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.") | ... | ... |