simet.schemas.pipeline

simet.schemas.pipeline

PipelineSchema dataclass

PipelineSchema(loader, restraints)

Schema describing a full evaluation pipeline configuration.

Combines the loader section (providers, transforms, feature extractor) with an ordered list of restraints (checks/metrics/validators) to run.

Attributes:

Name	Type	Description
loader	LoaderSchema	Configuration for building datasets, dataloaders, and the feature extractor.
restraints	list[RestraintSchema]	Ordered list of pipeline steps to apply after feature extraction. Each restraint defines its own type and parameters.

Example

cfg = PipelineSchema( ... loader=LoaderSchema(...), ... restraints=[ ... RestraintSchema(type="fid"), ... RestraintSchema(type="precision_recall", k=5), ... ], ... ) len(cfg.restraints) >= 1 True

Notes

• Execution order matters: restraints are applied in sequence.
• Keep the loader’s transform aligned with the feature extractor’s expectations.