProgenitor ), | ||
11 | fMutationRate( fMutationRate ) | ||
12 | { | ||
13 | } | ||
14 | |||
15 | Genetic::OperatorBasic::~OperatorBasic() | ||
16 | { | ||
17 | delete pProgenitor; | ||
18 | } | ||
19 | |||
20 | Genetic::Phenotype *Genetic::OperatorBasic::random() | ||
21 | { | ||
22 | Genetic::Phenotype *pNew = pProgenitor->makeEmptyOffspring(); | ||
23 | pNew->randomize(); | ||
24 | return pNew; | ||
25 | } | ||
26 | |||
27 | Genetic::Phenotype *Genetic::OperatorBasic::mate( | ||
28 | const Genetic::PhenotypeList &lParents ) | ||
29 | { | ||
30 | Genetic::Phenotype *pChild = lParents.first()->makeEmptyOffspring(); | ||
31 | |||
32 | // Right now, we assume both parents have the same amount of "DNA" | ||
33 | int iSplitPoint = ((uint32_t)Bu::Random::rand())%lParents.first()->getSize(); | ||
34 | pChild->copyFrom( *lParents.first(), 0, iSplitPoint ); | ||
35 | pChild->copyFrom( *lParents.last(), iSplitPoint, | ||
36 | lParents.last()->getSize()-iSplitPoint ); | ||
37 | |||
38 | // Mutate the child some | ||
39 | for( int j = 0; j < pChild->getSize(); j++ ) | ||
40 | { | ||
41 | //sio << Bu::Random::randNorm() << sio.nl; | ||
42 | if( Bu::Random::randNorm() <= fMutationRate ) | ||
43 | pChild->mutate( j, 1.0 ); | ||
44 | } | ||
45 | |||
46 | return pChild; | ||
47 | } | ||
48 | |||
diff --git a/src/operatorbasic.h b/src/operatorbasic.h new file mode 100644 index 0000000..2eaf198 --- /dev/null +++ b/src/operatorbasic.h | |||
@@ -0,0 +1,32 @@ | |||
1 | #ifndef GENETIC_OPERATOR_BASIC_H | ||
2 | #define GENETIC_OPERATOR_BASIC_H | ||
3 | |||
4 | #include "genetic/operator.h" | ||
5 | |||
6 | namespace Genetic | ||
7 | { | ||
8 | /** | ||
9 | * Very simple genetic operator that covers all the basics. It will do | ||
10 | * single cut Phenotype splicing between two parents, and random mutation | ||
11 | * on the child. All work is based on a progenitor Phenotype, which is the | ||
12 | * template for creating new, random Phenotypes. OperatorBasic takes | ||
13 | * ownership of the progenitor and will delete it when OperatorBasic is | ||
14 | * destroyed. | ||
15 | */ | ||
16 | class OperatorBasic : public Operator | ||
17 | { | ||
18 | public: | ||
19 | OperatorBasic( Phenotype *pProgenitor, float fMutationRate ); | ||
20 | virtual ~OperatorBasic(); | ||
21 | |||
22 | virtual Phenotype *random(); | ||
23 | virtual int parentCount() { return 2; } | ||
24 | virtual Phenotype *mate( const PhenotypeList &lParents ); | ||
25 | |||
26 | private: | ||
27 | Phenotype *pProgenitor; | ||
28 | float fMutationRate; | ||
29 | }; | ||
30 | }; | ||
31 | |||
32 | #endif | ||
diff --git a/src/phenotype.cpp b/src/phenotype.cpp new file mode 100644 index 0000000..1eca170 --- /dev/null +++ b/src/phenotype.cpp | |||
@@ -0,0 +1,10 @@ | |||
1 | #include "genetic/phenotype.h" | ||
2 | |||
3 | Genetic::Phenotype::Phenotype() | ||
4 | { | ||
5 | } | ||
6 | |||
7 | Genetic::Phenotype::~Phenotype() | ||
8 | { | ||
9 | } | ||
10 | |||
diff --git a/src/phenotype.h b/src/phenotype.h new file mode 100644 index 0000000..7c564d5 --- /dev/null +++ b/src/phenotype.h | |||
@@ -0,0 +1,36 @@ | |||
1 | #ifndef GENETIC_PHENOTYPE_H | ||
2 | #define GENETIC_PHENOTYPE_H | ||
3 | |||
4 | #include <bu/string.h> | ||
5 | |||
6 | namespace Genetic | ||
7 | { | ||
8 | class Phenotype | ||
9 | { | ||
10 | public: | ||
11 | Phenotype(); | ||
12 | virtual ~Phenotype(); | ||
13 | |||
14 | virtual int getSize()=0; | ||
15 | virtual Phenotype &randomize()=0; | ||
16 | /** | ||
17 | * Modify the given location by the given magnitude. The magnitude | ||
18 | * should be between -1.0 and 1.0 inclusive. A 0.0 indicates no | ||
19 | * change. | ||
20 | */ | ||
21 | virtual void mutate( int iLocation, float fMagnitude )=0; | ||
22 | virtual Phenotype ©From( const Phenotype &rSrc, int iStart, | ||
23 | int iSize, int iDest=-1 )=0; | ||
24 | /** | ||
25 | * Produces a Phenotype class that can be used to contain the data for | ||
26 | * an offspring. The produced phenotype will be compatible, but empty. | ||
27 | */ | ||
28 | virtual Phenotype *makeEmptyOffspring( int iNewSize=-1 )=0; | ||
29 | |||
30 | virtual Bu::String toString()=0; | ||
31 | |||
32 | private: | ||
33 | }; | ||
34 | }; | ||
35 | |||
36 | #endif | ||
diff --git a/src/phenotypebinary.cpp b/src/phenotypebinary.cpp new file mode 100644 index 0000000..d16588b --- /dev/null +++ b/src/phenotypebinary.cpp | |||
@@ -0,0 +1,101 @@ | |||
1 | #include "genetic/phenotypebinary.h" | ||
2 | |||
3 | #include <bu/random.h> | ||
4 | #include <bu/sio.h> | ||
5 | |||
6 | using namespace Bu; | ||
7 | |||
8 | // Bits per word | ||
9 | #define BPW (sizeof(uint_fast32_t)*8) | ||
10 | #define wordsForBits( x ) (((x)/BPW)+(((x)%BPW)?1:0)) | ||
11 | #define wordWithBit( x ) ((x)/BPW) | ||
12 | |||
13 | Genetic::PhenotypeBinary::PhenotypeBinary( int iSize, bool bRandom ) : | ||
14 | iSize( iSize ), | ||
15 | iWords( wordsForBits(iSize) ), | ||
16 | aGenes( NULL ) | ||
17 | { | ||
18 | aGenes = new uint_fast32_t[iWords]; | ||
19 | if( bRandom ) | ||
20 | randomize(); | ||
21 | } | ||
22 | |||
23 | Genetic::PhenotypeBinary::~PhenotypeBinary() | ||
24 | { | ||
25 | delete[] aGenes; | ||
26 | } | ||
27 | |||
28 | Genetic::Phenotype &Genetic::PhenotypeBinary::randomize() | ||
29 | { | ||
30 | for( int j = 0; j < iWords*sizeof(uint_fast32_t); j++ ) | ||
31 | { | ||
32 | ((uint8_t *)aGenes)[j] = (uint8_t)Bu::Random::rand(); | ||
33 | } | ||
34 | |||
35 | return *this; | ||
36 | } | ||
37 | |||
38 | void Genetic::PhenotypeBinary::mutate( int iLocation, float fMagnitude ) | ||
39 | { | ||
40 | if( fMagnitude > -0.5 && fMagnitude < 0.5 ) | ||
41 | return; | ||
42 | |||
43 | aGenes[wordWithBit(iLocation)] = | ||
44 | (aGenes[wordWithBit(iLocation)]&(~(1<<((iLocation)%BPW)))) | | ||
45 | ((~aGenes[wordWithBit(iLocation)])&((1<<((iLocation)%BPW)))); | ||
46 | } | ||
47 | |||
48 | Genetic::Phenotype *Genetic::PhenotypeBinary::makeEmptyOffspring( | ||
49 | int iNewSize ) | ||
50 | { | ||
51 | if( iNewSize < 0 ) | ||
52 | iNewSize = iSize; | ||
53 | |||
54 | return new PhenotypeBinary( iSize ); | ||
55 | } | ||
56 | |||
57 | Genetic::Phenotype &Genetic::PhenotypeBinary::copyFrom( const Phenotype &rSrc, | ||
58 | int iStart, int iCount, int iDest ) | ||
59 | { | ||
60 | const PhenotypeBinary &rbSrc = | ||
61 | dynamic_cast<const Genetic::PhenotypeBinary &>(rSrc); | ||
62 | if( iDest < 0 ) | ||
63 | iDest = iStart; | ||
64 | |||
65 | // Fist draft, very sloppy: bit by bit copy, this is stupid, but easy | ||
66 | for( int j = 0; j < iCount; j++ ) | ||
67 | { | ||
68 | int wd = wordWithBit(j+iDest); | ||
69 | int ws = wordWithBit(j+iStart); | ||
70 | if( (rbSrc.aGenes[ws]&(1<<((j+iStart)%BPW))) == 0) | ||
71 | { | ||
72 | aGenes[wd] &= ~(1<<((j+iDest)%BPW)); | ||
73 | } | ||
74 | else | ||
75 | { | ||
76 | aGenes[wd] |= (1<<((j+iDest)%BPW)); | ||
77 | } | ||
78 | } | ||
79 | |||
80 | /* | ||
81 | iStart%BPW | ||
82 | int iWords = wordsForBits(iCount); | ||
83 | for( int j = wordWithBit(iStart); j < iWords; j++ ) | ||
84 | { | ||
85 | } | ||
86 | */ | ||
87 | |||
88 | return *this; | ||
89 | } | ||
90 | |||
91 | Bu::String Genetic::PhenotypeBinary::toString() | ||
92 | { | ||
93 | Bu::String sRet; | ||
94 | for( int j = 0; j < iSize; j++ ) | ||
95 | { | ||
96 | sRet += (aGenes[j/BPW]&(1<<(j%BPW)))?'1':'0'; | ||
97 | } | ||
98 | |||
99 | return sRet; | ||
100 | } | ||
101 | |||
diff --git a/src/phenotypebinary.h b/src/phenotypebinary.h new file mode 100644 index 0000000..72435ed --- /dev/null +++ b/src/phenotypebinary.h | |||
@@ -0,0 +1,29 @@ | |||
1 | #ifndef GENETIC_PHENOTYPE_BINARY_H | ||
2 | #define GENETIC_PHENOTYPE_BINARY_H | ||
3 | |||
4 | #include "genetic/phenotype.h" | ||
5 | |||
6 | namespace Genetic | ||
7 | { | ||
8 | class PhenotypeBinary : public Phenotype | ||
9 | { | ||
10 | public: | ||
11 | PhenotypeBinary( int iSize, bool bRandom=false ); | ||
12 | virtual ~PhenotypeBinary(); | ||
13 | |||
14 | virtual int getSize() { return iSize; } | ||
15 | virtual Phenotype &randomize(); | ||
16 | virtual void mutate( int iLocation, float fMagnitude ); | ||
17 | virtual Phenotype *makeEmptyOffspring( int iNewSize=-1 ); | ||
18 | virtual Phenotype ©From( const Phenotype &rSrc, int iStart, | ||
19 | int iCount, int iDest=-1 ); | ||
20 | virtual Bu::String toString(); | ||
21 | |||
22 | private: | ||
23 | int iSize; | ||
24 | int iWords; | ||
25 | uint_fast32_t *aGenes; | ||
26 | }; | ||
27 | }; | ||
28 | |||
29 | #endif | ||
diff --git a/src/population.cpp b/src/population.cpp new file mode 100644 index 0000000..85b859e --- /dev/null +++ b/src/population.cpp | |||
@@ -0,0 +1,10 @@ | |||
1 | #include "genetic/population.h" | ||
2 | |||
3 | Genetic::Population::Population() | ||
4 | { | ||
5 | } | ||
6 | |||
7 | Genetic::Population::~Population() | ||
8 | { | ||
9 | } | ||
10 | |||
diff --git a/src/population.h b/src/population.h new file mode 100644 index 0000000..0fdad32 --- /dev/null +++ b/src/population.h | |||
@@ -0,0 +1,14 @@ | |||
1 | #ifndef GENETIC_POPULATION_H | ||
2 | #define GENETIC_POPULATION_H | ||
3 | |||
4 | namespace Genetic | ||
5 | { | ||
6 | class Population | ||
7 | { | ||
8 | public: | ||
9 | Population(); | ||
10 | virtual ~Population(); | ||
11 | }; | ||
12 | }; | ||
13 | |||
14 | #endif | ||
diff --git a/src/tests/binary.cpp b/src/tests/binary.cpp new file mode 100644 index 0000000..717c171 --- /dev/null +++ b/src/tests/binary.cpp | |||
@@ -0,0 +1,37 @@ | |||
1 | #include "genetic/phenotypebinary.h" | ||
2 | #include "genetic/operatorbasic.h" | ||
3 | |||
4 | #include <bu/sio.h> | ||
5 | #include <bu/random.h> | ||
6 | #include <bu/randomcmwc.h> | ||
7 | #include <time.h> | ||
8 | |||
9 | using namespace Bu; | ||
10 | |||
11 | int main( int argc, char *argv[] ) | ||
12 | { | ||
13 | Bu::Random::setGenerator<Bu::RandomCmwc>(); | ||
14 | Bu::Random::seed( time( NULL ) ); | ||
15 | |||
16 | Genetic::OperatorBasic op( new Genetic::PhenotypeBinary( 45 ), 0.1 ); | ||
17 | Genetic::Phenotype *pPb1 = op.random(); | ||
18 | Genetic::Phenotype *pPb2 = op.random(); | ||
19 | Genetic::Phenotype *pPb3; | ||
20 | |||
21 | sio << pPb1->toString() << sio.nl; | ||
22 | sio << pPb2->toString() << sio.nl; | ||
23 | |||
24 | Genetic::PhenotypeList lParents; | ||
25 | lParents.append( pPb1 ); | ||
26 | lParents.append( pPb2 ); | ||
27 | pPb3 = op.mate( lParents ); | ||
28 | |||
29 | sio << pPb3->toString() << sio.nl; | ||
30 | |||
31 | delete pPb1; | ||
32 | delete pPb2; | ||
33 | delete pPb3; | ||
34 | |||
35 | return 0; | ||
36 | } | ||
37 | |||
diff --git a/tests/.gitignore b/tests/.gitignore new file mode 100644 index 0000000..120f485 --- /dev/null +++ b/tests/.gitignore | |||
@@ -0,0 +1,2 @@ | |||
1 | * | ||
2 | !/.gitignore | ||