Hanqi Xiao commited on
Commit
592f9c7
·
1 Parent(s): a7d5c64

deploy to huggingface spaces

Browse files
Files changed (4) hide show
  1. licensed-image.jpeg +0 -0
  2. main.py +21 -0
  3. petClassify.pkl +3 -0
  4. requirements.txt +2 -0
licensed-image.jpeg ADDED
main.py ADDED
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+ from fastai.vision.all import *
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+ import gradio as gr
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+ learn = load_learner('petClassify.pkl')
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+ labels = learn.dls.vocab
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+ def predict(img):
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+ img = PILImage.create(img)
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+ 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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+
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+ # print(predict('licensed-image.jpeg'))
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+ title = "Pet classifier"
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+ description = "Oxford pets classifier based on fine tuned resnet 50"
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+ article = "Plaintext"
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+ enable_queue = True
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+ interpretation= 'default'
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+ examples = ['licensed-image.jpeg']
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+ gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3),
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+ description=description, title=title, article=article, enable_queue = enable_queue,
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+ examples=examples, interpretation=interpretation
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+ ).launch(share=True)
petClassify.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:45e6dd07076c0a28afbb8c3c3bcf2af8b3b265398b3bd524a118c99c3ce50f5d
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+ size 103054845
requirements.txt ADDED
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+ fastai
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+ scikit-image