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import gradio as gr | |
from fastai.vision.all import * | |
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 = "Norwegian Bunads Classifier" | |
description = "A bunads classifier trained to classify if a bunad is a Nordlandsbunad, Trønderbunad, Hardangerbunaden, Vestfoldbunad" | |
gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=4)).launch(share=True) | |