Fit time vs n

Test AUC vs n

Peak memory vs n

Key findings

n-Scaling

Fit time vs n

Test AUC vs n

Peak memory vs n

Patterns mined vs n

p-Scaling

Fit time vs p

Fit-time ratio vs XGBoost

Test AUC vs p

Peak memory vs p

Memory

Memory plots use peak process-tree RSS during the full benchmark worker task, reported in GB. This is the clearest end-to-end RAM requirement for comparing classifiers.

Peak task RSS vs n

Peak task RSS vs p

Parameter sweep

Methodology

Benchmark setup, dataset definitions, model scenarios, and sweep grids used to produce the dashboard.

Environment

Model scenarios

Dataset protocol

Sweep grids