Dpgen Run

DP-GEN Run

Use this skill for the iterative train, explore, label, and retrain workflow.

Contract

• Keep scientific settings in param.json and execution settings in machine.json.
• Run exactly dpgen run param.json machine.json.
• Prepare and validate by default; execute only after explicit confirmation.

Workflow

1. Inspect existing data and configurations before asking for inputs.
2. Patch working files and preserve scientific/site-specific choices.
3. Load only the references needed for the task.
4. Validate schemas, generated task inputs, stage state, and monitoring signals.
5. Report paths, command, per-system evidence, risks, and next checks.

References

• Workflow guidance: scope, layout, policy, and reporting.
• Configuration, validation, and execution: both JSON files, generated-input checks, and safe launch/restart checks.
• Monitoring and troubleshooting: accuracy trends, stage progress, and evidence-based diagnosis.

Guardrails

• Never merge the JSON files or invent paths, queues, modules, or commands.
• Preserve descriptor, backend, thresholds, schedules, ensemble, and type_map choices.
• Check se_atten_v2 against the installed backend; fp_style: "none" is invalid.
• Stop and ask when required scientific or execution inputs are undiscoverable.