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import gradio as gr | |
from fastai.vision.all import * | |
import skimage | |
learn = load_learner('export.pkl') | |
labels = learn.dls.vocab | |
def predict(img): | |
img = img.resize((512, 512)) | |
img = PILImage.create(img) | |
pred,pred_idx,probs = learn.predict(img) | |
return {labels[i]: float(probs[i]) for i in range(len(labels))} | |
title = "Camel or a Llama ?" | |
examples = ['llama_beauty.jpg'] | |
interpretation='default' | |
enable_queue=True | |
gr.Interface( | |
fn=predict, | |
inputs=gr.Image(type="pil"), | |
outputs=gr.Label(num_top_classes=3), | |
title=title, | |
examples=examples, | |
).launch(share=True) | |