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import gradio as gr | |
from fastai.vision.all import * | |
from huggingface_hub import from_pretrained_fastai | |
import skimage | |
learner = from_pretrained_fastai("espejelomar/identify-my-cat") | |
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))} | |
gr.Interface( | |
fn=predict, | |
inputs=gr.inputs.Image(share=(512,512)), | |
outputs=gr.outputs.Label(num_top_classes=3) | |
).launch(share=True) |