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# %% ../hugging-space-model-app.ipynb 4
from fastai.vision.all import *
import gradio as gr
# %% ../hugging-space-model-app.ipynb 7
learn = load_learner('model1.pkl')
# %% ../hugging-space-model-app.ipynb 9
labels = learn.dls.vocab
def classify_image(img):
img = PILImage.create(img)
pred,pred_idx,probs = learn.predict(img)
return {labels[i]: float(probs[i]) for i in range(len(labels))}
# %% ../hugging-space-model-app.ipynb 11
image = gr.components.Image()
label = gr.components.Label(show_label=True,num_top_classes=3)
examples = ['afraid.jpg','anger.jpg','happyface.jpg','disgust.jpg','sadface.webp']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False) |