FilConscious commited on
Commit
fe4715e
1 Parent(s): c4aaf20

init: add app files

Browse files
Files changed (4) hide show
  1. app.py +33 -0
  2. batman-1.jpg +0 -0
  3. export.pkl +3 -0
  4. requirements.txt +2 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ import skimage
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+
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+ learn = load_learner("export.pkl")
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+
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+ labels = learn.dls.vocab
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+
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+
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred, 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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+ title = "Joker/Batman Classifier"
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+ description = "A Joker/Batman classifier trained with fastai using picture retrieved from the internet. Created as a demo for Gradio and HuggingFace Spaces."
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+ # article = "<p style='text-align: center'><a href='https://tmabraham.github.io/blog/gradio_hf_spaces_tutorial' target='_blank'>Blog post</a></p>"
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+ examples = ["batman-1.jpg"]
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+ interpretation = "default"
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+ enable_queue = True
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+
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+ gr.Interface(
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+ fn=predict,
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+ inputs=gr.inputs.Image(shape=(512, 512)),
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+ outputs=gr.outputs.Label(num_top_classes=3),
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+ title=title,
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+ description=description,
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+ # article=article,
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+ examples=examples,
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+ interpretation=interpretation,
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+ enable_queue=enable_queue,
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+ ).launch()
batman-1.jpg ADDED
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:83e3f779ce3bbc977881a155c7bc0b014b0c0a866169999c2268073ce7cb19e9
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+ size 46966223
requirements.txt ADDED
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+ fastai
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+ scikit-image