This work builds upon Esa Laine's DeepRacer templates repository to allow multiple runs to be scheduled with one line.
The following line:
./create-routine <base-stack-name> <track-config-name>
can schedule a series of cloned runs. Each run can have a unique action space, reward function and hyperparameter definition.
- Initiate multiple cloned runs using different settings with one line
- Over 30x more cost-effective than training in the DeepRacer console.
- Minimises interruptions by using a ‘capacity optimised’ allocation strategy
- Safe termination and automatic reboots when an instance is interrupted