Created
July 6, 2018 22:18
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import json | |
from abc import ABCMeta, abstractmethod | |
from pprint import pprint | |
from typing import List, TypeVar | |
import apiai | |
from dateutil.parser import parse | |
from core.understanding import MessageUnderstanding | |
from model import User | |
Update = TypeVar('Update') | |
class NLUEngine(metaclass=ABCMeta): | |
@abstractmethod | |
def insert_understanding(self, update: Update) -> MessageUnderstanding: pass | |
@abstractmethod | |
def get_user_entities(self, user: User) -> List[str]: pass | |
class DialogflowClient(NLUEngine): | |
def __init__(self, token): | |
self.ai = apiai.ApiAI(token) | |
def perform_nlu(self, text, user_id): | |
request = self.ai.text_request() | |
request.lang = 'de' | |
request.session_id = user_id | |
request.query = text | |
response = json.loads(request.getresponse().read()) | |
return response.get('result'), parse(response['timestamp']) | |
def insert_understanding(self, update) -> MessageUnderstanding: | |
result_obj, timestamp = self.perform_nlu(update.message_text, update.user.id) | |
try: | |
nlu = MessageUnderstanding( | |
text=update.message_text, | |
intent=result_obj['metadata']['intentName'], | |
parameters=result_obj['parameters'], | |
contexts=result_obj.get('contexts'), | |
score=result_obj['score'], | |
date=timestamp | |
) | |
except (KeyError, TypeError): | |
nlu = MessageUnderstanding( | |
text=update.message_text, | |
intent='fallback', | |
parameters={}, | |
contexts=None, | |
score=0, | |
date=timestamp | |
) | |
update.understanding = nlu | |
return nlu | |
def get_user_entities(self, user): | |
request = self.ai.user_entities_request() | |
response = request.getresponse() | |
return json.loads(response.read()) | |
@staticmethod | |
def extract_status(response: dict): | |
""" | |
Returns a tuple of (status_code, errorType) | |
""" | |
return response['status']['code'], response['status']['errorType'] |
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