Rasa Addons - Components for Rasa and Botfront
Project description
Rasa Addons
A set of 🚀🚀🚀 components to be used with Botfront and/or Rasa.
Botfront is an open source chatbot platform built with Rasa.
rasa_addons.core.policies.BotfrontDisambiguationPolicy
This policy implements fallback and suggestion-based disambiguation.
It works with actions rasa_addons.core.actions.ActionBotfrontDisambiguation
, rasa_addons.core.actions.ActionBotfrontDisambiguationFollowup
and rasa_addons.core.actions.ActionBotfrontFallback
.
Example usage
policies:
...
- name: rasa_addons.core.policies.BotfrontDisambiguationPolicy
fallback_trigger: 0.30
disambiguation_trigger: '$0 < 2 * $1'
deny_suggestions: 'deny_suggestions'
n_suggestions: 3
excluded_intents:
- ^chitchat\..*
disambiguation_title:
en: "Sorry, I'm not sure I understood. Did you mean..."
fr: "J'ai mal compris. Voulez-vous dire..."
intent_mappings:
basics.yes:
en: "Yes"
fr: "Oui"
basics.no:
en: "No"
fr: "Non"
I_need_help:
en: "Help me"
fr: "Aidez-moi"
I_come_from:
en: "I come from {from}"
fr: "Je viens de {from}"
want_shirt:
en: "I want a {color} shirt"
fr: "Je veux un chandail {color}"
deny_suggestions:
en: "Something else"
fr: "Autre chose"
...
Parameters
fallback_trigger
Float (default 0.30
): if confidence of top-ranking intent is below this threshold, fallback is triggered. Fallback is an action that utters the template utter_fallback
and returns to the previous conversation state.
disambiguation_trigger
String (default '$0 < 2 * $1'
): if this expression holds, disambiguation is triggered. (If it has already been triggered on the previous turn, fallback is triggered instead.) Here this expression resolves to "the score of the top-ranking intent is below twice the score of the second-ranking intent". Disambiguation is an action that lets the user to choose from the top-ranking intents using a button prompt.
In addition, an 'Other' option is shown with payload defined in deny_suggestions
param is shown. It is up to the conversation designer to implement a story to handle the continuation of this interaction.
deny_suggestions
String: the intent associated in the payload for the 'Other' option.
n_suggestions
Int (default 3): the maximum number of suggestions to display (excluding the 'Other' option).
excluded_intents
List (regex string): any intent (exactly) matching one of these regular expressions will not be shown as a suggestion.
disambiguation_title
Dict (language string -> string): localized disambiguation message title.
intent_mappings
Dict (intent string -> language string -> string): localized representative button title for intents. If no title is defined for a given intent, the intent name is rendered instead. These titles support entity substitution: any entity name enclosed in curly brackets ({entity}
) will be filled with entity information from the user utterance.
Important: The title for the 'Other' option is also defined here.
rasa_addons.core.policies.BotfrontMappingPolicy
This policy implements regular expression-based direct mapping from intent to action.
Example usage
policies:
...
- name: rasa_addons.core.policies.BotfrontMappingPolicy
triggers:
- trigger: '^map\..+'
action: 'action_botfront_mapping'
extra_actions:
- 'action_myaction'
...
ActionBotfrontMapping
The default action ActionBotfrontMapping takes the intent that triggered the mapping policy, e.g. map.my_intent
and tries to generate the template utter_map.my_intent
.
rasa_addons.core.channels.webchat.WebchatInput
Example usage
credentials:
...
rasa_addons.core.channels.webchat.WebchatInput:
session_persistence: true
base_url: {{rasa_url}}
socket_path: '/socket.io/'
...
rasa_addons.core.channels.rest.BotfrontRestInput
Example usage
credentials:
...
rasa_addons.core.channels.rest.BotfrontRestInput:
# POST {{rasa_url}}/webhooks/rest/webhook/
...
rasa_addons.core.nlg.BotfrontTemplatedNaturalLanguageGenerator
Idential to Rasa's TemplatedNaturalLanguageGenerator
, except in handles templates with a language key.
rasa_addons.core.nlg.GraphQLNaturalLanguageGenerator
The new standard way to connect to the Botfront NLG endpoint. Note that support for the legacy REST endpoint is maintained for the moment. This feature is accessed by supplying a URL that doesn't contain the substring "graphql".
Example usage
endpoints:
...
nlg:
url: 'http://localhost:3000/graphql'
type: 'rasa_addons.core.nlg.GraphQLNaturalLanguageGenerator'
...
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