Preserve Species-GA population under clone backfill#47
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Summary
Fixes #27.
Species-GA survival now tracks protected members by their pool index instead of dataclass value equality. Clone-heavy pools can therefore backfill with distinct pool entries even when candidates, values, and scores are equal. The same survival pass also prioritizes species seeds before same-species crowd members when protected entries exceed
population_size.Root cause
The backfill path used
member not in protected_population, which calls dataclass equality. In clone-heavy generations, every value-equal clone was excluded from backfill, so the population could shrink belowpopulation_sizeand later fail tournament selection. The truncation path also sliced protected entries in flatten order, which could drop a later species seed behind an earlier species crowd member.Validation
uv run --python 3.11 --extra test pytest tests -quv run --python 3.11 --extra test ruff check pyproject.toml src testsuv run --python 3.11 --extra test basedpyright src testsuv run --python 3.11 --extra test mypy src/varioptstill reports the existing scipy/joblib missing-stub errors only.