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import gradio as gr | |
from fastai.vision.all import * | |
import skimage | |
title = "Homer or Peter" | |
examples = ["homer_1.jpg", | |
"homer_2.jpg", | |
"homer_3.jpg", | |
"peter_1.jpg", | |
"peter_2.jpg"] | |
interpretation='default' | |
enable_queue=True | |
learn = load_learner('homer-or-peter.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(fn=predict, | |
inputs=gr.components.Image(shape=(512, 512)), | |
outputs=gr.components.Label(num_top_classes=3), | |
title=title, | |
examples=examples, | |
interpretation=interpretation | |
).launch(enable_queue=enable_queue) |