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from fastai.vision.all import *
import gradio as gr
learn = load_learner('model.pkl')
labels = learn.dls.vocab
def predict(img):
img = PILImage.create(img)
pred, pred_idx, probs = learn.predict(img)
return {
labels[i]: float(probs[i]) for i in range(len(labels))
}
gr.Interface(
title="Late Night Host Classifier",
description="Upload a photo of Jimmy Kimmel, Jimmy Fallon or Conan O'Brien",
fn=predict,
inputs=gr.Image(),
outputs=gr.Label(num_top_classes=3),
# examples=[],
# enable_queue=True,
).launch(
# share=True,
# debug=True
)
# def greet(name):
# return "Hello " + name + "!!"
# iface = gr.Interface(fn=greet, inputs="text", outputs="text")
# iface.launch()