Nilay Modi commited on
Commit
f6be4aa
1 Parent(s): ef37cad
Files changed (7) hide show
  1. .DS_Store +0 -0
  2. app.py +19 -0
  3. black.jpg +0 -0
  4. export.pkl +3 -0
  5. grizzly.jpg +0 -0
  6. requirements.txt +2 -0
  7. teddy.jpg +0 -0
.DS_Store ADDED
Binary file (6.15 kB). View file
 
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 = "Classifies grizzly, black and teddy bear"
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+ examples = ['grizzly.jpg', 'black.jpg', 'teddy.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,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
black.jpg ADDED
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:02e3509d40702f7c55cd887f74649345d8dfca5dda241137176a9819244d2f63
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+ size 46970895
grizzly.jpg ADDED
requirements.txt ADDED
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+ fastai
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+ scikit-image
teddy.jpg ADDED