For the complete documentation index, see llms.txt. This page is also available as Markdown.

Data Group automation

Suggest, estimate, and create Data Groups from a folder with explicit grouping configuration.

The product state this automation creates

Auto-Groups custom layout editor

The SDK grouping configuration controls the same grouping keys, completeness rules, tile identities, and saved Grid, List, or Custom layout exposed by the Auto-Groups wizard.

Outcome: Suggest, estimate, and create Data Groups from a folder with explicit grouping configuration.

Use suggest_grouping() to inspect a proposed strategy and estimate_grouping(config) to preview its effect. auto_group() creates groups and returns a GroupingResult. Validate incomplete and ambiguous groups before attaching the result to production work. tiles_from_template(...) is exported for constructing template-based tile definitions.

Operating contract

Concern
Required behavior

Execution surface

Pinned unitlab==3.0.0 application environment on Python 3.10+.

Identity

Least-privilege API key supplied through approved configuration.

Target resolution

Stable resource IDs and an explicitly bounded target set.

Success evidence

Typed return fields, server-side state, and downstream acceptance of the result.

Failure and recovery boundary

Condition
Response

Authentication or authorization fails

Stop, correct the service identity or access model, rotate exposed credentials, and rerun a read-only check.

Validation or entitlement rejects the operation

Correct the input or entitlement; do not retry an unchanged request.

A request times out

Inspect remote state before repeating a mutation because the server may have accepted it.

Asynchronous processing exceeds its deadline

Preserve the Batch Queue or release ID, continue bounded monitoring, and inspect item-level failures.

Only part of a batch succeeds

Keep successful identifiers, isolate failed rows, and retry only the corrected subset.


Explore related Unitlab capabilities: cross-modal annotation workflows · Unitlab’s data curation platform