Forms
Forms
Warning: This document is for an old version of Rasa. The latest version is 1.10.26.
Forms
Note
There is an in-depth tutorial here about how to use Rasa Forms for slot filling.
Configuration File
To use forms, you also need to include the FormPolicy in your policy configuration file. For example:
policies:
- name: "FormPolicy"
Form Basics
Using a FormAction, you can describe all of the happy paths with a single story. By “happy path”, we mean that whenever you ask a user for some information, they respond with the information you asked for.
## happy path
* request_restaurant
- restaurant_form
- form{"name": "restaurant_form"}
- form{"name": null}
Custom slot mappings
If you do not define slot mappings, slots will be only filled by entities with the same name as the slot that are picked up from the user input. Some slots, like cuisine, can be picked up using a single entity, but a FormAction can also support yes/no questions and free-text input. The slot_mappings method defines how to extract slot values from user responses.
def slot_mappings(self) -> Dict[Text, Union[Dict, List[Dict]]]:
return {
"cuisine": self.from_entity(entity="cuisine", not_intent="chitchat"),
"num_people": [
self.from_entity(
entity="number", intent=["inform", "request_restaurant"]
),
],
"outdoor_seating": [
self.from_entity(entity="seating"),
self.from_intent(intent="affirm", value=True),
self.from_intent(intent="deny", value=False),
],
"preferences": [
self.from_intent(intent="deny", value="no additional preferences"),
self.from_text(not_intent="affirm"),
],
"feedback": [self.from_entity(entity="feedback"), self.from_text()],
}
Validating user input
After extracting a slot value from user input, the form will try to validate the value of the slot.
def validate_cuisine(
self,
value: Text,
dispatcher: CollectingDispatcher,
tracker: Tracker,
domain: Dict[Text, Any],
) -> Dict[Text, Any]:
if value.lower() in self.cuisine_db():
return {"cuisine": value}
else:
dispatcher.utter_message(template="utter_wrong_cuisine")
return {"cuisine": None}
Handling unhappy paths
Of course your users will not always respond with the information you ask of them.
## chitchat
* request_restaurant
- restaurant_form
- form{"name": "restaurant_form"}
* chitchat
- utter_chitchat
- restaurant_form
- form{"name": null}
The requested_slot slot
The requested_slot is automatically added to the domain as an unfeaturized slot.
Handling conditional slot logic
You can achieve this by writing some logic into the required_slots() method, for example:
@staticmethod
def required_slots(tracker) -> List[Text]:
if tracker.get_slot('cuisine') == 'greek':
return ["cuisine", "num_people", "outdoor_seating", "preferences", "feedback"]
else:
return ["cuisine", "num_people", "preferences", "feedback"]
Debugging
The first thing to try is to run your bot with the debug flag, see Command Line Interface for details.
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