argus-mlops / start.sh
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Fix flat performance graph on HF Spaces
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#!/bin/bash
set -e
echo "=== Argus: starting up ==="
mkdir -p data/logs data/raw data/processed \
data/model_registry/champion \
data/model_registry/challenger \
data/mlruns
echo "--- Training initial champion model ---"
python scripts/train_initial_model.py
echo "--- Starting FastAPI on port 8000 ---"
uvicorn app:app --host 0.0.0.0 --port 8000 --workers 1 &
echo "--- Waiting for API to be ready ---"
for i in $(seq 1 30); do
if curl -sf http://localhost:8000/health > /dev/null 2>&1; then
echo "API ready after ${i}s"
break
fi
sleep 2
done
echo "--- Running simulation to populate monitoring data ---"
python scripts/simulate_drift.py \
--steps 300 \
--delay 0.05 \
--drift-type gradual \
--batch-size 10 &
echo "--- Starting Streamlit on port 7860 ---"
exec streamlit run dashboard/app.py \
--server.port=7860 \
--server.address=0.0.0.0 \
--server.headless=true \
--browser.gatherUsageStats=false