def create_pkg_data(self):
user = LocalSystem()
user.maximal_pkg_profile()
user.no_auto_pkg_profile()
user_pkgs = user.pkg_profile
pkgs_time = self.get_packages_time(user_pkgs)
self.save_package_time(pkgs_time)
return pkgs_time
def get_user(self, no_auto_pkg_profile):
config = Config()
user = LocalSystem()
user.filter_pkg_profile(os.path.join(config.filters_dir,
"desktopapps"))
user.maximal_pkg_profile()
if no_auto_pkg_profile:
user.no_auto_pkg_profile()
return user
def get_user(self, no_auto_pkg_profile):
config = Config()
user = LocalSystem()
user.filter_pkg_profile(
os.path.join(config.filters_dir, "desktopapps"))
user.maximal_pkg_profile()
if no_auto_pkg_profile:
user.no_auto_pkg_profile()
return user
sys.path.insert(0, '../')
import logging
import datetime
from apprecommender.config import Config
from apprecommender.recommender import Recommender
from apprecommender.user import LocalSystem
from apprecommender.error import Error
if __name__ == '__main__':
try:
cfg = Config()
rec = Recommender(cfg)
user = LocalSystem()
user.no_auto_pkg_profile()
# user.maximal_pkg_profile()
begin_time = datetime.datetime.now()
logging.debug("Recommendation computation started at %s" % begin_time)
print rec.get_recommendation(user)
end_time = datetime.datetime.now()
logging.debug("Recommendation computation completed at %s" % end_time)
delta = end_time - begin_time
logging.info("Time elapsed: %d seconds." % delta.seconds)
except Error:
logging.critical("Aborting proccess. Use '--debug' for more details.")
from apprecommender.config import Config
from apprecommender.evaluation import (Precision, Recall, F1, Accuracy,
SimpleAccuracy, CrossValidation)
from apprecommender.recommender import Recommender
from apprecommender.user import LocalSystem
from apprecommender.error import Error
if __name__ == '__main__':
try:
cfg = Config()
rec = Recommender(cfg)
print "\nRecommender strategy: ", rec.strategy.description
user = LocalSystem()
# user.app_pkg_profile(rec.items_repository)
user.no_auto_pkg_profile()
begin_time = datetime.datetime.now()
logging.debug("Cross-validation started at %s" % begin_time)
metrics = []
metrics.append(Precision())
metrics.append(Recall())
metrics.append(F1())
metrics.append(Accuracy())
metrics.append(SimpleAccuracy())
validation = CrossValidation(0.9, 10, rec, metrics, 0.1)
validation.run(user)
print validation
end_time = datetime.datetime.now()
logging.debug("Cross-validation completed at %s" % end_time)