vishalbakshi commited on
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f86b892
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1 Parent(s): 0571bbe

initial commit with all files

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Files changed (4) hide show
  1. app.py +20 -0
  2. havanese.jpg +0 -0
  3. pets_model.pkl +3 -0
  4. requirements.txt +5 -0
app.py ADDED
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+ __all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
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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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+ learn = load_learner('pets_model.pkl')
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+
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+ categories = learn.dls.vocab
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+
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+ def classify_image(img):
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+ pred,idx,probs = learn.predict(img)
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+ return dict(zip(categories, map(float,probs)))
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+
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+ image = gr.inputs.Image(shape=(192, 192))
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+ label = gr.outputs.Label()
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+ examples = ['havanese.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()
havanese.jpg ADDED
pets_model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:572bc9988da035ea3da95ae4420cf6ef7d2cc8799eaca9953a44a0a5f7dd92ae
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+ size 114806350
requirements.txt ADDED
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+ fastai==2.7.12
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+ gradio==3.34.0
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+ timm==0.9.2
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+ torch==2.0.1
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+ torchvision==0.15.2