Training

Training on Veri has two paths:

Custom Training

Bring your own training code, framework, entrypoint, and dependencies. Veri provisions the GPU and runs it.

Use Veri-managed GRPO, SFT, or DPO loops. You provide data, model, rewards or preferences, and hyperparameters.

Path	Use it when
Custom Training	You already have a `torchrun`, OpenRLHF, slime, verl, or custom Python training loop.
Managed Training	You want Veri to own the trainer and orchestration for GRPO, SFT, or DPO.

Both paths run on Veri-provisioned GPUs, stream logs and metrics, and capture checkpoints into your account.