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import gradio as gr | |
from huggingface_hub import from_pretrained_fastai | |
examples = ["llama.jpg", "alpaca.png"] | |
repo_id = "osanseviero/llama_or_alpaca" | |
learner = from_pretrained_fastai(repo_id) | |
labels = learner.dls.vocab | |
def inference(image): | |
label_predict,_,probs = learner.predict(image) | |
labels_probs = {labels[i]: float(probs[i]) for i, _ in enumerate(labels)} | |
return labels_probs | |
gr.Interface( | |
fn=inference, | |
title="Llama or alpaca", | |
description = "Predict if this image has a llama or an alpaca", | |
inputs="image", | |
outputs="label", | |
examples=examples, | |
).launch(debug=True, enable_queue=True) |