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Satwik Sunnam
commited on
Commit
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b29c2a6
1
Parent(s):
f101859
update .gitattributes so git lfs will track .pkl files
Browse files- app.py +19 -0
- images.jpeg +0 -0
- model.pkl +3 -0
- requirements.txt +2 -0
app.py
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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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learn = load_learner('export.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,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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title = "Cat v Dog Classifier"
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description = "A cat v Dog classifier trained on the Oxford Pets dataset with fastai. Created as a demo for Gradio and HuggingFace Spaces."
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examples = ['FastAi/images.jpeg']
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interpretation='default'
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enable_queue=True
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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()
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images.jpeg
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:5edebcbee89a34377962335a4ba53c6cd1dcaffe4a1f8492bbb6f4f135483abb
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size 47061483
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requirements.txt
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fastai
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scikit-image
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