LongAnam commited on
Commit
d878736
·
1 Parent(s): 0733740

Add file applications

Browse files
Files changed (6) hide show
  1. app.py +29 -0
  2. cat.jpg +0 -0
  3. doat.jpg +0 -0
  4. dog.jpg +0 -0
  5. gaumeo.jpg +0 -0
  6. requirements.txt +3 -0
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__ = ['learner', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', '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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+ from huggingface_hub import push_to_hub_fastai, from_pretrained_fastai
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+ import gradio as gr
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+
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+ def is_cat(x): return x[0].isupper()
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+
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+ # %% ../app.ipynb 4
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+ learner = load_learner('model.pkl')
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+
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+ # %% ../app.ipynb 6
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+ categories = ('Dog', 'Cat')
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+
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+ def classify_image(img):
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+ pred, idx, probs = learner.predict(img)
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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.inputs.Image(shape=(192,192))
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+ label = gr.outputs.Label()
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+ examples = ['dog.jpg','cat.jpg', 'doat.jpg', 'gaumeo.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)
cat.jpg ADDED
doat.jpg ADDED
dog.jpg ADDED
gaumeo.jpg ADDED
requirements.txt ADDED
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+ fastai
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+ git+https://github.com/huggingface/huggingface_hub
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+ gradio