IreNkweke commited on
Commit
d9d52b8
·
1 Parent(s): 0c6105c

added model and app

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Files changed (2) hide show
  1. train.py +26 -0
  2. train_model.pkl +3 -0
train.py ADDED
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+
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+ # AUTOGENERATED! DO NOT EDIT! File to edit: Train_class.ipynb.
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+
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+ # %% auto 0
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+ __all__ = ['model', 'cat', 'image', 'label', 'eg', 'classify_vehicle']
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+
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+ # %% Train_class.ipynb 1
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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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+ # %% Train_class.ipynb 2
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+ model = load_learner('train_model.pkl')
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+
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+ # %% Train_class.ipynb 3
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+ cat = ('Bus','Train')
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+ def classify_vehicle(img):
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+ pred, idx, probs = model.predict(img)
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+ return dict(zip(cat, map(lambda x: f"{float(x):.7f}", probs)))
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+
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+ # %% Train_class.ipynb 8
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+ image = gr.Image()
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+ label = gr.Label()
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+ eg = ['train.jpg','bike.jpg','bus.jpg','car.jpeg']
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+
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+ gr.Interface(fn=classify_vehicle, inputs=image, outputs=label, examples=eg).launch(inline = False)
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+
train_model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:77a4e131585d51d56cc6949b7129de25a91085401cbaf5b0b3d8f743fecf1a55
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+ size 46969684