can i pass top 3 predicted responses to custom action? i need highest top 3 confidence scored “responses”

Check out the tracker object, it’s the only thing that can help with stuff like that :slight_smile: Reference: Tracker

from typing import Any, Dict, List, Text from rasa_sdk import Action, Tracker from rasa_sdk.events import UserUtteranceReverted from rasa_sdk.executor import CollectingDispatcher class ActionDefaultFallback(Action): def name(self) -> Text: return "action_default_fallback" def run( self, dispatcher: CollectingDispatcher, tracker: Tracker, domain: Dict[Text, Any], ) -> List[Dict[Text, Any]]: # tell the user they are being passed to a customer service agent # assume there's a function to call customer service # pass the tracker so that the agent has a record of the conversation between the user # and the bot for context latest_message = tracker.current_state()['latest_message'] intent_ranking = latest_message.get("intent_ranking") buttons = [] if not intent_ranking: return None for i in range(5): if intent_ranking[i]['name'] == "nlu_fallback" or intent_ranking[i]['confidence']==0: continue else: buttons.append({"payload":"/{0}".format(intent_ranking[i]['name']),"title":intent_ranking[i]['name']}) dispatcher.utter_message(buttons=buttons) # pause the tracker so that the bot stops responding to user input return [] Try this, rewrite the “action_default_fallback” action, return top 5 intent let user to choice This is my config.yml, FallbackClassifier is necessary language: zh pipeline: - name: SpacyNLP model: "zh_core_web_lg" - name: SpacyTokenizer # - name: SpacyEntityExtractor - name: SpacyFeaturizer pooling: mean - name: DIETClassifier epochs: 1000 learning_rate: 0.001 - name: EntitySynonymMapper - name: FallbackClassifier threshold: 0.4 ambiguity_threshold: 0.1

@diorw thx. i will try your code then tell you.

Can i pass top 3 predicted responses to custom action?

Rasa Open Source

ganbaa_elmer (ganbaa_elmer) December 28, 2021, 7:52am 3

@ChrisRahme i think tracker can only return One predicted response. I need 3 predicted responses. Please help me

Topic		Replies	Views
Getting response text for predicted actions [Deprecated] Rasa X Community Edition	0	267	August 27, 2021
Is there any way to get confidence of all other actions for a particular message on intent in custom action Rasa Open Source	4	983	March 15, 2022
Using intent classification confidence score in dialogue model Rasa Open Source	1	1302	July 5, 2019
Is there a way to bring back top 10 intents using twostagefallback policy Rasa Open Source	3	385	April 30, 2020
How to return top 3 responses in rasa bot based on intent ranking Rasa Open Source	0	246	August 16, 2022

Can i pass top 3 predicted responses to custom action?

Related topics