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import gradio as gr | |
from fastai.vision.all import * | |
examples = ['samples/paramecium.jpg', | |
'samples/euglena.jpg', 'samples/hydra.jpg', 'samples/yeast.jpg', 'samples/amoeba.png'] | |
learn = load_learner('microbe_model.pkl') | |
def classify_image(img): | |
category_name, _, probs = learn.predict(img) | |
categories = learn.dls.vocab | |
return {category: f"{prob:.4f}" for category, prob in zip(categories, probs.tolist())} | |
iface = gr.Interface(fn=classify_image, inputs="image", | |
outputs="label", examples=examples) | |
iface.launch() | |