private GeneticAlgorithm CreateCFGGPSample()
{
GeneticAlgorithm ga = new GeneticAlgorithm();
#region Problem Configuration
CFGPythonProblem cfgPythonProblem = new CFGPythonProblem();
cfgPythonProblem.Name = "Smallest Problem";
cfgPythonProblem.Description = "Smallest (described in: http://dl.acm.org/citation.cfm?id=2754769)";
var provider = new BenchmarkSuiteListInstanceProvider();
var instance = provider.GetDataDescriptors().Single(x => x.Name.Equals("Smallest"));
CFGData data = (CFGData)provider.LoadData(instance);
data.Input = File.ReadAllLines(@"Data\Smallest-Input.txt");
data.Output = File.ReadAllLines(@"Data\Smallest-Output.txt");
cfgPythonProblem.Load(data);
// configure remaining problem parameters
cfgPythonProblem.MaximumSymbolicExpressionTreeLengthParameter.Value.Value = 250;
cfgPythonProblem.MaximumSymbolicExpressionTreeDepthParameter.Value.Value = 100;
#endregion
#region Algorithm Configuration
ga.Problem = cfgPythonProblem;
ga.Name = "Genetic Programming - CFG Python";
ga.Description = "A standard genetic programming algorithm to solve a cfg python problem";
SamplesUtils.ConfigureGeneticAlgorithmParameters <LexicaseSelector, SubtreeCrossover, MultiSymbolicExpressionTreeManipulator>(
ga, 100, 1, 10, 0.05, 5);
var mutator = (MultiSymbolicExpressionTreeManipulator)ga.Mutator;
mutator.Operators.SetItemCheckedState(mutator.Operators
.OfType <FullTreeShaker>()
.Single(), false);
mutator.Operators.SetItemCheckedState(mutator.Operators
.OfType <OnePointShaker>()
.Single(), false);
#endregion
return(ga);
}
private GeneticAlgorithm CreateGpSymbolicRegressionSample() {
GeneticAlgorithm ga = new GeneticAlgorithm();
#region Problem Configuration
CFGPythonProblem cfgPythonProblem = new CFGPythonProblem();
cfgPythonProblem.Name = "Negative To Zero Problem";
cfgPythonProblem.Description = "Negative To Zero (described in: http://dl.acm.org/citation.cfm?id=2754769)";
BenchmarkSuiteInstanceProvider provider = new BenchmarkSuiteInstanceProvider();
var instance = provider.GetDataDescriptors().Where(x => x.Name.Equals("Negative To Zero")).Single();
CFGData data = (CFGData)provider.LoadData(instance);
data.Input = File.ReadAllLines(@"Data\Negative_To_Zero-Input.txt");
data.Output = File.ReadAllLines(@"Data\Negative_To_Zero-Output.txt");
cfgPythonProblem.Load(data);
// configure remaining problem parameters
cfgPythonProblem.MaximumSymbolicExpressionTreeLengthParameter.Value.Value = 250;
cfgPythonProblem.MaximumSymbolicExpressionTreeDepthParameter.Value.Value = 100;
#endregion
#region Algorithm Configuration
ga.Problem = cfgPythonProblem;
ga.Name = "Genetic Programming - CFG Python";
ga.Description = "A standard genetic programming algorithm to solve a cfg python problem";
SamplesUtils.ConfigureGeneticAlgorithmParameters<TournamentSelector, SubtreeCrossover, MultiSymbolicExpressionTreeManipulator>(
ga, 500, 1, 10, 0.05, 5);
var mutator = (MultiSymbolicExpressionTreeManipulator)ga.Mutator;
mutator.Operators.SetItemCheckedState(mutator.Operators
.OfType<FullTreeShaker>()
.Single(), false);
mutator.Operators.SetItemCheckedState(mutator.Operators
.OfType<OnePointShaker>()
.Single(), false);
#endregion
return ga;
}
public void SemanticsTest()
{
BenchmarkSuiteInstanceProvider prov = new BenchmarkSuiteListInstanceProvider();
var prob = new CFGPythonProblem();
prob.Load(prov.LoadData(prov.GetDataDescriptors().First(x => x.Name == "Smallest")));
var grammar = prob.Grammar;
var root = (SymbolicExpressionTreeTopLevelNode)grammar.ProgramRootSymbol.CreateTreeNode();
root.SetGrammar(grammar.CreateExpressionTreeGrammar());
//var root = new SymbolicExpressionTreeNode(new ProgramRootSymbol());
var start = new SymbolicExpressionTreeNode(new StartSymbol());
root.AddSubtree(start);
var gstart = new SymbolicExpressionTreeNode(grammar.StartSymbol);
start.AddSubtree(gstart);
var predefined = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'i0 = int(); i1 = int(); i2 = int()'\r\n'b0 = bool(); b1 = bool(); b2 = bool()'\r\n'res0 = int()'\r\n<code>"));
gstart.AddSubtree(predefined);
var codestatementSym = GetSymbol(grammar, "<code><statement>'\\n'");
var code0 = new SymbolicExpressionTreeNode(codestatementSym);
var code1 = new SymbolicExpressionTreeNode(codestatementSym);
var code2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<statement>'\\n'"));
//predefined.AddSubtree(code1);
predefined.AddSubtree(code0);
code0.AddSubtree(code1);
code1.AddSubtree(code2);
var assign0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<assign>"));
var assign1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<assign>"));
code2.AddSubtree(assign0);
//code0.AddSubtree(assign1);
var if0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<if>"));
code1.AddSubtree(if0);
var bool_assign0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_var>' = '<bool>"));
var int_assign1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<int_var>' = '<int>"));
assign0.AddSubtree(bool_assign0);
assign1.AddSubtree(int_assign1);
var bool_var0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_var>"));
var int_var1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<int_var>"));
var b0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'b0'"));
var i1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'res0'"));
bool_assign0.AddSubtree(bool_var0);
int_assign1.AddSubtree(int_var1);
bool_var0.AddSubtree(b0);
int_var1.AddSubtree(i1);
var bool_const0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_const>"));
var int_const1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'int('<number>'.0)'"));
//var num0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<num>"));
var num1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<num>"));
var boolconstTrue = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'True'"));
var intconst2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'2'"));
bool_assign0.AddSubtree(bool_const0);
int_assign1.AddSubtree(int_const1);
bool_const0.AddSubtree(boolconstTrue);
int_const1.AddSubtree(num1);
num1.AddSubtree(intconst2);
var ifthenelse0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'if '<bool>':{:\\n'<code>':}else:{:\\n'<code>':}'"));
var b0_2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'b0'"));
if0.AddSubtree(ifthenelse0);
ifthenelse0.AddSubtree(b0_2);
var statement1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<statement>'\\n'"));
var assign2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<assign>"));
var int_assign2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<int_var>' = '<int>"));
var i1_2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'res0'"));
var intconst7 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'7'"));
ifthenelse0.AddSubtree(statement1);
statement1.AddSubtree(assign2);
assign2.AddSubtree(int_assign2);
int_assign2.AddSubtree(i1_2);
int_assign2.AddSubtree(intconst7);
var statement2 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<statement>'\\n'"));
var assign3 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<assign>"));
var int_assign3 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<int_var>' = '<int>"));
var i1_3 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'res0'"));
var intconst8 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'9'"));
ifthenelse0.AddSubtree(statement2);
statement2.AddSubtree(assign3);
assign3.AddSubtree(int_assign3);
int_assign3.AddSubtree(i1_3);
int_assign3.AddSubtree(intconst8);
var while0 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'loopBreak% = 0\\nwhile '<bool>':{:\\n'<code>'\\nif loopBreak% > loopBreakConst or stop.value:{:\\nbreak\\n:}loopBreak% += 1\\n:}'"));
var b0_3 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'b0'"));
var code4 = new SymbolicExpressionTreeNode(codestatementSym);
var statement3 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<statement>'\\n'"));
var bool_assign1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_var>' = '<bool>"));
var bool_var1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_var>"));
var b0_4 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'b0'"));
var bool_const1 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<bool_const>"));
var boolconstFalse = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'False'"));
bool_assign1.AddSubtree(bool_var1);
bool_var1.AddSubtree(b0_4);
bool_assign1.AddSubtree(bool_const1);
bool_const1.AddSubtree(boolconstFalse);
statement3.AddSubtree(bool_assign1);
//var statement4 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<statement>'\\n'"));
var assign4 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<assign>"));
var int_assign4 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "<int_var>' = '<int>"));
var i1_4 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'res0'"));
var intconst9 = new SymbolicExpressionTreeNode(GetSymbol(grammar, "'1'"));
//statement4.AddSubtree(assign4);
assign4.AddSubtree(int_assign4);
int_assign4.AddSubtree(i1_4);
int_assign4.AddSubtree(intconst9);
code4.AddSubtree(statement3);
code4.AddSubtree(assign4);
((List <string>)((CFGProduction)while0.Symbol).parts)[0] = "x = 5\n" + ((List <string>)((CFGProduction)while0.Symbol).parts)[0];
while0.AddSubtree(b0_3);
while0.AddSubtree(code4);
code0.AddSubtree(while0);
var tree = new SymbolicExpressionTree(root);
var code = CFGSymbolicExpressionTreeStringFormatter.StaticFormat(tree);
System.Console.WriteLine(code);
//PythonProcessSemanticHelper ppsh = new PythonProcessSemanticHelper(prob.ProblemData.Variables.GetVariableNames(), 10);
traceCodeWithVariables = String.Format(traceCode, String.Join("', '", prob.ProblemData.Variables.GetVariableNames().Where(x => !String.IsNullOrWhiteSpace(x))), 10);
var bla = PythonHelper.FormatToProgram(tree, prob.ProblemData.LoopBreakConst, prob.ProblemData.FullHeader, prob.ProblemData.FullFooter);
// var blub = ppsh.EvaluateAndTraceProgram(prob.PythonProcess,
var blub = EvaluateAndTraceProgram(prob.PythonProcess,
bla,
PythonHelper.ConvertToPythonValues(prob.ProblemData.Input, prob.ProblemData.TrainingIndices),
PythonHelper.ConvertToPythonValues(prob.ProblemData.Output, prob.ProblemData.TrainingIndices),
prob.ProblemData.TrainingIndices, prob.ProblemData.FullHeader, prob.ProblemData.FullFooter, tree);
Console.WriteLine(blub);
}