app.py

# -*- coding: utf-8 -*-
"""deploy-model-gradio.ipynb

Original file is located at
    https://colab.research.google.com/drive/1vMT0nd-CxKVMAA5RUePxsjX75oiipW7y
"""

#|export
from fastai.vision.all import *
import gradio as gr

#|export
learn = load_learner('model.pkl')

#|export
categories = ("kiwi", "manzana", "platano")

def classify_image(img):
  pred, idx, probs = learn.predict(img)
  return dict(zip(categories, map(float, probs)))

#|export
image = gr.inputs.Image(shape=(224,224))
label = gr.outputs.Label()
examples = ["manzana.jpg", "kiwi.jpg", "platano.jpg"]

intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False)