romlinux commited on
Commit
590447b
1 Parent(s): d48a97c

first version of classifier

Browse files
Files changed (3) hide show
  1. app.py +14 -0
  2. model/cat_dog_classifier.pkl +3 -0
  3. requirements.txt +1 -0
app.py ADDED
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+ from fastai.vision.all import *
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+ import gradio as gr
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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_inf.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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+ learn_inf = load_learner('model/cat_dog_classifer.pkl')
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+ labels = learn_inf.dls.vocab
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+ gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(224, 224)),
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+ outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)
model/cat_dog_classifier.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8e56f957ab5677bc43287f8d04817c5d568fabbe799425bb0ceee977dba88902
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+ size 46965370
requirements.txt ADDED
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+ fastai