app.py

from transformers import T5ForConditionalGeneration, T5Tokenizer
import gradio as grad

text2text_tkn= T5Tokenizer.from_pretrained("t5-small")
mdl = T5ForConditionalGeneration.from_pretrained("t5-small")

def text2text_deductible(sentence1,sentence2):
    inp1 = "rte sentence1: "+sentence1
    inp2 = "sentence2: "+sentence2
    combined_inp=inp1+" "+inp2
    enc = text2text_tkn(combined_inp, return_tensors="pt")
    tokens = mdl.generate(**enc)
    response=text2text_tkn.batch_decode(tokens)
    return response

sent1=grad.Textbox(lines=1, label="Sentence1", placeholder="Text in English")
sent2=grad.Textbox(lines=1, label="Sentence2", placeholder="Text in English")

out=grad.Textbox(lines=1, label="Whether sentence2 is deductible from sentence1")
grad.Interface(text2text_deductible, inputs=[sent1,sent2], outputs=out).launch()