Commit Graph

3 Commits

Author SHA1 Message Date
Manuel Raimann 47b5f9cec8 feat: unify optimize and optimize_with via blanket Objective impl
- Add blanket `impl Objective<V> for Fn(&mut Trial) -> Result<V, E>`
  so closures work directly with `optimize`
- Rewrite optimize, optimize_async, optimize_parallel to accept
  `impl Objective<V>` with before_trial/after_trial hooks
- Remove optimize_with, optimize_with_async, optimize_with_parallel
- Remove max_retries and retry logic from Objective trait
- Add explicit closure type annotations for HRTB inference
- Convert FnMut test closures to Fn via RefCell/Cell
2026-02-12 13:09:14 +01:00
Manuel Raimann 36c6262dbc refactor: remove visualization and fanova feature flags
Always build visualization and fanova code unconditionally.
2026-02-11 23:06:28 +01:00
Manuel Raimann dff58340a4 feat: add fANOVA parameter importance via random forest
Implement functional ANOVA decomposition behind the `fanova` feature
flag. A self-contained random forest is trained on trial data, then
marginal predictions are used to compute per-parameter main effects
and pairwise interaction effects, normalized to sum to 1.0.

Adds Study::fanova() / fanova_with_config(), FanovaResult, and
FanovaConfig. Includes unit and integration tests covering dominant
parameters, interaction detection, consistency with correlation-based
importance, and error handling.
2026-02-11 20:51:24 +01:00