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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() |