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Runtime error
Runtime error
try with lab1 code
Browse files- app.py +41 -4
- requirements.txt +4 -0
app.py
CHANGED
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import gradio as gr
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import gradio as gr
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import hopsworks
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import joblib
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import pandas as pd
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project = hopsworks.login()
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# fs = project.get_feature_store()
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print("trying to dl model")
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mr = project.get_model_registry()
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model = mr.get_model("wine_model", version=1)
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model_dir = model.download()
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model = joblib.load(model_dir + "/diabetes_model.pkl")
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print("Model downloaded")
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def wine(age, bmi, hba1c_level, blood_glucose_level):
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print("Calling wine function")
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df = pd.DataFrame(
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[[age, bmi, hba1c_level, blood_glucose_level]],
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columns=["age", "bmi", "hba1c_level", "blood_glucose_level"],
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)
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print("Predicting")
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print(df)
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res = model.predict(df)
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print(res)
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return res
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demo = gr.Interface(
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fn=wine,
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title="Diabetes Prediction",
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description="Fill these values with yours",
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allow_flagging="never",
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inputs=[
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gr.Number(label="age"),
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gr.Number(label="bmi"),
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gr.Number(label="hba1c_level"),
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gr.Number(label="blood_glucose_level"),
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],
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outputs=gr.Number(label="diabetes"),
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)
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demo.launch(debug=True)
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requirements.txt
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import gradio as gr
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import hopsworks
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import joblib
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import pandas as pd
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