blob: 1bedcccf67d99649e8f175e5e14cc69fba1b0481 [file] [log] [blame]
/*
COPYRIGHT
The following is a notice of limited availability of the code, and disclaimer
which must be included in the prologue of the code and in all source listings
of the code.
(C) COPYRIGHT 2008 University of Chicago
Permission is hereby granted to use, reproduce, prepare derivative works, and
to redistribute to others. This software was authored by:
D. Levine
Mathematics and Computer Science Division
Argonne National Laboratory Group
with programming assistance of participants in Argonne National
Laboratory's SERS program.
GOVERNMENT LICENSE
Portions of this material resulted from work developed under a
U.S. Government Contract and are subject to the following license: the
Government is granted for itself and others acting on its behalf a paid-up,
nonexclusive, irrevocable worldwide license in this computer software to
reproduce, prepare derivative works, and perform publicly and display
publicly.
DISCLAIMER
This computer code material was prepared, in part, as an account of work
sponsored by an agency of the United States Government. Neither the United
States, nor the University of Chicago, nor any of their employees, makes any
warranty express or implied, or assumes any legal liability or responsibility
for the accuracy, completeness, or usefulness of any information, apparatus,
product, or process disclosed, or represents that its use would not infringe
privately owned rights.
*/
/*****************************************************************************
* FILE: restart.c: This file contains the routines needed to handle
* the restart operator, and restarting the GA.
*
* Authors: David M. Levine, Philip L. Hallstrom, David M. Noelle,
* Brian P. Walenz
*****************************************************************************/
#include "pgapack.h"
/*U****************************************************************************
PGARestart - reseeds a population from the best string
Category: Operators
Inputs:
val - the probability of changing an allele when copying the
best string to the new population
source_pop - the source population
dest_pop - symbolic constant of the destination population
Outputs:
dest_pop is modified by side-effect.
Example:
Perform an unspecified test to determine if the current evolution is
not evolving fast enough, and if so, restart the evolution.
PGAContext *ctx; PGAEvaluateMS(ctx, PGA_OLDPOP, f, comm);
PGAFitness (ctx, PGA_OLDPOP);
}
:
if (StagnantEvolution()) {
PGARestart(ctx, PGA_OLDPOP, PGA_NEWPOP);
PGAEvaluate(ctx, PGA_NEWPOP, EvalFunc);
PGAUpdateGeneration(ctx);
}
****************************************************************************U*/
void PGARestart(PGAContext *ctx, int source_pop, int dest_pop)
{
/* For integers and reals, the amount by which to change is set with
PGASetMutationIntegerValue and PGASetMutationRealValue, respectively.
For binary strings, the bits are complemented. */
int dest_p, old_mut_type, source_p;
double val;
PGADebugEntered("PGARestart");
printf("Restarting the algorithm . . . \n");
fflush(stdout);
source_p = PGAGetBestIndex(ctx, source_pop);
if (source_p != 0 || source_pop != dest_pop)
PGACopyIndividual(ctx, source_p, source_pop, 0, dest_pop);
PGASetEvaluationUpToDateFlag(ctx, 0, dest_pop, PGA_FALSE);
old_mut_type = PGAGetMutationType(ctx);
ctx->ga.MutationType = PGA_MUTATION_UNIFORM;
val = ctx->ga.restartAlleleProb;
if (ctx->fops.Mutation) {
for (dest_p = 2; dest_p <= ctx->ga.PopSize; dest_p++) {
PGACopyIndividual(ctx, 0, dest_pop, dest_p-1, dest_pop);
(*ctx->fops.Mutation)(&ctx, &dest_p, &dest_pop, &val);
PGASetEvaluationUpToDateFlag(ctx, dest_p-1, dest_pop, PGA_FALSE);
}
} else {
for (dest_p = 1; dest_p < ctx->ga.PopSize; dest_p++) {
PGACopyIndividual(ctx, 0, dest_pop, dest_p, dest_pop);
(*ctx->cops.Mutation)(ctx, dest_p, dest_pop, val);
PGASetEvaluationUpToDateFlag(ctx, dest_p, dest_pop, PGA_FALSE);
}
}
ctx->ga.MutationType = old_mut_type;
PGADebugExited("PGARestart");
}
/*U****************************************************************************
PGASetRestartFlag - specifies whether the algorithm should employ
the restart operator
Category: Operators
Inputs:
ctx - context variable
val - boolean variable
Outputs:
None
Example:
PGAContext *ctx;
:
PGASetRestartFlag(ctx, PGA_TRUE);
****************************************************************************U*/
void PGASetRestartFlag(PGAContext *ctx, int val)
{
PGADebugEntered("PGASetRestartFlag");
switch (val)
{
case PGA_TRUE:
case PGA_FALSE:
ctx->ga.restart = val;
break;
default:
PGAError(ctx, "PGASetRestartFlag: Invalid value for restart:",
PGA_FATAL, PGA_INT, (void *) &val);
break;
}
PGADebugExited("PGASetRestartFlag");
}
/*U****************************************************************************
PGAGetRestartFlag - returns whether the algorithm should employ the
restart operator
Category: Operators
Inputs:
ctx - context variable
Outputs:
PGA_TRUE if restarting is enabled, otherwise PGA_FALSE.
Example:
PGAContext *ctx;
int val;
:
val = PGAGetRestartFlag(ctx);
****************************************************************************U*/
int PGAGetRestartFlag(PGAContext *ctx)
{
PGADebugEntered("PGAGetRestartFlag");
PGAFailIfNotSetUp("PGAGetRestartFlag");
PGADebugExited("PGAGetRestartFlag");
return (ctx->ga.restart);
}
/*U****************************************************************************
PGASetRestartFrequencyValue - specifies the number of iterations of no
change in the best string after which the algorithm should restart
Category: Operators
Inputs:
ctx - context variable
numiter - number of changeless iterations
Outputs:
None
Example:
PGAContext *ctx;
:
PGASetRestartFrequencyValue(ctx, 100);
****************************************************************************U*/
void PGASetRestartFrequencyValue(PGAContext *ctx, int numiter)
{
PGADebugEntered("PGASetRestartFrequencyValue");
if (numiter > 0)
ctx->ga.restartFreq = numiter;
else
PGAError(ctx, "PGASetRestartFrequencyValue: Invalid value for "
"restart freqency:", PGA_FATAL, PGA_INT, (void *) &numiter);
PGADebugExited("PGASetRestartFrequencyValue");
}
/*U****************************************************************************
PGAGetRestartFrequencyValue - returns the number of iterations of no
change in the best string after which the algorithm should restart
Category: Operators
Inputs:
ctx - context variable
numiter - number of changeless iterations
Outputs:
The number of iteration of no change required for a restart.
Example:
PGAContext *ctx;
:
numiter = PGAGetRestartFrequencyValue(ctx);
****************************************************************************U*/
int PGAGetRestartFrequencyValue(PGAContext *ctx)
{
PGADebugEntered("PGAGetRestartFrequencyValue");
PGAFailIfNotSetUp("PGAGetRestartFrequencyValue");
PGADebugExited("PGAGetRestartFrequencyValue");
return (ctx->ga.restartFreq);
}
/*U****************************************************************************
PGASetRestartAlleleChangeProb - specifies the probability with which
an allele will be mutated during a restart
Category: Operators
Inputs:
ctx - context variable
prob - probability of mutation
Outputs:
None
Example:
PGAContext *ctx;
:
PGASetRestartAlleleChangeProb(ctx, 0.5);
****************************************************************************U*/
void PGASetRestartAlleleChangeProb(PGAContext *ctx, double prob)
{
PGADebugEntered("PGASetRestartAlleleChangeProb");
if (prob >= 0.0 && prob <= 1.0)
ctx->ga.restartAlleleProb = prob;
else
PGAError(ctx, "PGASetRestartAlleleChangeProb: Invalid probability:",
PGA_FATAL, PGA_DOUBLE, (void *) &prob);
PGADebugExited("PGASetRestartAlleleChangeProb");
}
/*U****************************************************************************
PGAGetRestartAlleleChangeProb - returns the probability with which
an allele will be mutated during a restart
Category: Operators
Inputs:
ctx - context variable
Outputs:
The probability of mutating an allele during a restart.
Example:
PGAContext *ctx;
:
prob = PGASetRestartAlleleChangeProb(ctx);
****************************************************************************U*/
double PGAGetRestartAlleleChangeProb(PGAContext *ctx)
{
PGADebugEntered("PGAGetRestartAlleleChangeProb");
PGAFailIfNotSetUp("PGAGetRestartAlleleChangeProb");
PGADebugExited("PGAGetRestartAlleleChangeProb");
return (ctx->ga.restartAlleleProb);
}