| import gradio as gr | |
| from fastai.vision.all import * | |
| import skimage | |
| learn = load_learner('export.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))} | |
| title = "Papu vs. Beckham" | |
| description = "Clasificador de imágenes de Papu Gomez y David Beckham. Son tan parecidos qué tuvimos que crear un clasificador basado en inteligencia artificial para distinguirlos.\n(Created with fastai as a demo for Gradio and HuggingFace Spaces)" | |
| article="<p style='text-align: center'><a href='https://www.ole.com.ar/seleccion/messi-kun-aguero-papu-gomez-beckham-corte-pelo-twitch_0_y5GKfj2QAr.html' target='_blank'>Nota explicativa</a></p>" | |
| examples = ['beckham.jpg', 'papu-gomez.jpeg'] | |
| interpretation='default' | |
| enable_queue=True | |
| gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch() | |