import gradio as gr
from transformers import pipeline

def predict(text):
    pipe = pipeline("text-classification", model="Newtral/xlm-r-finetuned-toxic-political-tweets-es")
    prediction = pipe(text, return_all_scores=True)[0]
    return {"Toxic": prediction[0]["score"], "Very Toxic": prediction[1]["score"]}

interface = gr.Interface(predict, gr.inputs.Textbox(), gr.outputs.Label(num_top_classes=2), 
                         capture_session=True, interpretation=None,
                        title="Is your favorite Spanish politician toxic on Twitter? Test it here!")

interface.launch()