1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
|
# ------------------------------------
# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
# ------------------------------------
from devtools_testutils import AzureRecordedTestCase
from devtools_testutils.aio import recorded_by_proxy_async
import personalizer_helpers_async
import personalizer_helpers
class TestMultiSlotRankAsync(AzureRecordedTestCase):
@personalizer_helpers.PersonalizerPreparer()
@recorded_by_proxy_async
async def test_rank_with_no_context_features(self, **kwargs):
personalizer_endpoint = kwargs.pop("personalizer_endpoint_multi_slot")
personalizer_api_key = kwargs.pop("personalizer_api_key_multi_slot")
client = personalizer_helpers_async.create_async_personalizer_client(
personalizer_endpoint, personalizer_api_key
)
await personalizer_helpers_async.enable_multi_slot(personalizer_endpoint, personalizer_api_key, self.is_live)
event_id = "123456789"
request = {"actions": get_actions(), "slots": get_slots(), "eventId": event_id}
response = await client.rank_multi_slot(request)
assert event_id == response.get("eventId")
slots = response.get("slots")
assert len(slots) == len(get_slots())
assert slots[0]["rewardActionId"] == "NewsArticle"
assert slots[1]["rewardActionId"] == "SportsArticle"
@personalizer_helpers.PersonalizerPreparer()
@recorded_by_proxy_async
async def test_rank_with_context_features(self, **kwargs):
personalizer_endpoint = kwargs.pop("personalizer_endpoint_multi_slot")
personalizer_api_key = kwargs.pop("personalizer_api_key_multi_slot")
client = personalizer_helpers_async.create_async_personalizer_client(
personalizer_endpoint, personalizer_api_key
)
await personalizer_helpers_async.enable_multi_slot(personalizer_endpoint, personalizer_api_key, self.is_live)
event_id = "123456789"
request = {
"eventId": event_id,
"actions": get_actions(),
"slots": get_slots(),
"contextFeatures": get_context_features(),
}
response = await client.rank_multi_slot(request)
slots = response.get("slots")
assert len(slots) == len(get_slots())
assert slots[0]["rewardActionId"] == "NewsArticle"
assert slots[1]["rewardActionId"] == "SportsArticle"
def get_actions():
return [
{"id": "NewsArticle", "features": [{"type": "News"}]},
{"id": "SportsArticle", "features": [{"type": "Sports"}]},
{"id": "EntertainmentArticle", "features": [{"type": "Entertainment"}]},
]
def get_context_features():
return [
{"User": {"ProfileType": "AnonymousUser", "LatLong": "47.6,-122.1"}},
{"Environment": {"DayOfMonth": "28", "MonthOfYear": "8", "Weather": "Sunny"}},
{"Device": {"Mobile": True, "Windows": True}},
{"RecentActivity": {"ItemsInCart": 3}},
]
def get_slots():
return [
{
"id": "Main Article",
"baselineAction": "NewsArticle",
"positionFeatures": [{"Size": "Large", "Position": "Top Middle"}],
"excludedActions": ["SportsArticle", "EntertainmentArticle"],
},
{
"id": "Side Bar",
"baselineAction": "SportsArticle",
"positionFeatures": [{"Size": "Small", "Position": "Bottom Right"}],
"excludedActions": ["EntertainmentArticle"],
},
]
|
