User Guide
The GRAFT is a NiceGUI web application served locally
at http://localhost:8000. It has four pages accessible from the navigation
bar at the top of every page.
| Page | Route | What it does |
|---|---|---|
| Experimental Insight | / | Browse, load, and plot bioreactor experiment data |
| Model Control | /control | Select training data, run models, simulate, evaluate |
| Performance Metrics | /metrics | View model evaluation metrics over time |
| Database Settings | /settings | Configure WebSocket and database connection |
Typical Workflow
Section titled “Typical Workflow”A typical session follows this order:
- Open Database Settings on first use and enter your WebSocket URI
- Go to Model Control → Training Data and select experiments to train on
- Go to Model Control → Run Models and run one or all models
- Go to Experimental Insight to see predictions overlaid on sensor data
- Go to Performance Metrics to evaluate model accuracy
For simulating a historical experiment through the models, see the Simulations guide.