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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) | |
return {label : float(probs[i]) for (i, label) in enumerate(labels)} | |
title = "Currawong vs Magpie Classifier" | |
description = "Distinguish between two often-confused birds - the Magpie and the Currawong" | |
examples = ['magpie.jpg', 'currawong.jfif'] | |
gr.Interface( | |
title=title, | |
description=description, | |
examples=examples, | |
interpretation='default', | |
enable_queue=True, | |
fn=predict, | |
inputs=gr.inputs.Image(shape=(256,256)), | |
outputs=gr.outputs.Label(num_top_classes=2) | |
).launch() | |