Skip to main content

Runtimes

Pre-built training environments — framework + image + parallelism strategy.

Runtimes

Pre-built training environments — framework + image + parallelism strategy.

A runtime is a pre-built training environment: framework + base image + parallelism strategy. Vantage ships several cluster-wide runtimes; admins can publish workspace-scoped ones too.

RuntimeFrameworkUse it for
torch-distributedPyTorch + torchrunGeneral-purpose multi-GPU PyTorch training.
deepspeed-zero3DeepSpeedMemory-bound LLMs that need ZeRO-3 sharding.
mlx-distributedMLXApple-silicon training (where available).
huggingface-trainerTransformersStandard HF Trainer with sensible defaults.
⌘I