Distributed Training

Unbreakable multi-node training. Seamless and transparent.

Train Effectively

Deploy training jobs on SLURM or Kubernetes using components of choice, from KubeFlow to Ray. Keep your configurations, use Cedana to supercharge your cluster.

Failure Mitigation

System-level checkpoint/restore capabilities ensure no lost-work even during mid-epoch failures - even on large multi-node clusters.

Seamless multi-node

Safely spin up and down training runs without needing to reconstruct state.

Planet-scale compute

Manage training runs across clusters, both on-prem and in the cloud. Resume from system-level checkpoints on GPUs anywhere.