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| import gradio as gr | |
| from fastai.vision.widgets import PILImage | |
| from huggingface_hub import from_pretrained_fastai | |
| hf_learn = from_pretrained_fastai("admarhi/towerificator") | |
| labels = hf_learn.dls.vocab | |
| pisa_dest = 'pisa.jpg' | |
| burj_dest = 'burj.jpg' | |
| eiffel_dest = 'eiffel.jpg' | |
| def predict(img): | |
| img = PILImage.create(img) | |
| pred,pred_idx,probs = hf_learn.predict(img) | |
| return {labels[i]: float(probs[i]) for i in range(len(labels))} | |
| title = "Towerificator 3000" | |
| desc = '''Introducing the Towerificator 3000 – the AI-powered marvel that can tell a tower from a flower, a skyscraper from a skysquawker, and a spire from a satire! Our image classifier is so advanced, it can spot a tower in a haystack or even distinguish between a castle tower and a tower of pizza. | |
| Equipped with the latest in artificial intelligence, our Towerificator has a PhD in Towerology (the study of towers, obviously) and a black belt in "Tower-fu." It can identify towers faster than you can say, "Why did the tower apply for a job? Because it needed a high-rise!" | |
| So, if you've ever looked at a skyline and thought, "What in the name of pixelated panoramas is that?" – fear not! The Towerificator 3000 is here to sort your towers from your troubles, all while sprinkling a dash of wit on your image classification journey. Because when it comes to towers, our AI doesn't just classify; it towerfies!''' | |
| iface = gr.Interface(fn=predict, inputs=gr.Image(), outputs=gr.Label(num_top_classes=6), examples = [burj_dest, pisa_dest, eiffel_dest], title=title, description=desc) | |
| iface.launch() |