Upload folder using huggingface_hub
Browse files- Dockerfile +10 -0
- app.py +40 -0
- requirements.txt +5 -0
Dockerfile
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FROM python:3.10
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WORKDIR /app
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COPY requirements.txt .
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RUN pip install -r requirements.txt
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COPY . .
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CMD ["streamlit", "run", "app.py", "--server.port=7860", "--server.address=0.0.0.0"]
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app.py
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import streamlit as st
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import pandas as pd
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import joblib
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from huggingface_hub import hf_hub_download
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st.title("Engine Fault Prediction")
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# download model
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model_path = hf_hub_download(
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repo_id="SunnyShaurya/engine-fault-model",
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filename="best_model.pkl"
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)
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model = joblib.load(model_path)
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st.header("Enter Engine Sensor Values")
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rpm = st.number_input("Engine RPM")
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oil_p = st.number_input("Lub Oil Pressure")
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fuel_p = st.number_input("Fuel Pressure")
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cool_p = st.number_input("Coolant Pressure")
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oil_t = st.number_input("Lub Oil Temperature")
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cool_t = st.number_input("Coolant Temperature")
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if st.button("Predict"):
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data = pd.DataFrame([{
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"Engine_RPM": rpm,
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"Lub_Oil_Pressure": oil_p,
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"Fuel_Pressure": fuel_p,
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"Coolant_Pressure": cool_p,
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"Lub_Oil_Temperature": oil_t,
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"Coolant_Temperature": cool_t
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}])
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result = model.predict(data)[0]
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if result == 1:
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st.error("⚠ Engine Fault Detected")
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else:
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st.success("✅ Engine Normal")
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requirements.txt
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streamlit
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pandas
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scikit-learn
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joblib
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huggingface_hub
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