Commit 5ad396a4ec22b4657c0e737bd05ad0dc1c9e165a
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ad248928
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Updated scripts to pick a random popcon submission as the target user of recommender.
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| 1 | +#!/usr/bin/env python | |
| 2 | +""" | |
| 3 | + AppRecommender - A GNU/Linux application recommender | |
| 4 | +""" | |
| 5 | +__author__ = "Tassia Camoes Araujo <tassia@gmail.com>" | |
| 6 | +__copyright__ = "Copyright (C) 2011 Tassia Camoes Araujo" | |
| 7 | +__license__ = """ | |
| 8 | + This program is free software: you can redistribute it and/or modify | |
| 9 | + it under the terms of the GNU General Public License as published by | |
| 10 | + the Free Software Foundation, either version 3 of the License, or | |
| 11 | + (at your option) any later version. | |
| 12 | + | |
| 13 | + This program is distributed in the hope that it will be useful, | |
| 14 | + but WITHOUT ANY WARRANTY; without even the implied warranty of | |
| 15 | + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
| 16 | + GNU General Public License for more details. | |
| 17 | + | |
| 18 | + You should have received a copy of the GNU General Public License | |
| 19 | + along with this program. If not, see <http://www.gnu.org/licenses/>. | |
| 20 | +""" | |
| 21 | + | |
| 22 | +import os | |
| 23 | +import sys | |
| 24 | +sys.path.insert(0,'../') | |
| 25 | +import logging | |
| 26 | +import datetime | |
| 27 | +import random | |
| 28 | +from datetime import timedelta | |
| 29 | + | |
| 30 | +from config import * | |
| 31 | +from data import * | |
| 32 | +from evaluation import * | |
| 33 | +from dissimilarity import * | |
| 34 | +from recommender import * | |
| 35 | +from strategy import * | |
| 36 | +from user import * | |
| 37 | +from error import Error | |
| 38 | + | |
| 39 | +if __name__ == '__main__': | |
| 40 | + try: | |
| 41 | + begin_time = datetime.datetime.now() | |
| 42 | + logging.debug("Computation started at %s" % begin_time) | |
| 43 | + cfg = Config() | |
| 44 | + rec = Recommender(cfg) | |
| 45 | + user = RandomPopcon(cfg.popcon_dir,os.path.join(cfg.filters,"desktop")) | |
| 46 | + #user = LocalSystem() | |
| 47 | + user.filter_pkg_profile(os.path.join(cfg.filters,"desktop")) | |
| 48 | + user.maximal_pkg_profile() | |
| 49 | + | |
| 50 | + logging.info("Recommending applications for user %s" % user.user_id) | |
| 51 | + logging.info(rec.get_recommendation(user,20)) | |
| 52 | + | |
| 53 | + end_time = datetime.datetime.now() | |
| 54 | + logging.debug("Computation completed at %s" % end_time) | |
| 55 | + delta = end_time - begin_time | |
| 56 | + logging.info("Time elapsed: %d seconds." % delta.seconds) | |
| 57 | + | |
| 58 | + except Error: | |
| 59 | + logging.critical("Aborting proccess. Use '--debug' for more details.") | |
| 60 | + | ... | ... |
| ... | ... | @@ -0,0 +1,67 @@ |
| 1 | +#!/usr/bin/env python | |
| 2 | +""" | |
| 3 | + CrossValidation - python module for classes and methods related to | |
| 4 | + recommenders evaluation. | |
| 5 | +""" | |
| 6 | +__author__ = "Tassia Camoes Araujo <tassia@gmail.com>" | |
| 7 | +__copyright__ = "Copyright (C) 2011 Tassia Camoes Araujo" | |
| 8 | +__license__ = """ | |
| 9 | + This program is free software: you can redistribute it and/or modify | |
| 10 | + it under the terms of the GNU General Public License as published by | |
| 11 | + the Free Software Foundation, either version 3 of the License, or | |
| 12 | + (at your option) any later version. | |
| 13 | + | |
| 14 | + This program is distributed in the hope that it will be useful, | |
| 15 | + but WITHOUT ANY WARRANTY; without even the implied warranty of | |
| 16 | + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
| 17 | + GNU General Public License for more details. | |
| 18 | + | |
| 19 | + You should have received a copy of the GNU General Public License | |
| 20 | + along with this program. If not, see <http://www.gnu.org/licenses/>. | |
| 21 | +""" | |
| 22 | + | |
| 23 | +import os | |
| 24 | +import sys | |
| 25 | +sys.path.insert(0,'../') | |
| 26 | +import logging | |
| 27 | +import datetime | |
| 28 | +from datetime import timedelta | |
| 29 | + | |
| 30 | +from config import * | |
| 31 | +from data import * | |
| 32 | +from evaluation import * | |
| 33 | +from dissimilarity import * | |
| 34 | +from recommender import * | |
| 35 | +from strategy import * | |
| 36 | +from user import * | |
| 37 | +from error import Error | |
| 38 | + | |
| 39 | +if __name__ == '__main__': | |
| 40 | + try: | |
| 41 | + cfg = Config() | |
| 42 | + rec = Recommender(cfg) | |
| 43 | + user = RandomPopcon(cfg.popcon_dir,os.path.join(cfg.filters,"desktop")) | |
| 44 | + user.filter_pkg_profile(os.path.join(cfg.filters,"desktop")) | |
| 45 | + user.maximal_pkg_profile() | |
| 46 | + begin_time = datetime.datetime.now() | |
| 47 | + | |
| 48 | + metrics = [] | |
| 49 | + metrics.append(Precision()) | |
| 50 | + metrics.append(Recall()) | |
| 51 | + metrics.append(F1()) | |
| 52 | + metrics.append(Accuracy()) | |
| 53 | + metrics.append(SimpleAccuracy()) | |
| 54 | + validation = CrossValidation(0.9,10,rec,metrics,0.1) | |
| 55 | + validation.run(user) | |
| 56 | + print validation | |
| 57 | + | |
| 58 | + end_time = datetime.datetime.now() | |
| 59 | + delta = end_time - begin_time | |
| 60 | + logging.info("Cross-validation for user %s" % user.user_id) | |
| 61 | + logging.info("Recommender strategy: %s" % rec.strategy.description) | |
| 62 | + logging.debug("Cross-validation started at %s" % begin_time) | |
| 63 | + logging.debug("Cross-validation completed at %s" % end_time) | |
| 64 | + logging.info("Time elapsed: %d seconds." % delta.seconds) | |
| 65 | + | |
| 66 | + except Error: | |
| 67 | + logging.critical("Aborting proccess. Use '--debug' for more details.") | ... | ... |