-
Notifications
You must be signed in to change notification settings - Fork 155
/
multi_intent_parser.py
97 lines (76 loc) · 1.89 KB
/
multi_intent_parser.py
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
86
87
88
89
90
91
92
93
94
95
96
97
__author__ = 'seanfitz'
"""
A sample program that uses multiple intents and disambiguates by
intent confidence
try with the following:
PYTHONPATH=. python examples/multi_intent_parser.py "what's the weather like in tokyo"
PYTHONPATH=. python examples/multi_intent_parser.py "play some music by the clash"
"""
import json
import sys
from adapt.intent import IntentBuilder
from adapt.engine import IntentDeterminationEngine
engine = IntentDeterminationEngine()
# define vocabulary
weather_keyword = [
"weather"
]
for wk in weather_keyword:
engine.register_entity(wk, "WeatherKeyword")
weather_types = [
"snow",
"rain",
"wind",
"sleet",
"sun"
]
for wt in weather_types:
engine.register_entity(wt, "WeatherType")
locations = [
"Seattle",
"San Francisco",
"Tokyo"
]
for l in locations:
engine.register_entity(l, "Location")
# structure intent
weather_intent = IntentBuilder("WeatherIntent")\
.require("WeatherKeyword")\
.optionally("WeatherType")\
.require("Location")\
.build()
# define music vocabulary
artists = [
"third eye blind",
"the who",
"the clash",
"john mayer",
"kings of leon",
"adelle"
]
for a in artists:
engine.register_entity(a, "Artist")
music_verbs = [
"listen",
"hear",
"play"
]
for mv in music_verbs:
engine.register_entity(mv, "MusicVerb")
music_keywords = [
"songs",
"music"
]
for mk in music_keywords:
engine.register_entity(mk, "MusicKeyword")
music_intent = IntentBuilder("MusicIntent")\
.require("MusicVerb")\
.optionally("MusicKeyword")\
.optionally("Artist")\
.build()
engine.register_intent_parser(weather_intent)
engine.register_intent_parser(music_intent)
if __name__ == "__main__":
for intent in engine.determine_intent(' '.join(sys.argv[1:])):
if intent and intent.get('confidence') > 0:
print(json.dumps(intent, indent=4))