def test_rec_increasing2(self):
recommender = FunkSVDRecs(self.save_path)
recs4 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=4)
self.assertIsNotNone(recs4)
self.assertEqual(len(recs4), 4)
self.assertAlmostEqual(recs4[1][1]['prediction'], 7.812836963)
recs6 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=6)
self.assertIsNotNone(recs6)
self.assertEqual(len(recs6), 6)
self.compare_recs(recs4, recs6)
recommender = FunkSVDRecs(self.save_path)
recs42 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=4)
self.compare_recs(recs4, recs42)
recs1 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=7)
recs2 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=9)
self.compare_recs(recs1, recs2)
def test_rec_increasing2(self):
recommender = FunkSVDRecs(self.save_path)
recs4 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=4)
self.assertIsNotNone(recs4)
self.assertEqual(len(recs4), 4)
self.assertAlmostEqual(recs4[1][1]['prediction'], 7.812836963)
recs6 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=6)
self.assertIsNotNone(recs6)
self.assertEqual(len(recs6), 6)
self.compare_recs(recs4, recs6)
recommender = FunkSVDRecs(self.save_path)
recs42 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=4)
self.compare_recs(recs4, recs42)
recs1 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=7)
recs2 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=9)
self.compare_recs(recs1, recs2)
def test_rec_increasing(self):
recommender = FunkSVDRecs(self.save_path)
recs1 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=2)
self.assertIsNotNone(recs1)
self.assertEqual(len(recs1), 2)
recs2 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=3)
self.assertIsNotNone(recs2)
self.assertEqual(len(recs2), 3)
self.assertEqual(recs1[0],recs2[0] )
self.assertEqual(recs1[1],recs2[1] )
def test_rec_increasing(self):
recommender = FunkSVDRecs(self.save_path)
recs1 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=2)
self.assertIsNotNone(recs1)
self.assertEqual(len(recs1), 2)
recs2 = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=3)
self.assertIsNotNone(recs2)
self.assertEqual(len(recs2), 3)
self.assertEqual(recs1[0],recs2[0] )
self.assertEqual(recs1[1],recs2[1] )
def test_rec2(self):
recommender = FunkSVDRecs(self.save_path)
recs = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=5)
self.assertIsNotNone(recs)
self.assertEqual(len(recs), 5)
top = [r[0] for r in recs][:2]
self.assertIn(HARRY, top, '{} was missing from {}'.format(HARRY, top))
self.assertIn(JACQUES, top, '{} was missing from {}'.format(JACQUES, top))
def test_rec(self):
recommender = FunkSVDRecs(self.save_path)
recs = recommender.recommend_items_by_ratings('1',
[{'movie_id': AVENGERS, 'rating': 7},
{'movie_id': ALIEN, 'rating': 10},
{'movie_id': CAPTAIN_AMERICA, 'rating': 6}], num=2)
self.assertIsNotNone(recs)
self.assertEqual(len(recs), 2)
def test_rec2(self):
recommender = FunkSVDRecs(self.save_path)
recs = recommender.recommend_items_by_ratings('5',
[{'movie_id': AVENGERS, 'rating': 1}], num=5)
self.assertIsNotNone(recs)
self.assertEqual(len(recs), 5)
top = [r[0] for r in recs][:2]
self.assertIn(HARRY, top, '{} was missing from {}'.format(HARRY, top))
self.assertIn(JACQUES, top, '{} was missing from {}'.format(JACQUES, top))
def test_rec(self):
recommender = FunkSVDRecs(self.save_path)
recs = recommender.recommend_items_by_ratings('1',
[{'movie_id': AVENGERS, 'rating': 7},
{'movie_id': ALIEN, 'rating': 10},
{'movie_id': CAPTAIN_AMERICA, 'rating': 6}], num=2)
self.assertIsNotNone(recs)
self.assertEqual(len(recs), 2)