Update app.py
Browse files
app.py
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import sys
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import os
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sys.path.append(os.path.dirname(os.path.abspath(__file__)))
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import streamlit as st
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import pandas as pd
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from utils.load_data import load_logs
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from utils.visualize import plot_usage
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from utils.report import generate_pdf
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from models.
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from utils.amc import upcoming_amc_devices
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st.set_page_config(page_title="LabOps Dashboard", layout="wide")
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st.title("π Multi-Device LabOps Dashboard")
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if uploaded_files:
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try:
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anomalies = detect_anomalies(df)
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st.dataframe(anomalies)
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except Exception as e:
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st.error(f"Failed to compute anomalies: {e}")
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try:
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amc_df = upcoming_amc_devices(df)
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st.dataframe(amc_df)
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st.
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```
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import sys
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import streamlit as st
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import pandas as pd
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from utils.load_data import load_logs
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from utils.visualize import plot_usage
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from utils.report import generate_pdf
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from models.anomaly_detection import detect_anomalies
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from utils.amc import upcoming_amc_devices
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import logging
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# Configure logging
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logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
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logger = logging.getLogger(__name__)
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# Streamlit app setup
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try:
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st.set_page_config(page_title="LabOps Dashboard", layout="wide")
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logger.info("Streamlit page configuration set successfully.")
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except Exception as e:
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logger.error(f"Failed to configure Streamlit: {e}")
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raise
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st.title("π Multi-Device LabOps Dashboard")
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# File uploader
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try:
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uploaded_files = st.file_uploader("Upload Device Logs (CSV)", accept_multiple_files=True, type=["csv"])
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logger.info(f"Received {len(uploaded_files)} uploaded files.")
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except Exception as e:
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logger.error(f"File uploader error: {e}")
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st.error(f"Failed to initialize file uploader: {e}")
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if uploaded_files:
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try:
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df = load_logs(uploaded_files)
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logger.info(f"Loaded {len(df)} log records from uploaded files.")
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st.subheader("π Uploaded Logs")
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st.dataframe(df.head())
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st.subheader("π Daily Usage Chart")
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fig = plot_usage(df)
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st.pyplot(fig)
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st.subheader("π¨ Detected Anomalies")
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anomalies = detect_anomalies(df)
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st.dataframe(anomalies)
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st.subheader("π Upcoming AMC Devices")
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if "amc_expiry" in df.columns:
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amc_df = upcoming_amc_devices(df)
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st.dataframe(amc_df)
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else:
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st.info("Column `amc_expiry` not found in uploaded data.")
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logger.warning("Missing `amc_expiry` column in data.")
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if st.button("π Generate PDF Report"):
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pdf_path = generate_pdf(df)
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with open(pdf_path, "rb") as f:
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st.download_button("Download PDF", f, file_name="labops_report.pdf", mime="application/pdf")
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logger.info("PDF report generated and offered for download.")
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except Exception as e:
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logger.error(f"Error processing uploaded files: {e}")
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st.error(f"Failed to process data: {e}")
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if __name__ == "__main__":
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try:
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logger.info("Application starting...")
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except Exception as e:
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logger.error(f"Application failed to start: {e}")
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raise
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```
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