sachin commited on
Commit
a68255f
1 Parent(s): 3cc5247
Files changed (2) hide show
  1. app.py +19 -0
  2. 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(better_cat.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 = "Know your cat"
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+ description = "Cat Breed detection is hard. Use pic with cat only"
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+ examples = ['cat.png', 'Lasse Cat.png', 'Pumpking.png']
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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).launch()
requirements.txt ADDED
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+ fastai
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+ scikit-image