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Wildcards with snips-nlu
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from __future__ import unicode_literals, print_function | |
import io | |
import json | |
from snips_nlu import SnipsNLUEngine | |
from snips_nlu.default_configs import CONFIG_EN | |
from snips_nlu.dataset import Dataset | |
with io.open("dataset/remind.yaml") as f: | |
dataset = Dataset.from_yaml_files("en", [f]) | |
nlu_engine = SnipsNLUEngine(config=CONFIG_EN) | |
nlu_engine = nlu_engine.fit(dataset.json) | |
text = "Remind me tomorrow find a flight to london" | |
parsing = nlu_engine.parse(text) | |
print(json.dumps(parsing, indent= 4, sort_keys=True)) |
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--- | |
type: intent | |
name: Reminder | |
utterances: | |
- Remind me [snips/datetime](tomorrow) to [action](go to the gym) | |
- remind me to [action](take an umbrella) [snips/datetime](in 5 days) | |
- remind me to [action](walk the dog tonight) | |
- could you remind me to [action](call my mom) | |
- please remind me to [action](go to my appointment) | |
# Required to make this work | |
# - Remind me [snips/datetime](tomorrow) to [action](find a flight to london) | |
--- | |
type: entity | |
name: action | |
automatically_extensible: yes | |
# searchFlight Intent | |
--- | |
type: intent | |
name: searchFlight | |
slots: | |
- name: origin | |
entity: city | |
- name: destination | |
entity: city | |
- name: date | |
entity: snips/datetime | |
utterances: | |
- find me a flight from [origin](Paris) to [destination](New York) | |
- I need a flight leaving [date](this weekend) to [destination](Berlin) | |
- show me flights to go to [destination](new york) leaving [date](this evening) | |
# City Entity | |
--- | |
type: entity | |
name: city | |
values: | |
- london | |
- [new york, big apple] | |
- [paris, city of lights] |
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{ | |
"input": "Remind me tomorrow to find a flight to london", | |
"intent": { | |
"intentName": "searchFlight", | |
"probability": 0.6030061357370643 | |
}, | |
"slots": [ | |
{ | |
"entity": "city", | |
"range": { | |
"end": 45, | |
"start": 39 | |
}, | |
"rawValue": "london", | |
"slotName": "destination", | |
"value": { | |
"kind": "Custom", | |
"value": "london" | |
} | |
} | |
] | |
} |
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