I am using RASA forms to take information from user. I need to combine GPT3 chatbot feature for any out of scope question ask by user inside form filling. I created a custom action which uses GPT3 chatbot. I add a rule for out of scope intent, which will activate custom function and use will chat with gpt3 bot. But rule is not getting trigger when I enter out of scope query while chatting with bot. Is anybody already use combination of RASA and GPT3. Can you help me how we can create a rule for this.
Thank you for your question, you could try this:
rules: - rule: Handle out of scope condition: - active_loop: user_info_form steps: - intent: out_of_scope - action: action_call_gpt3 - action: user_info_form - active_loop: user_info_form
Also you could check my tutorial about Rasa and Blenderbot integration to see different options. I will add your case later, thank you.
hello @rupesh2306 ,
I am trying to integrate rasa with gpt3, but not getting the proper response. Can help me out to look at my code and tell me issue.
def gpt3(text): response = openai.Completion.create( model="code-cushman-001", # engine="ada", prompt="\n\n" + text, temperature=0, logprobs=10, max_tokens=150, top_p=0, frequency_penalty=0, presence_penalty=0, stop=[" \n\n"] ) return response['choices']['text']
class ActionDefaultFallback(Action): def init(self): # self.gpt3 = gpt3() super()._init_() def name(self) -> Text: return "action_default_fallback" async def run(self, dispatcher, tracker, domain): query = tracker.latest_message['text'] dispatcher.utter_message(text=gpt3(query)) return [UserUtteranceReverted()]
Not able to understand the issue. Help me out to solve this.
Could you expand the problem in “the proper response”? Action seems ok to me. I’ve never used GPT-3. Does you
gpt3 function respond okay?
Thanks @artemsnegirev for your response.
If I separately run the def gpt3(text) function than getting the proper response. But using rasa server it not giving proper response, some meaning less response. I guess because of execution time of gpt-3 api in rasa server. Do you have any solution how we can solve this issue.
Do i correctly understand that if you send to
gpt3 function separately some text (for example “hello how are you”), then you get a proper answer and if you send to
gpt3 function using rasa the same text you don’t get proper answer?
@artemsnegirev Yes, exactly
Have you tried to check you get equal
query text as you input text to Rasa? If they are equal, i have no idea.
yes, both are equal.
Hi, wondering if you found a solution here. Thank you!