ludjan commited on
Commit
120510d
1 Parent(s): a1fecb3

Add app.py, images and requirements

Browse files
app.py ADDED
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+ __all__ = ['learn', 'categories', 'examples', 'image', 'label', 'intf', 'classify_image']
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+
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+ from fastai.vision.all import *
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+ import gradio as gr
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+ import timm
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+
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+ # the get_y function
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+ def has_tori_logo_parent(o):
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+ p = Path(o).parent.name
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+ return p == 'tori-logo'
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+
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+ learn = load_learner('tori-model.pkl')
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+
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+ categories = ['Something else', 'Tori logo']
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+
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+ def classify_image(img):
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+ is_tori_logo, idx, probs = learn.predict(img)
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+ return dict(zip(categories, map(float,probs)))
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+
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+ examples = [
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+ 'images/dog.jpeg',
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+ 'images/cat.jpeg',
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+ 'images/face.jpg',
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+ 'images/profile-avatar.jpeg',
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+ 'images/tori-logo.png'
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+ ]
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+
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+ image = gr.Image()
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+ label = gr.Label()
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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()
images/cat.jpeg ADDED
images/dog.jpeg ADDED
images/face.jpg ADDED
images/profile-avatar.jpeg ADDED
images/tori-logo.png ADDED
requirements.txt ADDED
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+ fastai
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+ gradio
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+ timm
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+ torch
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+ torchvision