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Runtime error
| import gradio as gr | |
| from fastai.vision.all import * | |
| import json | |
| learn = load_learner('model.pkl') | |
| with open('categories.json', 'r') as f: | |
| categories = json.load(f) | |
| labels = learn.dls.vocab | |
| def predict(img): | |
| img = PILImage.create(img) | |
| _, _, probs = learn.predict(img) | |
| return {f"{categories[labels[i]]} ({labels[i]})": float(probs[i]) for i in range(len(labels))} | |
| title = "Predict flower species" | |
| gr.Interface( | |
| fn=predict, | |
| inputs=gr.inputs.Image(shape=(512, 512)), | |
| outputs=gr.outputs.Label(num_top_classes=len(labels)), | |
| title=title | |
| ).launch() |