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| from fastai.vision.all import * | |
| import gradio as gr | |
| learn = load_learner('model.pkl') | |
| 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( | |
| title="Late Night Host Classifier", | |
| description="Upload a photo of Jimmy Kimmel, Jimmy Fallon or Conan O'Brien", | |
| fn=predict, | |
| inputs=gr.Image(), | |
| outputs=gr.Label(num_top_classes=3), | |
| # examples=[], | |
| # enable_queue=True, | |
| ).launch( | |
| # share=True, | |
| # debug=True | |
| ) | |
| # def greet(name): | |
| # return "Hello " + name + "!!" | |
| # iface = gr.Interface(fn=greet, inputs="text", outputs="text") | |
| # iface.launch() | |