Daniel Martinec commited on
Commit
a60c626
·
1 Parent(s): 72f73fb

Adding app

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Files changed (3) hide show
  1. app.ipynb +0 -0
  2. app.py +36 -0
  3. requirements.txt +2 -0
app.ipynb ADDED
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app.py ADDED
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'get_y', 'classify_image']
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+
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+ # %% ../app.ipynb 1
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+ from fastai.vision.all import *
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+ import gradio as gr
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+
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+ # %% ../app.ipynb 3
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+ # Copied from https://n90l9ahmyv.clg07azjl.paperspacegradient.com/lab/tree/bear_multicat.ipynb
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+
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+ # from parent_label
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+ def get_y(o):
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+ parent_name = Path(o).parent.name
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+ if parent_name in bear_types:
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+ return [parent_name]
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+ return []
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+
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+ # %% ../app.ipynb 4
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+ learn = load_learner('Finley_multicat.pkl') #'export.pkl')
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+
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+ # %% ../app.ipynb 6
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+ categories = ('Finley', 'bird')
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+
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+ def classify_image(im):
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+ pred, idx, probs = learn.predict(im)
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+ return dict(zip(categories, map(float, probs)))
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+
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+ # %% ../app.ipynb 8
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+ image = gr.Image(width=192, height=192)
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+ label = gr.Label()
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+ examples = ['images/Finley.jpeg', 'images/bird.jpg']
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+
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+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
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+ intf.launch(inline=False)
requirements.txt ADDED
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+ fastai
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+ gradio