import gradio as gr
import pickle

# metin sınıflandırıcıyı ve vektörleştiriciyi ayrı ayrı kaydet
model=pickle.load(open('bnb_tc.pkl','rb'))
vect=pickle.load(open('vect.pkl','rb'))

def predict_spam(review):
    #yorumu vektöre dönüştür
    vect_text=vect.transform([review])
    #tahmin yap
    prediction=model.predict(vect_text)
    return prediction[0]

# Ara yüz oluştur

interface=gr.Interface(
    fn=predict_spam,
    inputs=gr.Textbox(lines=2,
                      placeholder="Enter a review..."),
    outputs='text',
    title="YouTube Comment Spam Detector",
    description="This tool detect whether YouTube comment a spam."
)

interface.launch(
    share=True 
)