JP Hwang commited on
Commit
2f27cb3
·
1 Parent(s): a24e8a8
Files changed (3) hide show
  1. app.py +16 -0
  2. architecture.pkl +3 -0
  3. requirements.txt +2 -0
app.py ADDED
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+ from fastai.vision.all import *
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+ from fastcore import *
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+ learn = load_learner('architecture.pkl')
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+ labels = learn.dls.vocab
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+
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+ def predict(imgpath):
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+ img = PILImage.create(imgpath)
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+ pred, pred_idx, probs = learn.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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+ import gradio as gr
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+ gr.Interface(
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+ fn=predict,
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+ inputs=gr.inputs.Image(shape=(512, 512)),
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+ outputs=gr.outputs.Label(num_top_classes=3)
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+ ).launch(share=True)
architecture.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b8428f71bbb7810c7a924e00c688fb104d12e143906ba768aa7e52674783d588
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+ size 87675873
requirements.txt ADDED
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+ fastai
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+ gradio