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/******************************************************************************
 IrstLM: IRST Language Model Toolkit, compile LM
 Copyright (C) 2006 Marcello Federico, ITC-irst Trento, Italy

 This library is free software; you can redistribute it and/or
 modify it under the terms of the GNU Lesser General Public
 License as published by the Free Software Foundation; either
 version 2.1 of the License, or (at your option) any later version.

 This library 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
 Lesser General Public License for more details.

 You should have received a copy of the GNU Lesser General Public
 License along with this library; if not, write to the Free Software
 Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301 USA

 ******************************************************************************/

class plsa
{
  int topics;      //number of topics
  int maxdocs;     //max number of docs

  dictionary* dict;
  double **T;
  double **W;
  double *H;

  char *tfname;
  char *wfname;
  char *hinfname;
  char *houtfname;
  char *basefname;
  char *featfname;

public:
  plsa(dictionary* dictfile,int top,
       char* baseFile, char* featFile,char* hfile,char* wfile,char* tfile);

  ~plsa() {
    //destroy W
    for (int i=0; i<dict->size(); i++) {
      delete W[i];
      delete T[i];
    }
    delete [] W;
    delete [] H;
    delete [] T;
  }

  int saveW(char* fname);
  int  saveT(char* fname);
  int combineT(char* tlist);
  int saveWtxt(char* fname);
  int loadW(char* fname);

  int initW(double noise,int spectopic);
  int initH(double noise,int maxdoc);

  int train(char *trainfile,int maxiter,double noiseH,int flagW=0,double noiseW=0,int spectopic=0);

  int saveFeat(char* fname);

};