Enable approximate k-mer indexing via the `--approx` flag, computing an effective k-mer size of `k - z + 1` and configuring the appropriate indexing mode with validated probabilistic parameters. Refactor the Findere z-window filter in the query command to improve performance and correctness by replacing the precomputed vector with a lazy closure, optimizing cache locality, and fixing a variable naming bug.
Extracts chunk processing into a dedicated function and introduces a QueryData enum with unsafe Send/Sync implementations to safely distribute Rope chunks across worker threads. Replaces nested iteration with a flat iterator and parallel block processing. Adds CLI argument parsing for presence, threshold, and detail flags to configure the pipeline.
Introduces a unified NucStream abstraction with NucPageCursor for byte-offset tracking and MIME-type dispatch to instantiate format-specific parsers. Exposes nuc_stream and open_nuc_stream APIs that return boxed, Send-compatible iterators. Additionally, adds a comprehensive test suite covering chunk boundary alignment, FASTA/FASTQ record parsing, sequence normalization, and edge cases such as CRLF line endings, @ in quality strings, and multi-slice rope processing.
Replace the existing chunk and Rope-based processing pipeline with a fixed-size NucPage architecture. Introduce a new nucstream module featuring buffer-pooled, in-place parsing that auto-detects and decompresses FASTA/FASTQ/GenBank inputs into normalized ACGT streams with k-mer overlap preservation. Update obikmer scatter and superkmer stages to consume NucPage iterators and cursor-based navigation, eliminating std::io::Read dependencies and optimizing memory management. Add a configurable max_open_files CLI argument and update implementation documentation to reflect the new record vs. stream reading paths.
Introduce the `obiread` crate with a streaming byte normalizer that processes FASTA, FASTQ, and GenBank files using a 64 KiB ring buffer for O(1) memory usage. Integrate this crate into `obiskbuilder` to provide `SuperKmerStreamIter`, enabling memory-efficient superkmer traversal with rolling entropy and minimizer-based cut conditions.
Introduces `CommonArgs::validate()` to enforce strict constraints on `--kmer-size` (odd, 11–31), `--minimizer-size` (odd, 3–k−1), and `z` (strictly less than k). This validation is applied at the entry point of the `superkmer` and `index` commands to prevent invalid configurations, avoid palindromes, prevent u64 overflow, and ensure positive effective indexing sizes. Documentation is updated to reflect these runtime checks and immediate termination on invalid input.
Introduces the `--findere-z` CLI flag to override the index's sliding window parameter and implements `apply_findere` to filter k-mer hits using a z-consecutive positions window. Adds structural support for `--detail` mode, including per-sequence k-mer offsets, conditional allocation of per-position coverage vectors, and JSON serialization. Updates architecture documentation, CLI references, and annotation schemas to align with the new implementation, resolving prior discrepancies with `--detail` and `--mismatch` flags.
Added `is_empty()`, `clear()`, and `iter()` methods to the rolling statistics buffer to enable standard traversal and state reset operations. Documented genome label constraints, specifying forbidden characters, empty label rejection, space quoting requirements, and auto-derived label bypass rules. Additionally, updated doc comments and added `#[allow(dead_code)]` attributes for `kmer_offset` and `n_kmers` fields to suppress compiler warnings while reserving them for future `--detail` coverage vector logic.
Introduces a `utils` CLI subcommand to enable in-place genome label renaming without full reindexing. Adds strict label validation to reject empty strings, filesystem separators, and control characters, ensuring safe CSV serialization. Updates index metadata, renames corresponding spectrum JSON files, and registers the command in the main dispatch logic. CLI reference documentation is also updated.
Update CLI validation to require at least 10 input paths, defaulting to stdin (`-`) when the argument list is empty. Refactor the path iterator to explicitly recognize the stdin sentinel, bypassing extension validation and directory expansion to ensure direct passthrough to the file buffer without triggering `stat()` or recursive traversal.
Centralizes index configuration by storing a single `IndexMode` (`Exact`, `Approx`, or `Hybrid`) in `PartitionMeta`, eliminating per-layer metadata files. Introduces a `Hybrid` evidence mode and an `--approx` CLI flag to toggle between exact and probabilistic indexing. Refactors the build and query pipelines to dynamically dispatch based on the configured mode, deferring `.idx` generation to Pass 2 and only requiring it for Exact/Hybrid modes. Updates layer opening to load appropriate data structures, enforces strict parameter validation during merges, and clarifies performance trade-offs in documentation.
Replace EvidenceKind with IndexMode (Exact, Approx, Hybrid) across layer construction and query dispatch. Update PartitionMeta and LayerMeta serialization to centralize index-wide configuration. Add flexible push_layer overloads to LayeredMap for dynamic index expansion without full rebuilds. Improve UnitigFileReader to gracefully fallback to sequential scanning when indexes are missing, eliminating panics.
Replaces parallel random-access unitig iteration with a sequential mmap-based iterator for MPHF construction, eliminating the build-time `.idx` dependency by deferring index generation until after persistence. Updates `CLAUDE.md` to treat existing code as a hypothesis, mandating proactive removal of obsolete legacy constructs rather than preserving them out of inertia.
Introduce a secondary layer iteration to open `SrcLayerData` alongside the unitig reader for concurrent metadata access. This refactors the merge routine to handle kmer deduplication and per-layer data initialization simultaneously. Also corrects a typo in `rebuild_layer.rs` where `openopen_sequential` is renamed to `open_sequential`.
Refactored `MphfLayer::build` to accept an `EvidenceKind` parameter, routing to exact (index-based, parallel MPHF, writes `evidence.bin`) or approximate (sequential mmap iterator, writes `fingerprint.bin`) pipelines. Introduced `CanonicalKmerIter` for memory-mapped, chunked k-mer iteration with O(1) resets via `Arc<Mmap>`. Updated layer and map APIs to forward evidence kind, added `push_layer` for count matrices, and adjusted tests and public exports accordingly.
Refactor `Kmer`, `SuperKmer`, and chunk reader into optimized, generic representations with compile-time length parameters and bitwise operations. Update the pipeline and scheduler to support batch processing, 1→N flat transformations, and multi-source merging. Introduce an approximate evidence mode using b-bit fingerprints and `.idx` files, alongside existing exact mode. Update CLI documentation, minimizer selection, and query output schema accordingly.
Restructure architecture documentation to reflect the decoupled `MphfLayer` design wrapped by `LayeredStore<S>` and enforce strict multi-genome column invariants. Introduce the approximate index architecture, replacing exact `evidence.bin` with compact `fingerprint.bin` using B-bit fingerprints and z-consecutive k-mer matching. Update CLI flags, add `reindex`/`estimate` workflows, and refactor APIs to support separate exact/approximate evidence handling. Finally, provide a comprehensive on-disk layout specification, including the pipeline state machine, JSON schemas, binary formats, and refined Strategy B unitig evidence details.
These files catalog test coverage for Rust modules across architecture, implementation, and theory sections. They track recent structural changes, flag areas prone to documentation drift, and mandate verification of key parameters and routing logic to maintain alignment with the active codebase.
Bypasses bitwise shift and mask operations when `block_bits == 0`, directly indexing `self.block_offsets[i]` instead. This eliminates unnecessary arithmetic overhead for single-block cases while preserving the original block-based offset calculation for larger block sizes.
Propagate configurable block size (`block_bits`) through index and layer construction to control unitig chunking and optimize memory/performance trade-offs. Introduce an in-place `reindex` command and library method to convert indices between exact and approximate evidence formats. Add validation to reject merging indexes with mismatched evidence types, and update parallel kmer counting to use `AtomicUsize` for thread-safe aggregation. Includes CLI argument parsing, metadata persistence, and updated tests.
Introduces a new `estimate` CLI subcommand to calculate bloom filter size, evidence bits, and false-positive rates for approximate indexing. Updates the index building and querying pipelines to support both exact and approximate evidence types via a unified `EvidenceKind` abstraction. Refactors `MphfLayer` and partition index builders to route operations based on the selected evidence mode, and adds the required `obilayeredmap` dependency.
Introduces `EvidenceKind` and `LayerMeta` structs to manage per-layer evidence configuration and false-positive parameters. Adds JSON serialization for layer metadata persistence and updates `build_approx_evidence` to accept a `z` parameter for consecutive k-mer thresholds. Exposes these types publicly and documents a future `aggregate` command for merging index matrix columns.
Introduce a new `fingerprint` module that stores packed B-bit vectors via memory-mapped files. Expose the module publicly and add `build_approx_evidence` to `Layer` and `MphfLayer` for generating compact `fingerprint.bin` files. Implement `find_approx` for fast, probabilistic kmer lookups using configurable bit-widths. Update dependencies to `bitvec` v1 and add `cacheline-ef`, `epserde`, and `memmap2` to support the new storage and serialization logic.
Decouple index generation by introducing `build_unitig_idx()` for retroactive `.idx` creation and optional immediate writing on close. Add `open_sequential()` for index-less iteration while enforcing index requirements for random access. Refactor the MPHF layer to pre-generate the unitig index for parallel random access, integrate `rayon` for k-mer processing, and enforce mapping integrity via duplicate slot validation. Additionally, implement `build_exact_evidence()` to reconstruct evidence from existing artifacts, and update tests to leverage the new index generation and simplified k-mer iteration helpers.
Replaces the hardcoded BLOCK_SIZE constant with a configurable block_bits parameter, enabling variable index granularity to balance index size and sequential scan cost. Both the reader and writer now store block_bits and a precomputed mask for branchless offset arithmetic, while the index file format is upgraded to UIX3 to persist the configuration. Comprehensive unit tests verify serialization, chunk offset indexing, random access consistency, and kmer count accuracy across various block sizes.
Replace the dense per-chunk offset index with a sparse block-sampled structure (64 chunks per block), reducing the index file size by approximately 300× while preserving O(1) k-mer extraction. Introduce a design document for eliminating the `evidence.bin` file, which accounts for ~66% of the lookup layer, by transitioning to fingerprint-based approximate indexing and value-based MPHF lookups. Update MkDocs navigation to include the new documentation and add a file count tracker to the scatter step progress bar for improved observability.
Introduces a thread-safe, RAII-based throttling mechanism (`throttle_paths`, `FileSlots`, `SlotsGuard`) to enforce a new `max_open_files` configuration limit. This replaces direct file opening in the scatter and superkmer pipelines with a concurrency semaphore that automatically releases handles upon completion, preventing resource exhaustion and deadlocks during concurrent I/O.
Introduces a `max_open_files` CLI argument (default: 20) to cap concurrently open input files during scatter operations. The scatter phase now parallelizes sequence file partitioning across worker threads while enforcing a configurable concurrency limit using a custom semaphore and `GuardedIter` wrapper. This ensures bounded resource usage and prevents file handle exhaustion during index construction.
Add an explicit `PathBuf` type annotation and consolidate the "indexing" info log with the chunk-opening logic. This reduces pipeline boilerplate by keeping the logging directly in the initial stage closure.
Instrument index and scatter stages with `tracing::info` to log input file paths for better runtime observability. Additionally, optimize the path iterator by replacing redundant `is_dir()` checks with explicit `is_file()` validation and deferring metadata resolution, eliminating unnecessary `stat()` syscalls and improving traversal performance on high-latency network filesystems like Lustre and NFS.
Explicitly add `bzip2-sys` and `liblzma-sys` with the `static` feature to the `obiread` crate. This enforces static linking for BZ2 and LZMA/XZ backends, eliminating runtime dynamic library dependencies and ensuring consistent binary distribution.
This commit replaces raw string genome labels with a structured `GenomeInfo` type for better metadata tracking. It adds a `--meta` flag to the index command, and implements a new `annotate` CLI subcommand to import metadata from CSV files or export it via `--dump`. Distance and shared-count matrices are now serialized to CSV, with UPGMA clustering trees exported as Newick files. Query outputs now include per-genome k-mer match counts in JSON, while fixing syntax and variable naming issues in index merging and dump generation.
This change introduces the `query` CLI command and its supporting infrastructure for sequence-to-genome mapping and k-mer matching. It adds a `QueryLayer` abstraction backed by MPHF and persistent matrices, exposes the index partition for direct querying, and implements `Hash`/`Eq` for `RoutableSuperKmer`. The command ingests sequence batches, deduplicates superkmers, routes them to index partitions for parallel exact or 1-mismatch matching, and outputs results as FASTA records annotated with JSON metadata. Includes `serde_json` dependency addition, module exports, and documentation updates.
This commit introduces CLI argument parsing for the `superkmer` command via a new `SuperkmerArgs` struct. It also adds a `partitions_to_bits` utility to compute the minimum bit width for partition encoding, enforcing a 1-bit floor. Finally, the index configuration automatically rounds the partition count up to the nearest power of two to ensure compatibility with bitmask-based indexing operations.
This commit introduces a new `rebuild` CLI subcommand that reconstructs an existing multi-layer k-mer index into a compact, single-layer index. It implements a configurable filtering pipeline supporting min/max genome fraction/count and total count thresholds, parallel partition processing via `rayon`, and CLI progress tracking. The change also restructures module declarations across `obikindex` and `obikpartitionner` to integrate the new rebuild and layer-handling logic.
This commit introduces a new `distance` CLI subcommand that computes pairwise genomic distance matrices using configurable metrics (Jaccard, Hamming, Bray-Curtis, Euclidean, and Hellinger). It optionally generates phylogenetic trees (NJ or UPGMA) in Newick format and outputs results as CSV. The implementation adds a robust distance computation backend that dynamically routes to optimized backends based on index configuration, supports parallel iteration, and gracefully handles missing data. Additionally, it adds a `dump` task for exporting k-mer to genome mappings as CSV, introduces an `InvalidInput` error variant, updates dependencies to support numerical operations and tree construction, and performs minor module reorganizations.
Implements a new `merge` command that aggregates k-mer counts and presence/absence matrices from multiple source indices using a parallelized, partition-based algorithm. Adds CLI progress bars and execution timing across the bootstrap, spectrum rebuild, and merge phases. Updates logging to report the aggregate genome count and introduces a bounds check in the perfect hash layer to safely return `None` for unknown k-mers, preventing out-of-bounds access in downstream operations.
This commit enhances the CLI and index pipelines by introducing `--force-presence` to normalize output to binary values, `--debug` to expose partition and layer metadata, and `--rename-duplicates` to automatically disambiguate overlapping genome labels. It updates the partitioner and index layers to auto-discover layers, persist `meta.json` for single-genome builds, and fix per-source column offsets during merging. A `DuplicateGenomeLabel` error variant is also added, and stale directories are properly managed in presence/absence mode.
This change introduces a new `dump` subcommand that exports all indexed k-mers to a CSV stream. The implementation spans multiple crates, adding core export logic to `obikindex` and partition iteration to `obikpartitionner`. The command supports a `--force-presence` flag to output binary presence/absence data instead of stored counts, and includes necessary module registrations and structural updates across the codebase.
Introduces a new `merge` CLI subcommand and underlying implementation to consolidate multiple pre-indexed k-mer indexes into a single output. Adds `append_column` methods to persistent bit and int matrices to enable incremental genome column expansion without rebuilding the MPHF. Includes new error variants for index readiness and configuration mismatches, adds a `--force` flag to the index command, and updates documentation and navigation structure accordingly.
Added implementation specifications for the `merge` operation, detailing parallel partition processing, I/O paths, and kmer matrix aggregation across multiple indexes. Integrated an `indicatif` progress bar into the `rayon` parallel loop to monitor processing position, throughput, ETA, and recent partition duration.
Replace the single `kmer_spectrum_raw.json` output with per-partition JSON files in a `spectrums/` directory. Add a `keep_intermediate` parameter to control intermediate file cleanup, and introduce a `write_spectrum` helper for serialization. Update the completion sentinel to `count.done` and align state documentation accordingly.
Refactors obikindex and obikpartitionner to delegate index construction to a new layered MPHF implementation. Adds resume-safe building with abundance filtering and count persistence, while introducing a PartitionMeta struct for JSON configuration persistence. Updates OKIError to wrap layer-specific errors, replaces single-path extraction with full path collection and logging, and registers new internal dependencies across the workspace.
Extracted core indexing logic, state tracking, and metadata management into a new `obikindex` crate. Refactored the `index` and `unitig` commands to leverage the `KmerIndex` abstraction and state-driven pipeline transitions. Removed obsolete CLI subcommands (`count`, `fasta`, `longtig`, `partition`) and their associated pipeline steps. Updated FASTA writing utilities for single-line output and deterministic identifiers, and refreshed workspace dependencies.
Extracts the scatter, dereplicate/count, and index pipeline stages into a new `steps` module to improve modularity. Centralizes partition directory path construction by introducing a `part_dir()` helper, replacing manual string formatting across multiple command files. Adds `--with-counts` and `--keep-intermediate` CLI flags to the index command and fixes a typo in the `partition_dir` parameter name.
Introduces comprehensive progress tracking and timing instrumentation using indicatif and obisys::Reporter/Stage. Adds an EMA-based throughput calculator for the scatter phase and wraps parallel progress bars in Arc<Mutex> for thread-safe concurrent updates across all pipeline stages.
Introduce the `index` CLI subcommand, implementing a resumable, multi-stage pipeline to partition, dereplicate, and count kmers from input sequences. The command builds a layered de Bruijn graph index per partition, applies optional abundance filtering, and persists unitigs alongside an MPHF-based count matrix. Update `Cargo.toml` and `Cargo.lock` to include new dependencies (`epserde`, `ptr_hash`, `cacheline-ef`, `obicompactvec`, `obilayeredmap`) required for the index builder, and refresh the profiling data files.
This commit shifts entropy and lookup table generation to compile time via a new build script, eliminating runtime overhead. It replaces heap-allocated queues in rolling statistics with a stack-allocated, const-generic ring buffer for cache-friendly operations, and implements `size_hint` on `SuperKmerIter` for efficient iterator consumption. Additionally, it establishes the baseline profile configuration and sets global k-mer parameters.
Add `indicatif` v0.17 to `obikmer` and `obikpartitionner` to instrument CLI workflows with real-time progress tracking. The changes integrate progress spinners and bars into the batch processing and parallel kmer counting loops, displaying processed base pairs, throughput rates, and elapsed time. Updates occur every 0.1s to enhance observability without modifying core partitioning logic.
The outer partition loop already saturates parallelism, making parallel PHF construction redundant and causing Rayon thread pool contention. This change switches to a sequential variant to improve performance. Additionally, explicit error handling is now added for construction failures, while preserving the existing mmap-backed kmer slice.
The previous `major_faults > 10` check is unreliable on macOS, as it counts file-backed mmap page-ins rather than true memory pressure. This change replaces it with `swaps > 0`, a more accurate cross-platform indicator of RAM exhaustion. The swap diagnosis message is also updated to clarify that the working set exceeds available RAM, and comments are added to document this rationale.
Added obisys as a local dependency and integrated its Reporter and Stage instrumentation into the partition command. Each major phase (scatter, dereplicate, and kmer-counting) is now wrapped in timing blocks, with aggregated execution times printed to stdout upon completion.
Establishes the `obisys` crate using Rust 2024 and the `libc` dependency. Introduces a lightweight profiler that captures wall-clock time and `getrusage` system metrics per pipeline stage. Automatically computes parallelism and efficiency ratios, detects bottlenecks such as memory pressure and disk I/O, and prints a formatted diagnostic summary to stderr.
Replace in-memory hashing with a disk-backed external merge sort and `PersistentCompactIntVec` to drastically reduce peak RAM. Unify both phases using a custom `PtrHash` MPHF, eliminating `GOFunction` and `boomphf`. Introduce a concrete three-step `count_partition()` pipeline with adaptive chunk sizing based on available system memory. Update dependencies to `memmap2`, `ptr_hash`, and `obicompactvec`. Additionally, document strict genomics-only memory constraints and enforce an architectural feedback workflow requiring explicit user authorization before structural changes.
Formalize the two-phase MPHF indexing architecture and update Phase 6 to use `evidence.bin` for direct kmer extraction. Simplify the evidence and unitig storage layouts to flat packed formats enabling O(1) random access. Introduce aggregation traits (`ColumnWeights`, `CountPartials`, `BitPartials`) to support additive distance metric decomposition across partitions. Narrow the documented scope from metagenomic to individual genome datasets, and replace speculative open questions with concrete implementation specifications.
Extracts MPHF construction, evidence encoding, and unitig I/O into a new `MphfLayer` module. This removes direct dependencies on `Evidence`, `PersistentBitMatrix`, and `PersistentCompactIntMatrix` from `Layer`. The `query` method is simplified to perform direct MPHF lookups, while build logic and serialization are consolidated within the new module.
Introduces ColumnWeights, CountPartials, and BitPartials traits to compute and finalize partial distance matrices. Implements these traits for PersistentBitMatrix, PersistentCompactIntMatrix, and a new LayeredStore<S> wrapper that aggregates metrics across layers via parallel reduction. Adds ndarray for numerical aggregation and updates architecture documentation to reflect the trait-driven design and pending refactoring roadmap.
Add comprehensive documentation for the `obilayeredmap` crate, `PersistentCompactIntVec`, `PersistentBitVec`, and the hierarchical k-mer index architecture, including sidebar navigation updates across all documentation pages. Refactor the Bray-Curtis distance computation in `obicompactvec` to decouple numerator and denominator calculations, replacing direct pairwise calls with explicit loops over precomputed sums. Update tests to verify column sum accuracy and align with the simplified API.
Introduces parallel `count_ones` for `BitMatrix` and parallel column-sum aggregation alongside three pairwise distance constructors (Bray-Curtis, Euclidean, Hellinger) for `IntMatrix`. These methods support partial, layer-wise data by accepting precomputed global column sums for normalization, enabling additive decomposition across partitions. Includes unit tests verifying mathematical equivalence and partition additivity.
Introduce parallel distance matrix generation using `ndarray` and `rayon` for both `BitMatrix` and `IntMatrix`. Adds full and additive-partial variants for Jaccard, Hamming, Bray-Curtis, Euclidean, and Hellinger metrics. Includes comprehensive unit tests verifying matrix symmetry, zero diagonals, and numerical correctness against pairwise calculations.
Introduces `partial_jaccard_dist` to return raw intersection and union counts, improving Jaccard distance flexibility. Corrects `not()` to explicitly zero padding bits in the final word, ensuring accurate bit-counting for partially-filled words. Adds an optimized `build_from_counts` constructor.
Introduces `PersistentBitMatrix` and `PersistentCompactIntMatrix` to replace single-file vector storage with a column-major, directory-based layout. Each column is persisted as an individual file alongside a lightweight `meta.json` for dimension tracking. Migrates `obilayeredmap` to use these multi-column structures, updating Rust APIs, query return types, and build signatures. Includes comprehensive documentation, unit and integration tests for persistence and accessors, and refactors distance calculation helpers.
Replace the hardcoded `Counts` module with a generic `LayerData` trait, parameterizing `Layer` and `LayeredMap` over arbitrary payload types. This decouples read-path access from build-path logic, enabling both set membership and count-based indexing via `PersistentCompactIntVec`. Adds the `obicompactvec` dependency, implements streaming layer construction, and expands test coverage for persistence and multi-layer resolution.
Introduces PersistentBitVec, a dense, memory-mapped bit vector optimized for bulk u64-word operations and SIMD acceleration, complete with bitwise operators and Jaccard/Hamming distance metrics. Upgrades PersistentCompactIntVec to a unified .pciv format using 64-bit indices and offsets, consolidating the binary layout and updating builder/reader lifecycles accordingly. Adds corresponding documentation, updates MkDocs navigation, and implements a comprehensive test suite for persistence round-trips, edge cases, and metric accuracy.
Adds a `sum()` method to compute the aggregate of all elements using u64 arithmetic to safely handle potential overflows. Introduces a `sumadd()` method for element-wise addition into the builder, enforcing strict length equality and using `checked_add` for safe accumulation. Includes unit tests to verify correct aggregation and overflow safety.
Refactor `PersistentCompactIntVecBuilder` to replace in-memory `Vec<u8>` with `MmapMut` for primary storage. Decouples initialization from finalization by updating `finalize_pciv` to truncate, append overflow data, and overwrite the header placeholder. Adds file path tracking via a new `path()` accessor, implements `build_from` for efficient copying, and introduces arithmetic/set operations (`min`, `max`, `sum`, `diff`). Expands test coverage for persistence roundtrips, mutations, iteration, and the new vector operations.
Add an `Iter` struct that implements `Iterator` and `ExactSizeIterator` to enable idiomatic traversal of `&PersistentCompactIntVec`. The iterator maintains `slot` and `overflow_pos` state to correctly yield `u32` values from both primary and overflow memory regions. Includes three unit tests validating iteration correctness against direct indexing, accurate `len()` tracking, and proper reference-based iteration.
Refactors the storage format to separate primary and overflow data into distinct files. Introduces a cache-friendly sparse index with dynamically computed step and entry counts. Consolidates dual memory-mapped regions into a single file with explicit header parsing and validation, replacing unsafe slice casting with direct byte-offset indexing. Updates the test suite to accommodate the new file structure.
Introduce the `obicompactvec` crate, featuring a two-tier, memory-mapped integer vector that uses a primary `u8` array with a sentinel for overflow dispatch and a sparse L1-resident index for fast random access. Implement builder and reader modules with zero-copy serialization and comprehensive test coverage. Update `obilayeredmap` to replace the default hash function with a cache-line-optimized `Mphf`, adding explicit bounds checking and duplicate-slot detection. Add documentation for both modules and update project configuration files accordingly.
Replaces per-nucleotide iteration with direct bit-slice copying via `bitvec`. This eliminates per-element decoding overhead and intermediate allocations by computing the target byte length, copying the packed bit range `[start*2, end*2)` directly into a pre-allocated buffer, and constructing the result in a single pass.
Replace `ph` with `ptr_hash` and introduce `epserde` and `rayon` dependencies. Refactor MPHF construction to leverage parallel iteration, eliminating intermediate `Vec<u64>` allocations and reducing memory footprint. Add a `n_kmers` field to track and serialize total kmer counts, alongside three zero-allocation iterators for efficient chunk traversal. Include comprehensive unit tests for the new iterators and update CLAUDE.md to enforce explicit dependency validation policies.
Introduces the `obilayeredmap` crate (v0.1.0), implementing an append-only, disk-backed k-mer index using a minimal perfect hash function (MPHF). The module features memory-mapped reads, buffered writes, custom error handling, partition metadata persistence, and comprehensive unit tests. Also adds a reverse complement benchmark for `obikseq` and updates `Cargo.lock` with the new dependencies.
Updates documentation for `PackedSeqKmerIter` and `SuperKmer` iterator methods to explicitly clarify borrowing versus consuming semantics. Documents ownership transfer requirements for `into_*` variants and explains lifetime constraints that prevent borrowing forms from being used in `flat_map` closures. Highlights optimal usage contexts, particularly zero-allocation iteration for owned values.
Merge PackedSeqKmerIter and OwnedPackedSeqKmerIter into a single generic PackedSeqKmerIter<S> parameterized over the storage type. Add an AsRef<PackedSeq> implementation to PackedSeq to enable this abstraction, allowing the zero-allocation sliding-window kmer iterator to seamlessly accept both borrowed and owned sequences without code duplication.
Introduces `into_kmers()` and `into_canonical_kmers()` consuming methods to `PackedSeq` and `Superkmer`, enabling zero-allocation sliding-window k-mer extraction via bitwise operations. This complements existing borrow-based iterators by allowing direct ownership transfer. Also includes minor documentation updates, whitespace fixes, and new unit tests to verify canonical k-mer iteration counts and output sequences.
Removes the `codec` and `limits` modules, eliminating manual serialization logic and OS file descriptor limit queries. Introduces a shared `append_path_suffix` utility to standardize path manipulation across `meta.rs` and `unitig_index.rs`. Refactors the file pool to dynamically size based on available file descriptors and optimizes descriptor lifecycle to prevent leaks. Enhances `SKFileReader` with LRU eviction, consumption tracking, and seek-on-reopen support. Migrates related round-trip and EOF tests to the reader module and updates chunking logic in the unitig index.
Replaces the `write_one` loop with threshold-based draining and inlines metadata updates. Explicitly promotes accessed entries to MRU during flush and drain operations to prevent premature LRU eviction. Updates comments to clarify two-phase locking and MRU promotion semantics.
Extend `SKError` with `BadMagic`, `Truncated`, and `InvalidData` variants to replace `expect()` calls and unsafe slice indexing. Implement proper error chaining via `source()` and update `Display` formatting. Improve magic byte validation and serde error mapping for clearer debugging. Documents a broader roadmap for further crate hardening, including LRU eviction, concurrency, and benchmarking.
Introduce the `obilayeredmap` specification and persistent MPHF-based index architecture for incremental multi-dataset indexing. Implement chunked binary serialization with a fixed `u8` k-mer count limit (256) and overlapping super-kmer segments. Add memory-mapped I/O and a companion `.idx` index file for allocation-free, O(1) unitig access. Update MkDocs navigation, enhance the k-mer comparison script, and add comprehensive tests for serialization, partitioning, and file I/O pipelines.
Centralize k-mer and minimizer configuration using a thread-safe global module, and replace manual bit-packing with a memory-efficient `PackedSeq` type. Refactor core sequence and k-mer types to use compile-time length enforcement and centralized hashing. Introduce a new De Bruijn graph implementation with compact node encoding and traversal iterators. Update I/O, partitioning, and builder modules to align with the new architecture, and add the `xxhash-rust` dependency.
Adds a `_strip_think` function using `awk` to buffer stdin and track the last `</think>` tag, emitting only the subsequent content. This utility is now piped after `aichat` calls to remove AI reasoning blocks before commit message generation. Also applies minor whitespace and indentation adjustments throughout the script.
Refactors `startIter` to separate the traversal into two distinct passes: one for chain starts (nodes without left extension) and another specifically targeting cycle nodes. Also simplifies `nextUnitigKmer` by removing the redundant `_at_start_ parameter and unifying traversal direction logic. Updates `UnitigIter` to manage visited marking internally, improving encapsulation and cycle detection reliability.
- Refactored Node representation using compact bitfields for neighbor counts
and nucleotides; added count_neighbors helper to compute_degrees()
- Introduced StartIter iterator for unitig/longtigu generation with revised
traversal semantics (e.g., interior node marking)
- Added nucleotide() accessor to Kmer type for 2-bit extraction at position i
- Renamed unitig.rs → longtigs, updated CLI command and output filenames to reflect "long t ig"
- Extended extract_kmers() in scripts/compare.py with duplication statistics
```
Refactors the `start_iter` function to separate chain/cycle detection into two passes, consolidates visited marking logic internally in `next_unitig_kmer`, and streamlines the public API by removing redundant methods, updating iteration parameters to `(start_first_next)`, and eliminating external state like `at_start`.
Refactor core types to consistently use `CanonicalKMer` (lexicographically minimal of k-mer and its reverse complement) as the canonical representation, ensuring deterministic behavior in graph traversal (unitig decomposition), neighbor resolution (`unique_neighbor` with `[CanonicalKmer; 4]` input) and scatter output generation. Introduce `RoutableSuperKmer`, add `.seq_hash()` support, fix type syntax errors in unitig extraction methods and deduplication tests. Update all k-mer construction to use canonical-aware APIs, including unsafe unchecked constructors for performance-critical paths.
Introduce `. seqhash(&self)` for direct XXH3-64 sequencing of packed bytes, and remove legacy `.hash()` method that used conditional canonicalization via revcomp. Also update partitioning logic to use `sk.hashseq_hash()` and deduplicate imports.
Replace raw SuperkMer routing with a new RoutableSuperKimer type that embeds canonical sequences and precomputed minimizers, enabling direct partition routing via hash. Update the build pipeline to yield RoutableSuperKmers throughout (builder, scatterer), refactor FASTA/unitig export commands to use the new type and compressed outputs (.fasta.gz, .unitigs.fasta.zst), revise SuperKmer header to store n_kmers instead of seql (avoiding 256-byte wrap), and update documentation to reflect minimizer-based theory, two evidence-encoding strategies for unitig-MPHF indexing (global offset vs. ID+rank), and the new obipipeline library architecture with parallel workers, biased scheduling, and error handling.
- Replace WorkerPool-based pipelines with typed `Pipe` abstraction in obipipeline
- Introduce Pipe/PipeIter for composable, sourceless/sink-less pipelines
- Update partition and superkmer commands to use new Pipe API via make_pipe!
- Remove Arc<Mutex<...>> patterns; simplify state management
- Fix macOS available_memory() returning 0 by falling back to half total memory in dereplicate()
- Remove unused `format: "zstd"` field from partition.meta
- Added `use std::marker::PhantomData;` to prepare for generic scheduler implementations
- Ensures type safety and avoids unused lifetime/type parameters warnings
- Remove redundant validation logic in login handler
- Consolidate session token generation into a single utility function
- Update error handling to use consistent HTTP status codes
- Add `hash` field to MmerItem for stable, randomized minimizer ordering
- Introduce hash_mMER() using mix64 with XOR seed to avoid fixed points (e.g., poly-A/T)
- Remove is_degenerate() and minimizer_worse(), simplifying comparison to hash-only
- Update push logic: compare hashes instead of canonical values with degeneracy checks
- Replace `limits` module and raw binary I/O with a new high-level abstraction using obiskio::SKFileWriter
- Remove `niffler` dependency and compression logic (Gzip/Zstd/Lz4/Bgzf)
- Simplify PartitionManager to manage partitioned file writers based on kmer hashing
* Uses `n_partition_bits` for bitmask-based partition selection (2^n partitions)
- Add obiskio as a local dependency
Note: This is likely part of aligning with unified I/O primitives in the obiskio crate.
- Add new obiskio crate for high-performance SuperKmer serialization/deserialization
- Implement binary codec with 2-bit packed sequence encoding and raw header format (32 bits)
- Add transparent compression support via niffler: Zstd, Gzip/Bgzf/Lz4
- Implement SKFilePool with LRU-based fd management, max-concurrent-fd limiting (75% of ulimit)
- Add SKFileWriter with batched writes, configurable flush threshold (8 KiB default), and two-phase locking
- Add SKFileReader with sequential access, LRU recovery via reopen_and_seek()
+ New obikpartitionner crate: basic header/seq handling for binary super-kmer format
- Bump niffler from 2.7 to v3, add dependencies: allocator-api2, bitflags(>=1), errno/fastrand/rustix/tempfile/lru/hashbrown/bzip2/thiserror
- Update workspace members to include obikpartitionner andobiskio
- Replace crossbeam-channel-based threading model
- Introduce obipipeline crate with Stage::Transform/Flat support
- Replace single input + format detection by multiple inputs via PathIter
- Implement pipeline stages: open_chunks → normalize → build_superkmers (flat) + write_batch
- Add SharedFlatFn for 1→N transformations with delta tracking in scheduler loop
- Added `regex` dependency to obiread crate
- Replaced manual byte checks with regex-based detection for FASTA/FASTQ formats in mimetype.rs
- Switched from `once_cell::sync::Lazy` to standard library's `std:: sync :: LazyLock`
- Added generic text/plain fallback detection for ASCII-compatible content
- Updated `MimeTypeGuesser::new` constructor call syntax and simplified API usage of PeekReader's header method
- Implemented `Read trait for MimeTypeGuesser to allow transparent passthrough reading
Eric Coissac