RaphaelKalandadze commited on
Commit
fb2233b
·
1 Parent(s): d1c293f

add app demo

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Files changed (1) hide show
  1. app.py +13 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+
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+ learner = load_learner("models/batch_size_64_device_cuda_lr_0.01_n_epoch_30_seed_42_valid_pct_0.2.pkl", cpu=False)
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+
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+ labels = learner.dls.vocab
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+
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+ def classify(img):
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+ pred, pred_idx, probs = learner.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ interface = gr.Interface(fn=classify, inputs="sketchpad", outputs=gr.outputs.Label(num_top_classes=5), live=True)
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+ interface.launch(debug=True, share=True)