khu commited on
Commit
8784356
·
1 Parent(s): dc397ac

first commit-> push bear classifier model

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Files changed (3) hide show
  1. app.py +22 -0
  2. export.pkl +3 -0
  3. requirements.txt +3 -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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+
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+ # Load the model
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+ learn = load_learner('export.pkl')
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+ labels = learn.dls.vocab
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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.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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+ # Define the Gradio interface
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+ interface = gr.Interface(
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+ fn=predict,
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+ inputs=gr.Image(type="pil"),
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+ outputs=gr.Label(num_top_classes=3),
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+ title="Bear Classifier",
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+ description="Upload an image to see if it's a Grizzly, Black, or Teddy bear!"
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+ )
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+
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+ interface.launch()
export.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:2b38ed91103fcdcd31f50c338d5fde42a4978d697ba153ce1d4736ea8d714a04
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+ size 46964571
requirements.txt ADDED
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+ fastai
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+ gradio
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+ torch