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import gradio as gr | |
from langchain.llms import OpenAI | |
from langchain.prompts import PromptTemplate | |
from langchain.chains.llm import LLMChain | |
from langchain.chains.constitutional_ai.base import ConstitutionalChain | |
from langchain.chains.constitutional_ai.models import ConstitutionalPrinciple | |
from dotenv import find_dotenv, load_dotenv | |
load_dotenv(find_dotenv()) | |
def yodafy(sentence): | |
llm = OpenAI(temperature=.8) | |
prompt = PromptTemplate( | |
input_variables=["sentence"], | |
template="Rewrite the sentence inside <> as Master Yoda. Sentence: <{sentence}>", | |
) | |
chain = LLMChain(llm=llm, prompt=prompt) | |
master_yoda_principle = ConstitutionalPrinciple( | |
name='Master Yoda Principle', | |
critique_request='Identify specific ways in which the model\'s response is not in the style of Master Yoda.', | |
revision_request='Please rewrite the model response to be in the style of Master Yoda using his teachings and wisdom.', | |
) | |
ethical_principle = ConstitutionalPrinciple( | |
name="Ethical Principle", | |
critique_request="The model should only talk about ethical and legal things.", | |
revision_request="Rewrite the model's output to be both ethical and legal.", | |
) | |
constitutional_chain = ConstitutionalChain.from_llm( | |
chain=chain, | |
constitutional_principles=[ethical_principle, master_yoda_principle], | |
llm=llm, | |
verbose=True, | |
) | |
return constitutional_chain.run(sentence=sentence) | |
iface = gr.Interface(fn=yodafy, inputs="text", outputs="text") | |
iface.launch() |