#import "KRFuzzyCMeans.h"

KRFuzzyCMeansDistanceFormulaEuclidean
KRFuzzyCMeansDistanceFormulaCosine
KRFuzzyCMeansDistanceFormulaRBF

KRFuzzyCMeans *_krFcm   = [KRFuzzyCMeans sharedFCM];
_krFcm.doneThenSave     = YES;
_krFcm.m                = 3;
_krFcm.convergenceError = 0.001f;
_krFcm.distanceFormula  = KRFuzzyCMeansDistanceFormulaEuclidean; //KRFuzzyCMeansDistanceFormulaCosine
[_krFcm addCenters:@[@5.0f, @5.0f]];     //The center 1, cluster 1 start in here
[_krFcm addCenters:@[@10.0f, @10.0f]];   //The center 2, cluster 2 start in here
[_krFcm addCenters:@[@12.0f, @14.0f]];   //The center 3, cluster 3 start in here
[_krFcm addPatterns:@[@[@2, @12], @[@4, @9], @[@7, @13], @[@11, @5], @[@12, @7], @[@14, @4]]];
[_krFcm clusterWithCompletion:^(BOOL success, NSArray *clusters, NSArray *centrals, NSInteger totalTimes)
{
    NSLog(@"\n\n===============================================\n\n");
    NSLog(@"totalTimes : %li", totalTimes);
    NSLog(@"results : %@", clusters);
    NSLog(@"centrals : %@", centrals);
    NSLog(@"\n\n===============================================\n\n");
    
    //Directly verify and classify others pattern without continually training the centers, you could use :
    [_krFcm directClusterPatterns:@[@[@2, @3], @[@3, @3], @[@5, @9]]];
    [_krFcm printResults];
    
    //If you have one or more patterns need to do standard classification, use this to renew all groups and re-adjust the central groups :
    [_krFcm addPatterns:@[@[@2, @3], @[@3, @3], @[@5, @9]]];
    [_krFcm clusterWithCompletion:^(BOOL success, NSArray *clusters, NSArray *centrals, NSInteger totalTimes)
    {
        [_krFcm printResults];
        //... Do your next step.
    }];
    
} perIteration:^(NSInteger times, NSArray *clusters, NSArray *centrals)
{
    NSLog(@"times : %li", times);
    NSLog(@"clusters : %@", clusters);
    NSLog(@"centrals : %@", centrals);
}];

// Recalling tranined centers that last saved.
[_krFcm recallCenters];
// Then, start to train or directly cluster the patterns.
[_krFcm directClusterPatterns:@[@[@1, @5], @[@4, @2], @[@7, @3]]];