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.
| Runtime | Framework | Use it for |
|---|---|---|
torch-distributed | PyTorch + torchrun | General-purpose multi-GPU PyTorch training. |
deepspeed-zero3 | DeepSpeed | Memory-bound LLMs that need ZeRO-3 sharding. |
mlx-distributed | MLX | Apple-silicon training (where available). |
huggingface-trainer | Transformers | Standard HF Trainer with sensible defaults. |