Patent ID: 11934870
Assignee: LE COMMISSARIAT À L'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method for scheduling a set of computing tasks stored in a queue of a supercomputer, the scheduling comprising planning an execution of each computing task of the set of computing tasks by the supercomputer and allocating at least one computing resource of the supercomputer to the execution of each computing task of the set of computing tasks, the method comprising:
offline reinforcement learning of a scheduler on a training database to obtain a trained scheduler capable of scheduling the set of computing tasks, the training database comprising at least one execution history, each execution history of the at least one execution history being associated with a training supercomputer and comprising, at each given moment of a time interval
a state of a queue of a learning supercomputer at the each given moment, said queue storing a set of learning computing tasks;
a state of the learning supercomputer at the each given moment;
each action relating to the scheduling of the set of learning computing tasks performed at the each given moment, said scheduling being implemented by a learning scheduler based on the state of the queue of the learning supercomputer and on the state of the learning supercomputer at a moment preceding the each given moment;
a reward related to said each action, each reward of said reward related to said each action being calculated based on the state of the queue of the learning supercomputer and on the state of the learning supercomputer at the each given moment and at the moment preceding the each given moment;

use of the scheduler trained on the set of computing tasks stored in the queue of the supercomputer.