package de.lmu.ifi.dbs.elki.evaluation.scores;
/*
 This file is part of ELKI:
 Environment for Developing KDD-Applications Supported by Index-Structures

 Copyright (C) 2015
 Ludwig-Maximilians-Universität München
 Lehr- und Forschungseinheit für Datenbanksysteme
 ELKI Development Team

 This program is free software: you can redistribute it and/or modify
 it under the terms of the GNU Affero General Public License as published by
 the Free Software Foundation, either version 3 of the License, or
 (at your option) any later version.

 This program is distributed in the hope that it will be useful,
 but WITHOUT ANY WARRANTY; without even the implied warranty of
 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 GNU Affero General Public License for more details.

 You should have received a copy of the GNU Affero General Public License
 along with this program.  If not, see <http://www.gnu.org/licenses/>.
 */

import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;

/**
 * Evaluate using the maximum F1 score.
 * 
 * @author Erich Schubert
 * @since 0.7.0
 */
public class MaximumF1Evaluation extends AbstractScoreEvaluation {
  /**
   * Static instance
   */
  public static final MaximumF1Evaluation STATIC = new MaximumF1Evaluation();

  @Override
  public <I extends ScoreIter> double evaluate(Predicate<? super I> predicate, I iter) {
    final int postot = predicate.numPositive();
    int poscnt = 0, cnt = 0;
    double maxf1 = 0.;
    while(iter.valid()) {
      // positive or negative match?
      do {
        if(predicate.test(iter)) {
          ++poscnt;
        }
        ++cnt;
        iter.advance();
      } // Loop while tied:
      while(iter.valid() && iter.tiedToPrevious());
      // New F1 value:
      double p = poscnt / (double) cnt, r = poscnt / (double) postot;
      double f1 = 2. * p * r / (p + r);
      if(f1 > maxf1) {
        maxf1 = f1;
      }
    }
    return maxf1;
  }

  @Override
  public double expected(int pos, int all) {
    return pos / (double) all;
  }

  /**
   * Parameterization class.
   * 
   * @author Erich Schubert
   *
   * @apiviz.exclude
   */
  public static class Parameterizer extends AbstractParameterizer {
    @Override
    protected MaximumF1Evaluation makeInstance() {
      return STATIC;
    }
  }
}