def setUp(self):
taxonomy = Taxonomy('base', {'key': 'value', 'key2': 'value2'})
component1 = Engine('recommender1', taxonomy,
{'base_url': 'http://localhost'})
component1.requests = MagicMock()
component1.requests.get = MagicMock()
component2 = Engine('recommender2', taxonomy,
{'base_url': 'http://localhost2'})
component2.requests = MagicMock()
component2.requests.get = MagicMock()
components = {'component1': component1, 'component2': component2}
settings = {'weight': {'component1': 0.25, 'component2': 0.75}}
self.engine = HybridEngine('hybrid', taxonomy, components, settings)
def setUp(self):
taxonomy = Taxonomy('base', {'key': 'value', 'key2': 'value2'})
component1 = Engine('recommender1', taxonomy, {
'base_url': 'http://localhost'
})
component1.requests = MagicMock()
component1.requests.get = MagicMock()
component2 = Engine('recommender2', taxonomy, {
'base_url': 'http://localhost2'
})
component2.requests = MagicMock()
component2.requests.get = MagicMock()
components = {'component1': component1, 'component2': component2}
settings = {'weight': {'component1': 0.25, 'component2': 0.75}}
self.engine = HybridEngine('hybrid', taxonomy, components, settings)
class HybridTestCase(unittest.TestCase):
def setUp(self):
taxonomy = Taxonomy('base', {'key': 'value', 'key2': 'value2'})
component1 = Engine('recommender1', taxonomy, {
'base_url': 'http://localhost'
})
component1.requests = MagicMock()
component1.requests.get = MagicMock()
component2 = Engine('recommender2', taxonomy, {
'base_url': 'http://localhost2'
})
component2.requests = MagicMock()
component2.requests.get = MagicMock()
components = {'component1': component1, 'component2': component2}
settings = {'weight': {'component1': 0.25, 'component2': 0.75}}
self.engine = HybridEngine('hybrid', taxonomy, components, settings)
def test_recommend(self):
result1 = {'item1': 6, 'item2': 2, 'item3': 1}
result2 = {'item1': 2, 'item2': 4, 'item3': 3}
component1 = component2 = MagicMock()
component1.json = MagicMock(return_value=result1)
component2.json = MagicMock(return_value=result2)
self.engine.components['component1'].requests.get.return_value = component1
self.engine.components['component2'].requests.get.return_value = component2
self.assertEqual(self.engine.recommend({'key': 'value'}), [
'item2', 'item3', 'item1'
])
old_taxonomy = self.engine.taxonomy
self.engine.taxonomy = Taxonomy('base', {'key': 'value', 'limit': '2'})
self.assertEqual(self.engine.recommend({'key': 'value'}), ['item2', 'item3'])
self.engine.taxonomy = old_taxonomy
def test_get_results(self):
result1 = {'item1': 6, 'item2': 2}
result2 = {'item1': 2, 'item2': 4}
component1 = MagicMock()
component1.json = MagicMock(return_value=result1)
self.engine.components['component1'].requests.get.return_value = component1
component2 = MagicMock()
component2.json = MagicMock(return_value=result2)
self.engine.components['component2'].requests.get.return_value = component2
self.assertEqual(self.engine.get_results({'key': 'value'}), {
'component1': result1, 'component2': result2
})
def test_apply_weight(self):
results = {
'component1': {'item1': 5, 'item2': 2},
'component2': {'item1': 2, 'item2': 4}
}
self.assertEqual(self.engine.apply_weight(deepcopy(results)), {
'component1': {'item1': 1.25, 'item2': 0.5},
'component2': {'item1': 1.5, 'item2': 3}
})
old_settings = self.engine.settings
self.engine.settings = {}
self.assertEqual(self.engine.apply_weight(deepcopy(results)), results)
self.engine.settings['weight'] = {'component1': 0.5}
self.assertEqual(self.engine.apply_weight(deepcopy(results)), {
'component1': {'item1': 2.5, 'item2': 1},
'component2': {'item1': 2, 'item2': 4}
})
self.engine.settings = old_settings
def test_merge(self):
data = {
'component1': {'item1': 1, 'item2': 2, 'item3': 1.1},
'component2': {'item1': 1.5, 'item2': 1, 'item3': 1, 'item4': 0.5}
}
self.assertEqual(self.engine.merge(data), ['item2', 'item1', 'item3', 'item4'])
self.assertEqual(self.engine.merge(data, 2), ['item2', 'item1'])
class HybridTestCase(unittest.TestCase):
def setUp(self):
taxonomy = Taxonomy('base', {'key': 'value', 'key2': 'value2'})
component1 = Engine('recommender1', taxonomy,
{'base_url': 'http://localhost'})
component1.requests = MagicMock()
component1.requests.get = MagicMock()
component2 = Engine('recommender2', taxonomy,
{'base_url': 'http://localhost2'})
component2.requests = MagicMock()
component2.requests.get = MagicMock()
components = {'component1': component1, 'component2': component2}
settings = {'weight': {'component1': 0.25, 'component2': 0.75}}
self.engine = HybridEngine('hybrid', taxonomy, components, settings)
def test_recommend(self):
result1 = {'item1': 6, 'item2': 2, 'item3': 1}
result2 = {'item1': 2, 'item2': 4, 'item3': 3}
component1 = component2 = MagicMock()
component1.json = MagicMock(return_value=result1)
component2.json = MagicMock(return_value=result2)
self.engine.components[
'component1'].requests.get.return_value = component1
self.engine.components[
'component2'].requests.get.return_value = component2
self.assertEqual(self.engine.recommend({'key': 'value'}),
['item2', 'item3', 'item1'])
old_taxonomy = self.engine.taxonomy
self.engine.taxonomy = Taxonomy('base', {'key': 'value', 'limit': '2'})
self.assertEqual(self.engine.recommend({'key': 'value'}),
['item2', 'item3'])
self.engine.taxonomy = old_taxonomy
def test_get_results(self):
result1 = {'item1': 6, 'item2': 2}
result2 = {'item1': 2, 'item2': 4}
component1 = MagicMock()
component1.json = MagicMock(return_value=result1)
self.engine.components[
'component1'].requests.get.return_value = component1
component2 = MagicMock()
component2.json = MagicMock(return_value=result2)
self.engine.components[
'component2'].requests.get.return_value = component2
self.assertEqual(self.engine.get_results({'key': 'value'}), {
'component1': result1,
'component2': result2
})
def test_apply_weight(self):
results = {
'component1': {
'item1': 5,
'item2': 2
},
'component2': {
'item1': 2,
'item2': 4
}
}
self.assertEqual(
self.engine.apply_weight(deepcopy(results)), {
'component1': {
'item1': 1.25,
'item2': 0.5
},
'component2': {
'item1': 1.5,
'item2': 3
}
})
old_settings = self.engine.settings
self.engine.settings = {}
self.assertEqual(self.engine.apply_weight(deepcopy(results)), results)
self.engine.settings['weight'] = {'component1': 0.5}
self.assertEqual(
self.engine.apply_weight(deepcopy(results)), {
'component1': {
'item1': 2.5,
'item2': 1
},
'component2': {
'item1': 2,
'item2': 4
}
})
self.engine.settings = old_settings
def test_merge(self):
data = {
'component1': {
'item1': 1,
'item2': 2,
'item3': 1.1
},
'component2': {
'item1': 1.5,
'item2': 1,
'item3': 1,
'item4': 0.5
}
}
self.assertEqual(self.engine.merge(data),
['item2', 'item1', 'item3', 'item4'])
self.assertEqual(self.engine.merge(data, 2), ['item2', 'item1'])