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from fastai.vision.all import *
import gradio as gr
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 = "Guitar Classifier"
examples = ['classical.jpeg', 'bass.jpeg', 'electric.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)).launch() |