Replaces nested column-major point lookups with a batched iterator that delegates to format-native traversal strategies. The implementation enforces a single pass per matrix type, using row-major iteration for sparse formats and eager collection for packed/columnar layouts while preserving original slot ordering. Memory allocation is optimized by removing `n_cols`-wide buffers in favor of per-row buffering or lazy iteration. Correctness tests verify iterator output against dense baselines across all supported layouts, and architecture documentation is updated to reflect the new format-agnostic query pattern.
Introduces a complete query benchmark track to evaluate performance and verify consistency between dense and sparse index formats. Adds scripts to simulate fixed-size paired-end reads, pack a sparse presence index, execute queries in both modes, and capture wall time and RSS metrics. Includes a verification step that compares outputs by read ID to ensure content identity across parallel processing. Updates build configuration, documentation, and ignore patterns to support the new pipeline for two microbial specimens.
Bumps core dependencies including ndarray, rand, hashbrown, niffler, ureq, sysinfo, indicatif, lru, and remove_dir_all. Adapts source code to accommodate breaking changes by migrating RNG initialization, adjusting HTTP response handling, and replacing the fs4 crate with standard library file locking. Adds a planning document for query benchmarking and sparse index regression tests.
Introduces raw mapping and iteration APIs that bypass membership checks, clarifies variant-specific storage layouts and auto-detection logic, and documents optimized batch access patterns with caller-provided buffers. Removes the outdated obicompactvector_reflexion.md specification to consolidate architectural details into current implementation docs.
Introduces --iqtree-min-freq (default 0.001) to treat low-frequency nucleotide states as missing data during IQ-TREE alignment generation when --free-loss is active. This triggers a recoding pass that folds rare states into the missing symbol, followed by non-informative site removal and alphabet recomputation to maintain output consistency. The change also adds Sankoff model configuration files and updates related tests and documentation.
Replaces premature exponentiation-based row normalization with log-sum-exp arithmetic to prevent tiny probabilities from collapsing to exactly zero. This eliminates spurious infinite costs for valid but rare transitions while preserving correct IEEE 754 semantics for genuinely unobserved pairs. Adds explicit guards against NaN in degenerate rows and includes a regression test verifying finite costs for probabilities as low as 1e-200.
Generates a new CSV output that maps IQ-TREE's compact state symbols to canonical states alongside full-precision empirical frequencies. Updates documentation to clarify that state frequencies sum to 1.0 by design and documents conditional behavior under `--free-loss`. Includes unit tests verifying absent state exclusion, frequency summation, and CSV structure. Also restricts entropy annex resolution to non-monomorphic minorants to eliminate redundant per-genome checks.
Shift monomorphism filtering from the entropy scan layer to a lightweight, annex-only pre-pass. By replacing `Selection::All` with a pre-filtered subset, expensive per-genome resolution is strictly limited to non-monomorphic families. This avoids processing ~98% of minorants that are known to be monomorphic, while preserving positional read speedups for subsequent runs. The change is an internal performance refinement with no public API modifications.
Eric Coissac