app.py

import gradio as gr
import joblib

model = joblib.load("crop_predict.pkl")

def crop_predict(N, P, K, temperature, humidity, ph, rainfall):
    vals = [float(N), float(P), float(K), float(temperature), float(humidity), float(ph), float(rainfall)]
    out = model.predict([vals])
    return str(out[0])

demo = gr.Interface(
fn=crop_predict,
inputs=[
gr.Textbox(label="N"),
gr.Textbox(label="P"),
gr.Textbox(label="K"),
gr.Textbox(label="temperature"),
gr.Textbox(label="humidity"),
gr.Textbox(label="ph"),
gr.Textbox(label="rainfall")
],
outputs=gr.Textbox()
)