v1.1.0

PluRel v1.1.0 is now on PyPI: pip install plurel==1.1.0

This release brings the latest generation features and performance improvements from main into a tagged release. The public API (Choices, Config, DatabaseParams, SCMParams, DAGParams, SyntheticDataset) is unchanged and backward compatible.

Highlights

Generation features

• Lazy SCM propagation mode (type_lazy) alongside the existing type-aware (type_eager) strategy
• New RandomCauchy DAG layout and configurable propagation aggregate choices
• Diversified activation functions, time-series generation, and column transformations
• Autoregressive noise and diversified time-series scale values
• Robust handling of single-node graphs and guaranteed DAG connectivity

Performance

• Efficiency gains across SCM generation
• Thread limiting during parallel generation for better multiprocessing throughput

Internals

• Refactored utils.py into bipartite.py and transforms.py; cleaner MLP dimension handling
• Expanded test coverage

Packaging

• Published to PyPI with complete project metadata
• relbench pinned to ==1.1.0

Full Changelog: v1.0.0...v1.1.0

v1.0.0

Release the initial version of the synthetic data generation framework as well as an improved relational-transformer architecture.