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Rasa Addons - Components for Rasa and Botfront

Project description

Rasa Addons

PyPI Travis

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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