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| from fastai.vision.all import * | |
| import skimage | |
| import gradio as gr | |
| learn = load_learner('export_pets.pkl') #this is a kinda dog detector it seems | |
| 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, | |
| title="Pet Breed Classifier", | |
| description="Pet breed classifier using Oxford Pets Database. Test for Gradio and HuggingFace", | |
| inputs=gr.Image(width=512, height=512), #this is the proper syntax for images not the (shape=(xxx,xxx)) | |
| outputs=gr.Label(num_top_classes=3)).launch(share=True) |