def setUp(self):
# initialize query
self.test_num_features = 6
test_query = """
4 qid:1 1:2.6 2:1 3:2.1 4:0 5:2 6:1.4 # highly relevant
1 qid:1 1:1.2 2:1 3:2.9 4:0 5:2 6:1.9 # bad
0 qid:1 1:0.5 2:1 3:2.3 4:0 5:2 6:5.6 # not relevant
0 qid:1 1:0.5 2:1 3:2.3 4:0 5:2 6:5.6 # not relevant
"""
self.query_fh = cStringIO.StringIO(test_query)
self.queries = query.Queries(self.query_fh, self.test_num_features)
self.query = self.queries['1']
# initialize listwise learner
self.learner = ListwiseLearningSystem(self.test_num_features,
"--init_weights 0,0,1,0,0,0 --delta 1.0 --alpha 0.01 --ranker "
"ranker.ProbabilisticRankingFunction --ranker_args 3 --ranker_tie "
"first --comparison comparison.ProbabilisticInterleaveWithHistory"
" --comparison_args \"--history_length 10 --biased true\"")
