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from fastai.vision.all import * | |
import gradio as gr | |
learn = load_learner('petronet_101.pth') | |
categories = ('Andalusite', 'Argillaceous_siltstone', 'Bioturbated_siltstone', 'Massive_calcareous_siltstone', 'Massive_calcite-cemented_siltstone', 'Porous_calcareous_siltstone', 'actinolite', 'biotite', 'carbonate', 'coal', 'debris_rock', 'granite', 'hornblende', 'olivine', 'oolites', 'plagioclase', 'pyroxene', 'sandstone', 'staurolite ') | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories, map(float,probs))) | |
image = gr.inputs.Image(shape=(250,250)) | |
label = gr.outputs.Label() | |
examples = ['granite.jpg', 'andalusite.jpg', 'actinolite.jpg'] | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
intf.launch(inline=False) |