Markus Zhang commited on
Commit
0ea45f4
·
1 Parent(s): 40b9447

deploy huggingface spaces

Browse files
Files changed (4) hide show
  1. app.py +19 -0
  2. blackcub.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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+ 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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+ title = "Bear Classifier"
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+ description = "A bear classifier trained on DuckDuckGo search queries with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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+ examples = ['blackcub.jpg']
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+ interpretation='default'
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+ enable_queue=True
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+
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+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
blackcub.jpg ADDED
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:6571c924ba3c945868d76c3ae8de62ba26bf4f9ce2f7410a2f71f1f7050ded41
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+ size 46964879
requirements.txt ADDED
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+ fastai
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+ scikit-image