dog_breeds / app.py
javex
Fix typo
db4eae8
from fastai.vision.all import *
import gradio as gr
learn = load_learner('model.pkl')
labels = learn.dls.vocab
def predict(img):
pil_img = PILImage.create(img)
pred, pred_idx, probs = learn.predict(pil_img)
result = {}
for label_idx, label in enumerate(labels):
result[label] = float(probs[label_idx])
return result
gr.Interface(
fn=predict,
inputs=gr.inputs.Image(shape=(512, 512)),
outputs=gr.outputs.Label(num_top_classes=3),
examples=['border_collie.jpg'],
).launch()