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| from huggingface_hub import from_pretrained_fastai | |
| import gradio as gr | |
| from fastai.vision.all import * | |
| repo_id = "Blevins05/10_animals_classifier" | |
| learner = from_pretrained_fastai(repo_id) | |
| labels = learner.dls.vocab | |
| def predict(img): | |
| if isinstance(img, dict): | |
| img = img["image"] | |
| img = PILImage.create(img) | |
| pred, pred_idx, probs = learner.predict(img) | |
| return {labels[i]: float(probs[i]) for i in range(len(labels))} | |
| gr.Interface( | |
| fn=predict, | |
| inputs=gr.Image(type="pil"), | |
| outputs=gr.Label(num_top_classes=3), | |
| examples=['imagen1.jpeg', 'imagen2.jpeg'], | |
| cache_examples=False | |
| ).launch(share=False) |