#!/usr/bin/python # AppRecommender - A GNU/Linux application recommender # # Copyright (C) 2010 Tassia Camoes # # This program is free software: you can redistribute it and/or modify # it under the terms of the GNU 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 General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program. If not, see . import os import sys import logging from config import * from data import * from evaluation import * from similarity_measure import * from recommender import * from strategy import * from user import * def set_up_recommender(cfg): if cfg.strategy == "cta": axi_db = xapian.Database(cfg.axi) app_rec = Recommender(axi_db) app_rec.set_strategy(AxiContentBasedStrategy()) elif cfg.strategy == "ct": debtags_db = DebtagsDB(cfg.tags_db) if not debtags_db.load(): logging.error("Could not load DebtagsDB from %s." % cfg.tags_db) sys.exit(1) debtags_index = DebtagsIndex(os.path.expanduser(cfg.tags_index)) debtags_index.load(debtags_db,cfg.reindex) app_rec = Recommender(debtags_index) app_rec.set_strategy(ContentBasedStrategy()) return app_rec def cross_validation(recommender): metrics = [] metrics.append(Precision()) metrics.append(Recall()) validation = CrossValidation(0.1,10,recommender,metrics) validation.run(user) if __name__ == '__main__': cfg = Config() rec = set_up_recommender(cfg) user = LocalSystem() #result.print_result() cross_validation(rec)