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54ffd75 2e6d6b6 54ffd75 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | from fastai.vision.all import *
import gradio as gr
import timm
learn = load_learner('model.pkl')
categories = learn.dls.vocab
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['dog.jpg','cat.jpg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch() |