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Monitor and resume

Inspect progress

pixi run dwarl runs list
pixi run dwarl runs show
pixi run dwarl runs watch

Pass a run directory after show or watch to select a different run. Progress includes iteration, elapsed time and a measured ETA. Raw training output is saved in runs/<run>/training.log; TensorBoard events live under checkpoints/.

pixi run tensorboard --logdir runs --host localhost --port 6006

Open http://localhost:6006. Reward and losses help diagnose learning; validation scores establish navigation performance.

Background execution

pixi run train --preset navigation --detached

The command prints a process log path. Once model/data preparation completes, the run is available through runs list and runs watch.

Stop and continue

pixi run dwarl stop runs/<run>
pixi run train --resume runs/<run> --max-iterations 5000

The budget is total iterations, not additional iterations. Resume restores the saved recipe and completed checkpoint; simulator episodes restart. Ctrl+C also retains completed checkpoints and available partial test evidence.

Early stopping and detailed metrics