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| from fastai.vision.all import * | |
| import gradio as gr | |
| def is_cat(x): | |
| return x[0].isupper() | |
| learn = load_learner('model.pkl') | |
| categorieries = ['Dog', 'Cat'] | |
| def classify_image(img): | |
| pred, idx, probs = learn.predict(img) | |
| return dict(zip(categorieries, map(float, probs))) | |
| intf = gr.Interface( | |
| fn=classify_image, | |
| inputs=gr.Image(), | |
| outputs=gr.Label(), | |
| title="Dog vs Cat Classifier" | |
| ) | |
| intf.launch(inline=False) |