public override TSAFuzzySystem TuneUpFuzzySystem(TSAFuzzySystem Approximate, ILearnAlgorithmConf config)
{
TSAFuzzySystem result = Approximate;
if (result.RulesDatabaseSet.Count == 0)
{
throw new System.FormatException("Что то не то с входными данными");
}
OptimizeTermShrinkAndRotateConf Config = config as OptimizeTermShrinkAndRotateConf;
count_shrink = Config.OTSARCountShrinkVars;
size_shrink = Config.OTSARCountShrinkTerm;
List <int> Varians_of_run_system = new List <int>();
for (int i = 0; i < Approximate.CountFeatures; i++)
{
int count_terms_for_var = Approximate.RulesDatabaseSet[0].TermsSet.FindAll(x => x.NumVar == i).Count;
if (i < count_shrink)
{
Varians_of_run_system.Add(count_terms_for_var - size_shrink);
}
else
{
Varians_of_run_system.Add(count_terms_for_var);
}
}
Varians_of_run_system.Sort();
TypeTermFuncEnum type_of_term = Approximate.RulesDatabaseSet[0].TermsSet[0].TermFuncType;
Generate_all_variant_in_pool(Varians_of_run_system);
for (int i = 0; i < Pull_of_systems.Count; i++)
{
Approximate.RulesDatabaseSet.Clear();
GeneratorRulesEveryoneWithEveryone.InitRulesEveryoneWithEveryone(result, type_of_term, Pull_of_systems[i].ToArray());
Systems_ready_to_test.Add(Approximate.RulesDatabaseSet[0]);
errors_of_systems.Add(result.approxLearnSamples(result.RulesDatabaseSet[0]));
}
int best_index = errors_of_systems.IndexOf(errors_of_systems.Min());
result.RulesDatabaseSet.Clear();
result.RulesDatabaseSet.Add(Systems_ready_to_test[best_index]);
Console.WriteLine(Pull_of_systems.Count());
result.RulesDatabaseSet[0].TermsSet.Trim();
// result.UnlaidProtectionFix();
return(result);
}
public override int Run(string[] args)
{
Console.WriteLine("Start");
fill_params(args);
Console.WriteLine("Params get \nfile tra {0} \nfile name tst {1} ", file_learn, file_test);
Approx_learn_set = new SampleSet(file_learn);
Console.WriteLine("Tra create");
Approx_test_set = new SampleSet(file_test);
Console.WriteLine("Tst create");
conf = new InitEveryoneWithEveryone();
conf.Init(Approx_learn_set.CountVars);
fill_conf();
Console.WriteLine("Conf Filed");
Approx_Singletone = new SAFuzzySystem(Approx_learn_set, Approx_test_set);
Console.WriteLine("Classifier created");
generator = new GeneratorRulesEveryoneWithEveryone();
Approx_Singletone = generator.Generate(Approx_Singletone, conf) as SAFuzzySystem;
Console.WriteLine("Gereration complite");
SAFSUFSWriter.saveToUFS(Approx_Singletone, file_out);
Console.WriteLine("Saved");
return(1);
}
