2011-03-28 15:13:56 +00:00

151 lines
5.4 KiB
Matlab

function int = JEInterface(fhandle, datatype, range, varargin)
% EvA2 Interface for Matlab
% JEInterface(fhandle, datatype, range)
% JEInterface(fhandle, datatype, range, initRange)
% JEInterface(fhandle, datatype, range, initRange, defaultargs)
% JEInterface(fhandle, datatype, range, initRange, defaultargs, options...)
%
% Arguments:
% fhandle: a function handle defining the optimization target.
% datatype: symbol 'int', 'double', or 'binary' denoting the problem data
% type
% range: a 2 x dim array defining the solution subspace with lower and
% upper bounds; or a scalar defining the bitwidth for binary
% problems.
% initRange: in analogy to the range: a possibly different range for the
% initial solutions. It applies to double and int data types only.
% May be set equal to the range.
% defaultArgs: additional constant argument to the target
% function, empty by default.
% options: options as name-value pairs defining optimization parameters,
% especially tolerance and maximum function calls.
% Check makeOoptions for default settings.
%
% Further options may be specified using setOptions with a JE options struct.
% Main options are:
% TolX: convergence criterion in the solution space
% TolFun: convergence criterion in the target space
% MaxFunEvals: maximum number of function evaluations
% Display: 'off'/'final'/'notify'/'iter', where 'notify' corresponds to
% displaying every k-th iteration, with k=10 as default.
% The termination criterion of a run is a combination of the TolX, TolFun and
% MaxFunEvals criteria. The run terminates if MaxFunEvals has been reached
% or the best solution changes both in domain and codomain less than TolX
% and TolFun for a certain number of evaluations, which may be set using
% TolXEvals and TolFunEvals, respectively.
% To ignore a criterion, set it to 0. E.g. to perform 10^5 evaluations in
% any case, set TolX=TolFun=0 and MaxFunEvals=10^5.
%
% Define a 2 x dim range with a double valued function, or for
% binary problems set a scalar as range defining the number of bits to be
% used. The values passed to the function handle will then be arrays of
% uint32, each of them representing 32 bits.
int.args = [];
int.opts = [];
int.finished = 1;
int.result = [];
int.resultArr = [];
int.f = '';
int.dim = 0;
int.range = [];
int.initialRange=[];
int.mp = [];
int.msg = '';
int.funCalls = 0;
int.mediator = '';
int.optParams = [];
int.optParamValues = [];
int.hexMask=hex2dec('ffffffff');
int.dataType=''; % to be set later!
int.outputAllStatsFields=1;
int.seedPop=[];
int.seedPopFit=[];
if (isa(fhandle, 'function_handle'))
int.f = fhandle;
else
error('Wrong first argument type, expected function_handle');
end
if (strcmp(datatype,'double'))
int.dataType=eva2.server.go.problems.MatlabProblemDataTypeEnum.typeDouble;
elseif strcmp(datatype, 'int')
int.dataType=eva2.server.go.problems.MatlabProblemDataTypeEnum.typeInteger;
elseif strcmp(datatype, 'binary')
int.dataType=eva2.server.go.problems.MatlabProblemDataTypeEnum.typeBinary;
else
error('Invalid data type, select double, int, or binary!');
end
disp('Setting up JEInterface...');
if (isa(range, 'double') && (size(range,1) == 2))
int.dim=size(range,2);
int.range=transpose(range);
s = sprintf('Double valued search space, dimension: %d', int.dim);
disp(s);
else
if (length(range)==1)
int.range=[];
int.dim=range;
s = sprintf('Binary valued search space, dimension: %d', int.dim);
disp(s);
else
error('Wrong third argument type, expected double array of 2 x dim (double ranges) or scalar (binary bit width).');
end
end
int = class(int,'JEInterface');
int.opts = makeOptions(int);
if (nargin>3)
int.initialRange=varargin{1};
if (isa(varargin{1}, 'double') && (size(varargin{1},1) == 2))
if (int.dim ~= size(varargin{1},2))
error('Invalid initial range: wrong dimensions');
end
int.initialRange=transpose(varargin{1});
s = ['Double valued initial search space: ' mat2str(int.initialRange)];
disp(s);
end
if (nargin>4)
int.args = varargin{2};
disp('Fitness function argument: '); disp(int.args);
if (nargin > 5)
if (rem(nargin,2)==0)
error('Invalid number of arguments!');
end
disp('Reading options:');
for i=3:2:nargin-3
int=setOpt(int, varargin{i}, varargin{i+1});
end
end
end
end
display(getOptions(int));
% finally create the java object
if (isempty(int.initialRange)) % binary case
int.mp = eva2.server.go.problems.MatlabProblem(int.dim, int.dataType, int.range);
else
% size(int.range);
% size(int.initialRange);
% eq(size(int.range), size(int.initialRange))
% disp('-------');
if (isempty(int.range) || (sum(eq(size(int.range), size(int.initialRange)))==2))
int.mp = eva2.server.go.problems.MatlabProblem(int.dim, int.dataType, int.range, int.initialRange);
%int.mp.getIndividualTemplate().setMutationOperator( ...
% eva2.server.go.operators.mutation.MutateEAMixer(eva2.server.go.operators.mutation.MutateGASwapBits, eva2.server.go.operators.mutation.MutateGAUniform));
else
error('Mismatching dimensions of range and initial range!');
end
end
disp('Java object created');
testEvalFunc(int);