anushka81 commited on
Commit
f8d7ce1
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1 Parent(s): b95c5bc

app.py add

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Files changed (3) hide show
  1. app.py +16 -0
  2. model.pkl +3 -0
  3. requirements.txt +4 -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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+ # Load the trained model
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+ learn = load_learner("model.pkl") # Ensure "model.pkl" is in the working directory
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+
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+ # Define a function to predict the class
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+ def predict(img):
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+ pred, pred_idx, probs = learn.predict(img)
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+ return {learn.dls.vocab[i]: float(probs[i]) for i in range(len(probs))}
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+
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+ # Create a Gradio interface
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+ interface = gr.Interface(fn=predict, inputs=gr.Image(type="pil"), outputs=gr.Label())
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+
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+ # Launch the app
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+ interface.launch()
model.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ed17795ca128a737e83d695631285080fe2adc142b4b865ffe6506c6d9b8c037
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+ size 46954859
requirements.txt ADDED
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+ fastai==2.7.12
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+ torch>=2.0.0
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+ gradio==4.22.0
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+ huggingface_hub