Hi
I have using DIETClassifier for my entity extraction, and this is my pipeline:
pipeline:
- name: SpacyNLP
model: en_core_web_sm
- name: SpacyTokenizer
- name: CountVectorsFeaturizer
- name: CRFEntityExtractor
- name: DIETClassifier
epochs: 200
random_seed: 2
and this is example of intents that I have with entities in the nlu file:
version: "2.0"
nlu:
- intent: flight_search_intent
examples: |
- I want to [travel](Search_flight)
- I want a travel [ticket](Search_flight)
- I want a [flight](Search_flight) ticket
- find a [flight](Search_flight) for me please
- find a [flight](Search_flight) for me, please
- Can you please find a [flight](Search_flight) ticket for me?
- I want to book a [flight](Search_flight) ticket
- I want to book a [ticket](Search_flight)
- Can you please find a [flight](Search_flight) for me?
- I want to book a [flight](Search_flight) asap
- I want to book a [flight](Search_flight)
- I am looking for a [flight](Search_flight)
- find a [flight](Search_flight) for me
- I wanna to [travel](Search_flight)
- I need a [trip](Search_flight)
# 2) flight_search_intent_with_daeparture_and_destenation_cities_and_departure_date:
- intent: flight_search_intent_with_daeparture_and_destenation_cities_and_departure_date
examples: |
- I am looking for a [flight](Search_flight) from [Arrabury]{"entity": "city", "role": "departure"} to [Annaba]{"entity": "city", "role": "destination"} [Tomorrow](departure_date).
- I want to book a [flight](Search_flight) from [Dammam]{"entity": "city", "role": "departure"} to [Jeddah]{"entity": "city", "role": "destination"} on [14/05/2022](departure_date).
- I want to book a [flight](Search_flight) from [Berlin]{"entity": "city", "role": "departure"} to [San Francisco]{"entity": "city", "role": "destination"} on [30/1/2021](departure_date).
- Can you please find a [flight](Search_flight) for me from [Al Madinah]{"entity": "city", "role": "departure"} to [Abha]{"entity": "city", "role": "destination"} on [3-4-2020](departure_date).
- Book a [flight](Search_flight) from [Al Kharj]{"entity": "city", "role": "departure"} to [Bonthe]{"entity": "city", "role": "destination"} [Today](departure_date).
- Book a [flight](Search_flight) from [Colombo]{"entity": "city", "role": "departure"} to [Paris]{"entity": "city", "role": "destination"} on [January,21st,2020](departure_date).
- find a [flight](Search_flight) for me from [Berlin]{"entity": "city", "role": "departure"} to [San Francisco]{"entity": "city", "role": "destination"} on [January,21st,2020](departure_date).
- I want to [fly](Search_flight) from [Berlin]{"entity": "city", "role": "departure"} to [San Francisco]{"entity": "city", "role": "destination"} on [17th January 2021](departure_date).
- I wanna [trp](Search_flight) from [Berlin]{"entity": "city", "role": "departure"} to [San Francisco]{"entity": "city", "role": "destination"} on [17th January 2021](departure_date).
- I need a [flight](Search_flight) from [Berlin]{"entity": "city", "role": "departure"} to [San Francisco]{"entity": "city", "role": "destination"} [Tomorrow](departure_date).
and this is example of my stories:
#1) Flight serch function stories:
- story: flight_search_function_story_1
steps:
- intent: greet
- action: utter_greet
- intent: flight_search_intent
- action: utter_ask_about_trip_kind
- intent: provide_round_trip
- action: utter_ask_about_departure_city
- intent: provide_departure_city
- action: utter_ask_about_departure_date
- intent: provide_date
- action: utter_ask_about_destination_city
- intent: provide_destination_city
- action: utter_ask_about_return_date
- intent: provide_date
- action: utter_suitable choices
- action: utter_something_else
- intent: thanking
- action: utter_welcome_thanks
- intent: goodbye
- action: utter_goodbye
and this is a part of my domain files where I listed all the intents, entities and the responses:
version: "2.0"
intents:
- afternoon
- morning
- provide_date
- nice_to_meet
- provide_destination_city
- get_Kind_of_cities
- waiting
- get_weather
- greet
- goodbye
- goodnight
- welcome_thanks
- provide_one_way_trip
- nice_to_talk
- askingAboutDoingWithName
- askingAboutDoingWithOutName
- flight_search_intent_with_daeparture_and_destenation_cities_only
- flight_search_with_destenation_only
- flight_search_intent
- provide_email
- flight_search_intent_with_daeparture_and_destenation_cities_and_departure_date
- provide_departure_city
- evening
- see_again
- bot_challenge
- provide_issue_deatils
- user_waiting
- well_done
- sorry
- get_Hoppies
- thanking
- flight_search_with_departure_only
- provide_round_trip
- provide_name
- provide_phone_number
- Connect_agent
- place_to_visit
entities:
- return_date
- phone
- provide_name
- get_issue_details
- weather_type
- round_flight
- report_issue
- one_way_flight
- hobby
- return_decision
- city_type
- Search_flight
- email
- departure_date
- name
- city:
roles:
- departure
- destination
responses:
utter_greet:
- text: "Hi I am Tickie! How can I help you?"
utter_cheer_up:
- text: "Here is something to cheer you up:"
image: "https://i.imgur.com/nGF1K8f.jpg"
utter_did_that_help:
- text: "Did that help you?"
However, when I train my chatbot with rasa train command, and I tested it with rasa shell command, it gives only a response with the first input from the user(me) and then the responses stopped working! I am finding of the error and the solution for 2 weeks and I did not find it, this is an example:
can someone help me? or if I have any errors in my files that I mentioned above can someone tell me what is the errors? I followed the rasa documentation for the domain files and how to define the entities in the intents but I faced this problem, and all the explanasion I found on the internet is not with rasa 2.0 so I cannot know what is the problem
However, when I remove the entities form the domain file It has responses! but it is being like that:
saying add the entities to the domain file, and as I showed you before when I added them the responses stop working