KevinandSameer Kadam 30a91a3a78 feat(evals): add per-metric objective support to runner (closes #1091) (#1092) ...

* chore: ignore .worktrees directory

* feat(evals): add eval metric and result models

* feat(evals): add evaluator registry

* feat(evals): add exact/regex/range/length evaluators

* feat(evals): add keyword/levenshtein/rouge/llm-as-judge evaluators

* feat(evals): add decision_scores composite evaluator

* feat(evals): add evaluation runner

* feat(evals): expose public API and module proxy

* fix(evals): resolve __all__ names and repair usage example

* docs(evals): add usage docs and changelog entry

* style(evals): tidy evaluator metadata and wiring comments

* fix(evals): honor expected arg and classify error metrics

* fix(evals): export get_evaluator and fix shared meta default

* fix(evals): guard provenance check against non-dict metadata

* docs: add objective layer design spec for semantica.evals

* docs: refine objective spec for consistency with AIP Evals semantics

* docs: add implementation plan for evals objective layer

* docs: fix plan tests to use module-level pytest import

* feat(evals): add per-metric objective support to runner

* docs(evals): document per-metric objectives

* docs(evals): fix minimize example threshold to demonstrate pass

* fix(evals): validate objective config shape strictly

* docs(evals): clarify objective examples and Boolean semantics

* fix(evals): honor direction-only minimize, fail fast on objectives, deep-merge case config

- minimize without threshold is now a no-op, matching maximize (issue #1091
  requires thresholds to be optional for both directions)
- objective config is parsed for every case before any target_fn/evaluator
  runs, so an invalid per-case objective rejects the run up front
- per-case evaluator config deep-merges over the global config so a case
  that overrides one setting keeps the run-level objective
- regression tests for all three, plus updated docs/CHANGELOG

Addresses 3 of 4 Qodo findings on #1092 (the 4th, 'result models defined
twice', is a false positive: types live in types.py)

* fix: finalize eval objectives review

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Co-authored-by: Sameer Kadam <sskadam6305@gmail.com>

2026-09-02 18:47:28 +05:30

..

plans

feat(evals): add per-metric objective support to runner (closes #1091) (#1092)

2026-09-02 18:47:28 +05:30

specs

feat(evals): add per-metric objective support to runner (closes #1091) (#1092)

2026-09-02 18:47:28 +05:30