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Veri has a built-in Weights & Biases integration for training observability. Connect your W&B account once, and from then on every training job logs its metrics (loss, reward, learning rate, throughput) to your own W&B project while it runs. No per-job configuration and no key in your code. Each job’s W&B run link is surfaced everywhere the job appears:
  • Dashboard: a “View in W&B” button on the job page.
  • API / SDK: the wandb_run_url field on the training job object.

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Connect your account

Grab an API key from wandb.ai/authorize, then connect it one of three ways:
Optionally pick the default W&B project runs log to:
Check or remove the connection any time:

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What gets logged

Once connected, managed LLM training jobs (grpo, sft_text, dpo) report to W&B automatically:
  • Project: your configured default, or veri-training if you didn’t set one.
  • Run name: the job’s output_name.
  • Run ID: the Veri job ID, so runs and jobs correlate one-to-one.
  • Metrics: everything the trainer emits per step (loss, reward, grad norm, learning rate, tokens/s).
The same metrics also stream to Veri’s native charts on the job page. W&B is additive, not a replacement, and jobs behave identically if W&B is ever unreachable: training never fails because of a logging integration.

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Custom scripts

For custom-script jobs, Veri injects WANDB_API_KEY, WANDB_PROJECT, and WANDB_RUN_ID into your container’s environment. A bare wandb.init(), or any framework with W&B support (verl, OpenRLHF, slime, TRL), lands in your account with no code change. Your script’s own env values take precedence if you set the same variables yourself. After the run, Veri scans the script output for the W&B run link and attaches it to the job as wandb_run_url, same as managed jobs.

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How your key is handled

  • Stored encrypted at rest, scoped to your account. The API never returns it.
  • Delivered to the training machine at runtime over a job-scoped authenticated channel; it is never written into job config files or logs.
  • veri wandb remove disconnects immediately: jobs submitted afterwards no longer receive the key.