Introduces batch retrieval and sub-matrix extraction methods across vector, view, reader, and matrix types. These implementations optimize cache locality by sorting requested indices for sequential memory access before applying an inverse permutation to restore original order. Includes allocation-free variants that populate caller-provided buffers. Updates architecture documentation to define sibling annex persistence in iteration order and clarify pipeline separation.
Introduces `index` and `index_batch` methods for direct MPHF slot mapping without membership validation, alongside four public iterator methods for deterministic traversal of canonical kmers. These are backed by dedicated `KmerIter` and `KmerBatchIter` structs that wrap the underlying unitig file reader. Updates `LayerEvidence::Approx` to eagerly open the unitig reader during initialization, enforcing a clear separation between raw mapping and verified lookup workflows.
Transition the minorant flag from a derived value to a stored field within the family mask, resolving a performance regression where on-the-fly reconstruction consumed significant query time. This change introduces O(1) k-mer reconstruction APIs, shifts minorant computation to the index build phase, and enables direct annex-based statistics. Supporting updates include adopting shared ownership for partition caches and refactoring batch processing pipelines.
Refactor `scan_layer_families` across the siblings module to accept a closure callback instead of returning an intermediate collection. This eliminates eager materialization and per-layer buffering by streaming results directly into genome-specific buffers or tally matrices. The update introduces bounded batch processing and scratch buffer reuse to cap peak auxiliary memory, while preserving existing computational behavior, control flow, and error semantics.
The sibling calculation modules now process layer directories sequentially instead of in parallel. This eliminates concurrent processing overhead and prevents interleaved cache sweeps, improving disk I/O and page-cache locality for partition-grouped data access. Progress bar updates and result accumulation have been adapted to the sequential control flow, while core filtering logic and output structures remain unchanged.
Introduces a dedicated `family_scan` submodule to consolidate per-layer family traversal logic. Centralizes path validation, minorant filtering, and conditional matrix instantiation into a shared `scan_layer_families` function. Updates sibling-annex consumers to leverage the new abstraction, reducing inline scanning code. Adds a test fixture to verify numerical consistency across consumer methods for co-occurrence and base-pair metrics.
Restructure the output files section into categorized subsections with tables. Add explicit mappings between command-line options and generated files. Define CSV matrix conventions, clarify mathematical formulas for distance calculations, and document execution commands for external phylogenetic tools.
Extracts directory cleanup, partition initialization, and finalization into dedicated helper methods within KmerIndex. This centralizes force-flag handling and reduces boilerplate across merge, rebuild, and select workflows. Additionally updates the CLI progress bar template to display an ETA indicator following elapsed time.
Introduce the obikmer name-tree subcommand to map numeric leaf labels in phylogenetic tree exports back to taxon names using a reference FASTA file. Correct the --free-loss flag behavior by removing cardinality transition costs from pairwise cost calculations, ensuring sibling gains and losses are priced identically to whole-family events. Update documentation, configuration parameters, and add reference phylogenetic data files.
Introduces CLI flags for computing pairwise family overlap matrices and filtering genomes below a shared family threshold. Adds a free-loss mode that recodes locus non-detection states to missing data symbols in Sankoff-calibrated alignments, resolving ascertainment bias handling for IQ-TREE. Updates empirical transition parameters, removes the legacy model asset, and extends output writers for CSV diagnostics, FASTA pseudo-alignments, and Newick trees.
The index creation routine now uses the CLI `--force` argument instead of a hardcoded false value, enabling explicit overwrite control. Partition existence checks also verify for the designated subdirectory rather than the root path, ensuring conflict detection and cleanup only trigger when an actual partition layout exists.
Rename the distance CLI subcommand to phylo across the codebase, documentation, and build configurations. Relocate source files from cmd/distance/ to a dedicated cmd/phylo/ module, update all internal routing references, and adjust benchmark scripts and Makefile targets to reflect the new command name.
Establishes foundational infrastructure across multiple crates by introducing unified persistent bit matrix storage with columnar, packed, and implicit variants, alongside De Bruijn graph node encoding and unitig iteration logic. Adds a macro-driven parallel pipeline scheduler featuring NUMA-aware runners, bounded channels, and memory budgets to enforce concurrency limits. Implements streaming nucleotide parsers with pooled page buffers for FASTA, FASTQ, and Genbank formats, complemented by system resource monitoring, progress tracking, and stage profiling utilities. Collectively, these changes provide the core data models, execution frameworks, and I/O pipelines required for downstream k-mer indexing and analysis workloads.
Introduces a new predicate module in obikindex that implements genome metadata predicate parsing, evaluation, and group classification using three-valued logic. Extends the IndexMeta API with methods for single-predicate filtering and group quorum filtering. Updates obikmer command modules to delegate filter construction and matching to the centralized index API, removing local definitions and simplifying call sites.
Convert single-file modules to directory-based layouts across the cmd crate. Decompose the monolithic query command into dedicated submodules for batching, chunk processing, sparse finding, and output formatting. Introduce a new utils module to handle index management operations including statistics reporting, label renaming, and partition analysis.
Introduces a comprehensive documentation set covering theoretical foundations, CLI usage, installation, and system architecture. Adds MkDocs configuration and Makefile targets to generate, serve with live reload, and clean the documentation site. Includes citation styles and bibliography files for academic references.
Replaced the legacy Sankoff parsimony pipeline with a new cardinality-composition decomposition that constructs row-normalized transition probability matrices symmetrized via geometric mean. This ensures reversibility, reduces free parameters from 240 to 120, and guarantees a zero diagonal. Tallies are now explicitly restricted to variable families to align with +ASC-corrected alignment populations. Additionally, fixed `--exclude-genome` handling to re-scan surviving sequences and drop newly monomorphic columns, preventing silent data corruption in downstream tree inference tools.
Integrate in-memory row/column zeroing and alignment filtering across SNP, Sankoff, TNT, and IQ-TREE output paths. Add strict validation for missing labels, implement `write_iqtree` with empirical stationary frequencies, and introduce `--raw-snp-counts` diagnostic CSV output. Update documentation to reflect experimental validation of backbone resolution limits and theoretical considerations for CTMC rate matrices.
Introduce `--iqtree` and `--raw-snp-counts` flags to generate IQ-TREE model files, recoded FASTA alignments, and per-pair diagnostic counts. Centralize alphabet conversion by extracting a precomputed state index lookup table into the Sankoff module, eliminating redundant iterations across downstream adapters.
Replaces external Python glue with native Rust modules for Sankoff model calibration, exporting calibrated cost matrices, FASTA alignments, and YAML parameters. Adds dedicated writers for TNT and PhyG that apply integer scaling and Floyd-Warshall metric closure to enforce triangle inequality. Integrates these exporters into the distance command pipeline to streamline downstream tree inference workflows, while updating theory documentation to reflect IQ-TREE integration and state renumbering improvements.
Implements a calibrated 16-state Sankoff substitution cost matrix and CLI pipeline for evolutionary distance computation, including empirical calibration via saturation-filtered SNP counts. Refactors the sibling scanning stage to use batched transforms for improved synchronization efficiency. Introduces an OS-level advisory directory lock across all index-modifying commands to prevent concurrent write corruption. Updates dependencies and exposes new Sankoff utilities in the public API.
Re-enables the `numa` feature in CI workflows to prevent container/cgroup deadlocks while preserving validation correctness. Fixes concurrent test race conditions by replacing thread-local parameter storage with process-wide atomics and mutex locks. Integrates `tracing-subscriber` for structured logging and adds thread-ID tracking to debug worker lifecycles. Additionally bumps the crate version, updates `.gitignore`, documents experimental evolutionary distance pipelines, and refactors hardcoded test constants.
Disable the `numa` default feature in CI build and test steps to prevent container environment deadlocks, and add comments explaining the cache key salt bump (`v2`) to mitigate incremental compilation corruption. Document a 16-state Sankoff cost matrix derived from set-edit distances, including substitution, gain/loss, and context-disappearance costs compatible with TNT's interface. Bump `obikmer` crate version to 1.1.43.
Updated CI workflow cache keys with a `v2` salt and `Cargo.lock` hash to prevent stale incremental compilation caches and deadlocks, while updating restore keys and documenting interrupted job state. Introduced a 3-way ordinal distance metric framework that replaces ambiguous IUPAC encoding with explicit k-mer scoring, bridging pairwise methods to character-based phylogenetics via Sankoff parsimony. Bumped the `obikmer` crate version to 1.1.42.
Introduce `obisys::effective_parallelism()` to read Linux cgroup v1/v2 CPU quotas from sysfs, preventing thread pool oversubscription in containerized environments. Replace direct `std::thread::available_parallelism()` calls across `obikindex` and `obikmer` with this centralized function. Bump `obikmer` version to 1.1.41.
Introduces a `SnpAlignment` struct and helper methods to construct per-genome SNP pseudo-alignments from sibling k-mer data, filtering monomorphic families and encoding bases as IUPAC ambiguity codes. Exposes the type at the crate root for simplified imports. Adds a `--snp` CLI flag to compute and export these alignments as an IUPAC-coded FASTA file. Updates theory documentation to propose a multi-genome framing approach for joint phylogenetic inference, resolving pairwise correspondence ambiguities through positional homology and partial coverage thresholds. Bumps crate version to 1.1.40.
Exposes RawSnpDistanceOutput and implements KmerIndex::raw_snp_distance() to compute pairwise single-copy locus counts under a paralogy-aware rule. The implementation leverages ndarray for parallel matrix aggregation, producing raw p-distance matrices for sanity-checking. A --raw-snp-distance CLI flag is added to export results as CSV, mapping zero-eligible pairs to NA.
Replaces the explicit `SiblingInfo` struct and 3-bit minorant flags with a derived 4-bit presence mask (`FamilyMask`) that tracks observed bases per family. This eliminates redundant file I/O overhead by introducing a `PartitionCache` for batch lookups, simplifies serialization, and updates all downstream builders, stats computation, and tests to operate on the new bitmask representation. Adjusts CLI output to report deduplicated family sizes instead of histograms, ignores generated CSV files, and updates documentation to reflect the fixed canonical reference and new theory.
Add the `obipipeline` crate and replace sequential scatter/gather logic with a concurrent pipeline using `Flat` and `Transform` stages. Introduce `SiblingAnnexStats` API to compute distributions, and add CLI flags to `distance.rs` for constructing the annex and exporting statistics as CSV.
Introduce the siblingannex module in obicompactvec to store per-slot minorant flags and sibling counts in a memory-mapped annex file. Add a scatter-gather pipeline in obikindex to compute these values across index layers and write them to .psib files. Implement central_canonical_neighbors in obikseq for generating strand-aware k-mer variants around the middle base. Expose rolling statistics in obiskbuilder and update dependency graphs accordingly.
Updates CLI parsing to accept negative integers for count filters, interpreting them as offsets from the group size (e.g., `-1` means all but one). A resolution closure enforces a floor of 1 to prevent unconstrained filtering on small groups. Additionally, refines evolutionary distance documentation to condition comparisons on local homology, replacing union-based Jaccard with a self-contained `SnpTally`. This unified approach streamlines SNP and shared count computation, incorporates paralogy and heterozygosity handling, and enables direct derivation of corrected distance matrices without external dependencies.
Introduces a design specification for inferring substitution rates directly from k-mers with conserved flanks. The document details a memory-efficient implementation that computes 4x4 base-pair tallies using existing MPHF structures, enabling classical corrections without de Bruijn graph materialization. Updates MkDocs navigation to include the new theory page.
Implement the Mash distance metric across the CLI, index, and compact vector traits. This includes adding a `Mash` variant to the `DistanceMetric` enum and `MetricArg` CLI argument, implementing the conversion from Jaccard distances using the standard mutation-rate estimator formula, and updating documentation with supported metrics and algorithmic references. Additionally, add an `entropy` method to rolling statistics for computing order-specific entropy.
Removes circular-reverse complement machinery and explicit k-mer canonicalization across the entropy pipeline. Frequency tallying and Shannon entropy computation now operate directly on raw k-mer values, eliminating prior score inflation and alignment-dependent artifacts while preserving orientation invariance. Updates build scripts to generate normalized lookup tables for k-mer lengths 1–6, restricts the public API to `EntropyTracker`, and bumps crate versions. Documentation is updated to reflect the simplified raw-value approach and revised module structure.
Extracts streaming entropy logic and sliding-window frequency tracking from obiskbuilder into a dedicated obikentropy crate. Introduces an EntropyTracker accumulator for O(1) per-base normalized Shannon entropy, replaces inline rolling statistics with delegated state management, and updates workspace dependencies across obikindex, obikpartitionner, and obiskbuilder. Adds criterion benchmarks to validate the refactored pipeline throughput.
Introduces a MinComplexity filter driven by new CLI arguments, enabling sequence-aware threshold checks during index reconstruction and partitioning. Adds the kmer_entropy module for normalized complexity scoring, updates the KmerFilter trait to evaluate per-kmer context, and refactors test modules for better organization.
Updates Cargo.toml version from 1.1.37 to 1.1.38. Adds explicit memory footprint estimation for the `by_partition` k-mer dedup HashMap by computing capacity-based byte sizes for map slots and stored descriptors. These metrics are logged via `debug!` to track actual memory pressure during chunk processing.
Replace inline `docker run` with explicit container lifecycle management to improve isolation and verify exit statuses. Bump `obikmer` crate version to 1.1.37. Add debug logging for sparse hit structure memory tracking, update chunk memory documentation to reflect the Findere rework, and clarify `BYTES_PER_KMER_PER_GENOME` as a pathological bound for safety tuning.
Replaces the dense `KmerResults` matrix with a sparse `SmerIndex` (`Vec<bool>` + offsets) that tracks k-mer presence independently of per-genome counts. Introduces a new aggregation pass, `sparse_findere_for_genome`, which sorts hits, detects contiguous runs, and applies monotone-deque scans to compute sliding-window minimums. This reduces query complexity from O(n_smers) to O(hits log hits), significantly lowering memory overhead and computational cost for low-density queries. Adds a deterministic PRNG and dense reference oracle in tests to validate correctness against randomized inputs without external property-testing crates.
Refactor the query pipeline into a two-stage MPHF hit-detection pass followed by a column-major matrix fetch to improve cache efficiency. Introduce a QueryHit enum for event-driven callbacks, decoupling hit detection from data population. Add scan/fetch metrics to QueryStats, update Phase 4 architecture docs, and align tests with the new callback signature.
Refactor `QueryBatch` construction to perform canonical k-mer deduplication and partition routing during initialization, eliminating post-batch splitting. Split the `QueryLayer` MPHF lookup into separate `find_slot` and `fill_row` methods, updating callbacks to pass occurrence descriptors instead of indices. Introduce `QueryStats` for tracking MPHF calls and dereplication ratios, and add comprehensive unit tests for batch construction, stats arithmetic, and safe partition handling. Expose new query-layer types in the public API.
Replaces the static 16 divisor with a dynamic overhead_multiplier that scales chunk size based on n_genomes, the --detail flag, and a safety factor. This bounds per-chunk memory usage to ≤50% of available RAM across concurrent workers by accounting for genome-scaled k-mer buffers and optional coverage data.
Replace the flat chunk iterator with a throttled, per-file streaming architecture using `obipipeline::throttle`. The new `GuardedChunkIter` binds file handles to their `ThrottleGuard`, enforcing concurrent open-file limits and tracking active files via an atomic counter. Pipeline stages and the progress spinner are updated to support this resource-aware, parallelized I/O flow.
Introduces an EMA-based throughput meter that dynamically updates a spinner with MB/s rates, along with atomic counters for tracking cumulative bytes and active chunks. Adds final pipeline reporting and consolidates imports for cleaner performance instrumentation.
Clarifies that query processing is fully inlined within `process_chunk` using flat allocations, refining monotone-deque sliding window semantics and `kmer_missing` tracking. Updates `QueryLayer::open` variant precedence and introduces a phased roadmap (Phases 0–6) to address performance bottlenecks through parallel I/O, genome-aware chunk sizing, k-mer dereplication, NUMA-aware matrix fetches, and sparse Findere rework.
Proposes replacing the single-threaded niffler/flate2 pipeline in `obiread::xopen` with `rapidgzip-rs` for local `.gz` files. Details constraints such as path dependencies, non-seekable streams, C++ toolchain requirements, and binding maturity. Marks the optimization as parked pending throughput and correctness validation.
Optimize query serialization by conditionally excluding genomes with zero total matches. This reduces JSON payload size while preserving the label-to-count mapping structure. Updates architecture documentation and bumps version to 1.1.36.
Add header parsing helpers to extract column counts without memory mapping. Update packing functions to verify existing files match current metadata, preventing stale or widened-column artifacts. Extract inline tests in obilayeredmap to an external module and add comprehensive aggregation tests. Bump obikmer to 1.1.35 and clean up repository configuration.
The pairwise matrix functions now explicitly calculate and overwrite diagonal entries using `f(i,i)`, replacing previous implicit symmetric mirroring or default values. Documentation has been updated to clarify that diagonals represent self-comparison weights, ensuring accurate self-similarity calculations. Additionally, the obikmer crate version has been bumped to 1.1.34.
Shifts the NUMA-aware runner from a flat, round-robin model to a per-node architecture using dedicated `NodeActivation` channels. Replaces absolute deltas with relative scaling based on the previous growth step's worker count, decoupling growth from node count to fix slow ramp-up and enforce per-node fairness. Updates architecture documentation to reflect these changes and focus tuning questions on `INITIAL`/`GROWTH_DIVISOR` parameters for I/O-bound validation.
Replaces the monolithic CPU scaling threshold with separate CPU and I/O spawn thresholds. Introduces an `IoSample` struct with platform-specific byte reading and a relative throughput growth heuristic. Adds a 0.1s wall-clock guard to `CpuSample` to suppress artificial efficiency spikes, and updates `maybe_activate` to trigger worker scaling when either resource indicates headroom. Bumps `obikmer` to v1.1.33 and updates architecture documentation.
Removes the `if activate` conditional in `src/obisys/src/lib.rs`, making debug logging and state updates for performance counters execute unconditionally. This ensures tracking metrics are continuously refreshed regardless of the activation threshold. Also bumps the `obikmer` dependency version.
Update the release workflow to explicitly resolve the Docker registry username from repository secrets instead of inferring it from the runner's actor. Bump the obikmer package version to 1.1.30.
Updates the release workflow to run macOS builds inside a Docker container with explicit registry authentication and adjusted artifact paths. Bumps the obikmer crate version to 1.1.29 and adds *.log to .gitignore. Simplifies NUMA worker spawning by lowering the activation threshold from 0.95 to 0.2, replacing complex stateful tracking with a direct efficiency check, and downgrading progress logging to debug level. Includes general code formatting improvements for readability.
Refactor the release workflow to use a structured container object with authenticated pulls for macOS ARM64 builds. Replace single-worker activation with dynamic upfront provisioning based on node and worker counts. Implement an absolute efficiency gain threshold for scaling checks and add early termination to improve adaptive scaling stability. Bump obikmer crate version to 1.1.27.
Replaces the macOS ARM64 cross-compilation container with a custom internal registry image. Adds explicit steps to install the `aarch64-apple-darwin` Rust target and `jq`, and updates the build command to use `--no-default-features`. Bumps the `obikmer` package version from 1.1.25 to 1.1.26.
Replace manual Zig/cargo-zigbuild setup with a pre-configured Docker container (`joseluisq/rust-linux-darwin-builder`). Use explicit Clang cross-compilers for native macOS ARM64 compilation. Bump the `obikmer` package version to 1.1.25.
Bumps the obikmer version in Cargo.toml from 1.1.21 to 1.1.24 and updates Cargo.lock to align with the upstream patch release (1.1.23). This ensures consistent dependency resolution across builds.
Adds MACOSX_DEPLOYMENT_TARGET=11.0 environment variable and updates the cargo zigbuild target to aarch64-apple-darwin11.0 to explicitly require macOS 11.0 for ARM binary compilation.
Disables default features for the `obikindex` dependency and introduces a `[features]` block. The new `numa` feature is set as the default, conditionally enabling NUMA support in `obikindex`.
Update the Gitea release workflow to fetch a full git clone with complete history, ensuring all commits and tags are available for accurate version resolution. This prepares the repository for the standard patch-level release of obikmer v1.1.20.
Restrict the CI pipeline to pull request events only by removing the unconfigured push trigger and eliminating a duplicate pull_request block in the workflow file. Update the Makefile to suppress stderr from the aichat command and introduce a fallback release tag message for robust version tagging. Additionally, bump the obikmer crate version to 1.1.19.
Refactor the Gitea release pipeline to generate releases via API and upload binaries using a shared ID. Automate changelog generation by fetching recent commits with `jj log` and producing markdown notes via `aichat`. Convert `hwlocality` to an optional dependency gated by a default `numa` feature, providing fallback implementations for graceful degradation when NUMA support is disabled. Bump obikmer to 1.1.18.
Replaces the fallible NUMA topology builder with an infallible fallback that synthesizes a single-node UMA configuration on failure or absence. Refactors PartitionRunner to pre-spawn dormant workers and dynamically activate them via CPU efficiency thresholds, replacing static upfront spawning with adaptive scaling. Bumps obikmer crate version to 1.1.15.
Introduces scripts to compute and validate pairwise genomic distance matrices across multiple metrics. Updates the Makefile with build and comparison targets, adds .gitignore rules for generated outputs, and includes test CSV matrices and a Newick phylogenetic tree for validating the distance computation pipeline.
Injects PKG_CONFIG_ALLOW_CROSS=1 into the static binary build step to ensure correct native dependency resolution during musl target compilation with cargo zigbuild. Also updates the obikmer crate version from 1.1.13 to 1.1.14.
Update the obikmer crate version from 1.1.12 to 1.1.13 in Cargo.toml. Additionally, change the Makefile's Git revision specifier from @- to @ to ensure the version tag is applied to the current commit before pushing.
Update Cargo.toml to 1.1.12 for a semver patch release. Refactor the Makefile release target to explicitly retrieve the parent commit hash via `jj log` and apply the tag, replacing implicit working directory tagging. Remove `jj auto-describe` and `--change @` in favor of an explicit `git push origin` for the version tag.
Add the `--break-system-packages` flag to the `pip install ziglang` command in the Gitea release workflow to bypass PEP 668 restrictions on modern Linux distributions. Additionally, bump the `obikmer` crate version from 1.1.9 to 1.1.11 across both Cargo.toml and Cargo.lock.
Bumps the obikmer crate version from 1.1.7 to 1.1.9 in Cargo.toml and Cargo.lock. Updates the Gitea release workflow to dynamically locate the Zig compiler via Python, generating musl-targeted gcc/g++ wrapper scripts installed to /usr/local/bin for static Linux cross-compilation during releases.
Replaces the musl-based static Linux build toolchain with Zig (`ziglang` via pip and `cargo-zigbuild`), removing `musl-tools` dependencies. The workflow now invokes `cargo zigbuild` for cross-compiling the static binary. Additionally, bumps the `obikmer` crate version to 1.1.7.
Bumps the obikmer crate version from 0.1.4 to 1.1.6 in Cargo.toml and Cargo.lock. Updates the Makefile release target to automatically extract the version, create a Git tag, and push it to the remote repository, extending the existing workflow with standard Git publishing steps.
Replaces the intermediate artifact upload step in the Gitea release workflow with a direct REST API call, eliminating unnecessary dependencies and adding `jq`. Also increments the obikmer crate version to 0.1.4.
Update CI workflows to explicitly install the Rust toolchain via rustup and configure musl targets for deterministic static builds in Docker containers. Bump obikmer dependency to 0.1.3. Refactor obicompactvec to reduce peak memory usage by computing column sizes from filesystem metadata, add atomic writes, and implement cleanup guards. Replace parallel iteration patterns in obikindex with a structured PartitionRunner pipeline for simplified error handling and progress tracking.
Adds Gitea Actions for continuous integration and tagged releases, including static musl binary compilation and artifact upload. Introduces a Makefile target to automate semantic version bumping and publishing. Bumps the package version to 0.1.1 and enables automatic `--version` output via Clap.
Integrates an obisys::Reporter across indexing and command modules to capture execution metrics. Replaces discarded timer stops with explicit rep.push() calls, adds timing instrumentation for the pack stage, and prints collected reports after each selection branch.
Adds the `obitaxonomy` crate to parse and validate hierarchical taxonomy paths using a strict `taxonomy:/name@rank/...` syntax. Replaces generic string-based path matching in predicates with structured `TaxPath` and `TaxPattern` types, enforcing explicit anchor constraints and rank-aware semantics. Updates filtering documentation to clarify optional leading slashes and segment-boundary matching rules.
Introduces a Make-based orchestration for simulating, indexing, merging, filtering, and verifying k-mer counts and presence. Exposes internal builder and iterator APIs publicly, enforces mandatory leading slashes for predicate patterns, registers the `obitaxonomy` crate, and updates tooling configurations alongside documentation.
Introduces `new_ones` and `add_col_ones` methods to directly initialize all-ones bit vectors and matrix columns. This replaces redundant initialization sequences that created zero-filled structures and applied bitwise NOT, with a single pass that writes contiguous 0xFF bytes to disk. The change eliminates inversion overhead, streamlines test setup, and improves performance for filter mask intersection logic while preserving identical semantics.
Refactor bitmatrix, colgroup, and layer modules to replace manual iteration with concise `or_where` predicates and bulk inversion calls. This simplifies the codebase and leverages optimized internal implementations for improved performance.
Adds `FilterMask` and conditional bitwise methods (`*_where`) to `obicompactvec` for composable column-based slot filtering. Extends `obikpartitionner` with a `MatrixGroupOps` trait and `column_mask_expr` method to express aggregate constraints as vectorized masks. Refactors matrix builder management into a unified `Builders` enum and introduces `try_compute_combined_mask`, enabling O(1) slot checks and skipping unnecessary row reads during partitioning and rebuilding passes.
Expands MatrixGroupOps with partial_group_min/max helpers for bitwise reductions and introduces add_col_from methods to persist external vectors as matrix columns. Refactors column aggregation in the partitioner to leverage these group operations directly, replacing iterative row processing with simplified builder lifecycle management and explicit metadata serialization.
Replace trait-based API documentation with concrete, zero-copy view structs and update all associated diagrams. Refine algorithmic descriptions for sentinel handling, overflow stores, and bulk operations. Clarify temporary file lifecycles and group-chunking strategies to support memory-efficient parallel aggregation.
Refactors column and matrix access to use unified `BitSliceView` and `IntSliceView` abstractions, replacing legacy `PackedCol`/`IntColView` types. Introduces `BitSlice`/`IntSlice` traits for zero-copy, trait-based bitwise and arithmetic operations across persistent and temporary vector types. Removes deprecated in-memory `MemoryBitVec` and `MemoryIntVec` implementations and their tests, while updating dependent crates to use the new view-based API and `BitSliceMut` trait.
Introduces `TempCompactIntVec` and `TempBitVec` as temporary, file-backed intermediates to replace eager in-memory vectors, enabling OS-level paging under memory pressure. Updates the `MatrixGroupOps` trait to return `io::Result` types, allowing proper error propagation and supporting chunked accumulation for large column groups. Includes builder patterns with `.freeze()` finalization, automatic `TempDir` cleanup on drop, and necessary test updates to handle the new fallible signatures. Also fixes `Cargo.toml` section ordering.
Introduce the `ColGroup` struct and `MatrixGroupOps` trait to manage named subsets of column indices and perform additive aggregations (count, sum, any). Implement these operations for `PersistentBitMatrix` and `PersistentCompactIntMatrix`, applying size-optimized branches for presence counts and direct accumulation for small groups. Additionally, add a `mask_with` trait method that efficiently zero-sets elements based on a mask, optimized for sparse masks with O(n_zeros) complexity. Include comprehensive tests covering overflow handling, slot masking, and result additivity across partitioned data.
This commit introduces `BitColView` and `IntColView` to abstract over Columnar and Packed storage formats, implementing `BitSlice` and `IntSlice` for uniform column access. It adds `col_view()` accessors to `PersistentBitMatrix` and `PackedCompactIntMatrix`, explicitly panicking on implicit variants. The new types are publicly re-exported, and unit tests are added to validate per-element retrieval, aggregation methods, and parity with the original columnar representation.
Add Mermaid diagrams to visualize the trait hierarchy, compact int storage layout, and SIMD-vectorizable arithmetic operations for MemoryIntVec and PersistentCompactIntVec. Also document concrete type structures and planned layer/partition composition rules to improve documentation clarity.
Document the two-tier compact integer encoding, BitSlice/IntSlice trait hierarchy, and SIMD-friendly O(n+k) algorithms. Include details on concrete memory and persistent vector types, matrix aggregation traits, and planned group-filtering APIs.
Refactor `cmp_scalar`, `min`, `max`, `add`, and `diff` to operate directly on the primary byte array, deferring overflow slot resolution to a secondary pass. This eliminates HashMap lookups in the hot path and enables SIMD vectorization. Add six unit tests to validate correct promotion and demotion between storage slots when values cross the 255 threshold.
Implemented `sum()`, `count_nonzero()`, and `iter()` to complete the numeric vector interface. The builder now computes aggregate values across memory-mapped regions and overflow entries, while the reader delegates these operations to its inherent methods. The iterator provides zero-copy access to underlying `u32` elements.
Refactor `BitIter` to process `u64` chunks using word-aligned shifts instead of byte-level operations. Introduce a dedicated `MemoryBitIter` for `MemoryBitVec`, updating its `iter()` and `IntoIterator` implementations accordingly. Hide `MemoryBitIter` from the public API to narrow the crate's interface, while leveraging explicit alignment guarantees for safer and more efficient bit extraction.
Centralizes overflow handling and improves modularity by replacing manual mmap indexing and row loops with composable iterator patterns. This change leverages Rust's iterator traits for efficient, idiomatic column traversal while encapsulating data access in a dedicated view struct.
Refactors bit manipulation and distance calculations to leverage standardized `BitSlice` traits, replacing manual byte/word logic with safer, reusable methods. Extends `IntSlice` and `IntSliceMut` traits to expose direct memory-mapped access and overflow management, enabling efficient bulk data extraction and serialization. Replaces manual bit-shifting loops with optimized table-based unpacking and adds population count and distance metric methods for improved performance. Updates `PersistentBitVecBuilder` with file tracking and safe flushing, and aligns test imports with new trait bounds.
Introduce `byte_sum` and `byte_count_nonzero` to efficiently aggregate compact-int byte slices, bypassing per-element decoding and overflow map lookups. Refactor `sum()` and `count_nonzero()` across the matrix, reader, and traits modules to use direct memory-mapped slice iteration and idiomatic Rust iterators. Additionally, expose `MemoryIntIter` publicly and implement `IntoIterator` and `IntSlice` for `MemoryIntVec` to enable standard iteration and delegate aggregation to the new helpers.
Refactor parallel matrix construction by extracting reusable `pairwise_matrix` and `pairwise2_matrix` helpers, and consolidate binary record deserialization into dedicated parsing functions. Add `set` and `iter` methods to `BitSliceMut` and `MemoryBitVec` for ergonomic bit manipulation and iteration. Standardize JSON field extraction via `meta::field`, expose `MemoryBitIter`, and improve test reliability by automatically cleaning up temporary directories.
Introduce `MemoryBitVec` and `MemoryIntVec` for efficient in-memory storage with hybrid compression and overflow handling. Implement `BitSlice`, `BitSliceMut`, `IntSlice`, and `IntSliceMut` traits across persistent and memory-backed types to enable generic slice operations and bitwise/arithmetic overloads. Add `col_persist` and `col_as_memory` methods to `BitMatrix` and `IntMatrix` for efficient column extraction. Align with the new single-pass rebuild architecture by supporting fast kmer filtering and matrix rebuilding. Includes comprehensive tests and profiling instrumentation for the packing phase.
Replaces `rayon` parallel iteration across index, rebuild, reindex, and select modules with a custom `PartitionRunner`. This introduces NUMA-aware task distribution with CPU pinning and round-robin scheduling, eliminating `Arc`, `Mutex`, and atomic synchronization primitives in favor of a flat, pre-spawned worker architecture. Error handling is simplified via `.map_err()` and the `?` operator, while progress bar updates are decoupled into dedicated callbacks.
Replaces `rayon` parallel iteration across index, rebuild, reindex, and select modules with a custom `PartitionRunner`. This introduces NUMA-aware task distribution with CPU pinning and round-robin scheduling, eliminating `Arc`, `Mutex`, and atomic synchronization primitives in favor of a flat, pre-spawned worker architecture. Error handling is simplified via `.map_err()` and the `?` operator, while progress bar updates are decoupled into dedicated callbacks.
Eric Coissac