import gradio as gr
from fastai.vision.all import *
import skimage

learn = load_learner('export.pkl')

labels = learn.dls.vocab
def predict(img):
    img = PILImage.create(img)
    pred,pred_idx,probs = learn.predict(img.to_thumb(32,32))
    return pred

title = "Gender Detector"
interpretation='default'
enable_queue=True

gr.Interface(fn=predict,inputs=gr.inputs.Image(),outputs=gr.outputs.Label(num_top_classes=2),title=title,interpretation=interpretation,enable_queue=enable_queue).launch()