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.
This commit restructures the partitioner crate by extracting shared utilities and the `ColBuilder` enum into a new `common` module. It introduces a multi-phase `graph_pipeline` for constructing and materializing De Bruijn graphs, replacing manual graph construction in `index_layer`, `merge_layer`, and `rebuild_layer`. All layer workflows now use centralized `build_graph` and `materialize_layer` abstractions, with standardized error context strings for improved diagnostics.
Replaces the previous partition processing logic with an adaptive, NUMA-aware multi-threaded worker pool that dynamically scales active threads based on real-time CPU efficiency. Introduces pre-spawned, CPU-pinned threads managed via crossbeam channels and Rayon to optimize memory bandwidth and core utilization. Adds a `max_workers()` accessor to aggregate maximum worker capacity across NUMA nodes and updates diagnostics to report active versus maximum worker counts.
Replace NUMA-naive Rayon loops and ad-hoc adaptive pools with a unified `PartitionRunner` that manages a NUMA-aware worker pool. The implementation uses pinned Rayon thread pools per node and activates dormant threads based on real-time CPU efficiency metrics. This standardizes partition-level parallelism, optimizes memory locality, and eliminates cross-socket traffic. Includes architecture documentation and updates mkdocs navigation.
Introduces a counting semaphore-based throttling mechanism to limit concurrent file I/O and pipeline processing. Replaces custom path wrappers with standardized `Throttled` types across `obikmer` and `obikpartitionner`, ensuring RAII-based resource cleanup and explicit backpressure. Additionally, documents how to redirect Cargo build artifacts to local scratch storage on HPC filesystems to prevent compilation slowdowns.
Replaces the global Rayon pool with per-NUMA-node thread pools that pin worker threads to their respective nodes, leveraging Linux first-touch allocation to reduce cross-NUMA memory contention and improve cache locality. Integrates the `hwlocality` crate with a vendored build, includes graceful fallbacks for single-socket or non-Linux systems, and updates dependency constraints. Also adds installation and architecture documentation, and corrects parallelism detection in the partitioner.
Centralize inline spawn checks into a `should_spawn_worker` function with adaptive thresholds. The first worker spawns at <95% CPU efficiency, while subsequent workers only trigger if marginal efficiency gain exceeds 25% of the expected `1/n_workers` (minimum 3%). Also increases the spawn poll interval from 10s to 20s.
Updated memory guidelines and feedback docs to explicitly classify intra-partition phases as parallel, correcting prior assumptions of sequential execution. Refactored merge_layer.rs to wrap column builders in Arc<Mutex<ColBuilder>> and use Arc::try_unwrap for safe concurrent access, eliminating race conditions and preventing double-closes during pass2.
This change enhances observability and adaptability in the merge pipeline. Performance timing and debug logging are added to the De Bruijn graph and partition merge layers to track phase durations and pipeline metrics. The merge module replaces blocking receives with timed polls to sample CPU efficiency, dynamically spawning workers when utilization drops below a threshold. A new script is also introduced to parse merge debug logs and generate structured Markdown reports detailing throughput, phase breakdowns, and partition performance.
Applies consistent formatting, whitespace normalization, and indentation standardization to `debruijn.rs` and `merge.rs`. Reorganizes imports and downgrades a unitig traversal log from `info!` to `debug!`. No functional logic or runtime behavior is altered.
Introduce CpuSample to measure process-level CPU efficiency and wall-clock time. Use crossbeam-channel to distribute partition merging tasks to a dynamic worker pool that scales based on CPU utilization, capped at half the available cores. Update diagnostics to track pool usage.
Refactored `try_for_each_unitig` and related pipelines across `obidebruinj` and `obikpartitionner` to accept `Unitig` instances directly. This eliminates manual `Unitig::from_nucleotides()` conversions, simplifies the data flow, and reduces unnecessary allocation overhead.
Add `rayon` and `crossbeam-channel` dependencies to support concurrent execution. Replace the synchronous, mutex-protected closure pattern with a channel-based producer-consumer approach using `std::thread::scope`. This decouples unitig iteration from processing, eliminating lock contention and `Mutex` overhead while enabling parallel workloads.
Introduce a thread-local buffer to materialize nucleotide iterators into contiguous slices. Update `try_for_each_unitig` across the debruijn, index, merge, and rebuild layers to directly instantiate `Unitig` via `from_nucleotides()` instead of explicitly collecting iterators. This eliminates intermediate allocations and aligns test code with the new approach.
Refactored neighbor resolution to explicitly track unvisited indices for degree-1 nodes, updated display formatting, and added timing and debug logging to the degree computation routine. Migrated pipeline stages from eager vector returns to explicit flat implementations, enabling backpressure-aware streaming, configurable batch processing, incremental yielding, and progress tracking via a delta channel.
Replace eager resolution of `Vec<u32>` values with an `Arc<SrcLayerData>` handle passed alongside `Vec<CanonicalKmer>`. This shifts the lookup logic to the subsequent transform step, reducing memory overhead and enabling shared, thread-safe access to the source layer data.
Replaces the synchronous sequential loop with a multi-threaded pipeline using `WorkerPool` and custom stage macros. Shared mutable state is wrapped in `Arc<Mutex<>>` for thread-safe updates, while pipeline errors are centralized via `Arc<Mutex<Option<String>>>` to propagate failures before thread join.
Introduce the `obipipeline` dependency and refactor merge and partition logic to leverage parallel execution. Update `merge_partitions` to use rayon with dynamic memory budgeting and concurrency control via a pilot run. Refactor Pass 1 to concurrently read unitigs, filter kmers through a shared `LayeredMap`, and populate the graph safely. Simplify diagnostics to report total kmer counts and replace manual flags with graph length validation.
Introduce a `peak_rss_bytes()` utility for accurate per-phase RAM measurement. Replace the genome-length heuristic with a dynamic seed expansion ratio based on actual RSS delta. Explicitly drop the `GraphDeBruijn` instance before MPHF construction to prevent resource contention and ensure proper memory management.
This commit improves memory management by respecting Linux cgroup v1/v2 limits and introduces a configurable memory budget for the new `rebuild` subcommand to prevent OOM during index reconstruction. The rebuild process now supports filtering, compaction, and parallelization. Diagnostic capabilities are expanded with debug-level tracing for partition merges, k-mer expansion tracking, and utility flags for label renaming, matrix size breakdowns, per-genome counts, and partition distribution reporting. Accessor methods for active and remaining memory have also been added to the stats struct.
Introduces a memory-aware scheduling strategy for parallel partition merging that replaces unbounded concurrency with a First-Fit Decreasing approach gated by a thread-safe `MemoryBudget` semaphore. An adaptive expansion factor, seeded by a sequential pilot run, dynamically caps concurrent workers to prevent hashbrown OOMs. Adds a `--budget-fraction` CLI flag to configure RAM allocation, enhances the CLI to accept multiple indexes, and introduces comprehensive partition diagnostics including memory utilization tracking, concurrency metrics, and statistical summaries with ASCII histograms. Updates documentation and navigation accordingly.
Introduces allocation-free `sum()` and `count_nonzero()` methods for compact integer vectors, extending the `ColumnWeights` trait with `partial_kmer_counts`. Adds parallel partition scanning to the k-mer index for computing per-genome distinct k-mer counts, and exposes a new `--stats` CLI flag to output these statistics as CSV.
Rename the `rebuild` CLI subcommand to `filter` to better reflect its primary purpose of row-level selection and k-mer filtering. Update all associated CLI arguments, logging, error messages, and module registrations accordingly. Introduce a dedicated `Rebuild` subcommand for index compaction, fully decoupling it from the filtering logic. Also refine related documentation to align with the new naming and semantics.
Introduces the `select` CLI command to project and aggregate genome-level k-mer data by column. Adds `filter` as an alias for `rebuild`. The implementation uses parallel partition processing, supports metadata-driven grouping with configurable aggregation operators, and performs atomic in-place rewrites or filtered exports. Updates documentation and navigation accordingly.
Refactor partition iteration to support a generic `on_partition` callback executed after each parallel partition completes. Split the logic into bounded and unbounded paths; the bounded path uses an `AtomicUsize` to enforce row limits, while the unbounded path eliminates atomic contention to improve throughput. Additionally, integrate a progress bar into the dump command by passing an increment callback to `idx.dump()`, ensuring proper initialization and cleanup.
Specifies that minimum bounds use ceiling and maximum bounds use floor to enforce strictness. Clarifies that the implementation avoids explicit rounding by directly comparing integer counts against floating-point fractions, which is mathematically equivalent.
Refactor shared `FilterArgs` and `build_group_filter` to return a `Result` with explicit validation for fraction bounds, min/max ordering, and count constraints. Update conditional defaults for `--min-frac` and `--max-outgroup-count` to depend on explicit quorum flags, preventing silent configuration conflicts. Update documentation and MkDocs navigation to reflect the new centralized k-mer filtering system across `rebuild`, `dump`, and `unitig` commands.
Introduce thread-local `Vec<u8>` buffers to eliminate concurrent I/O contention. Replace the mutable row counter with an `AtomicUsize` and `fetch_update` to enable lock-free early termination when the limit is reached. Collected chunks are then written sequentially to preserve partition ordering.
Introduces `--head N` to the `dump` command for early iteration termination and `--presence-threshold N` to the `distance` command for Jaccard filtering on count indexes. Updates filter defaults to adapt based on explicit ingroup/outgroup declarations. Fixes a Rust type mismatch in the unitig closure and updates partition iteration callbacks to return `bool` for proper early termination support. Documentation is updated accordingly.
Introduce a `--presence-threshold` CLI argument (default: 1) and update `KmerIndex::distance` to accept a `presence_threshold` parameter. This replaces hardcoded zero thresholds, enabling configurable filtering of low-abundance kmers during Jaccard distance calculations.
Introduces parallelized pairwise distance matrix computation for Jaccard, Hamming, Bray-Curtis, Euclidean, and Hellinger metrics across `Columnar`, `Packed`, and `Implicit` matrix variants. Adds trait methods and convenience wrappers, safely handles normalization and zero-denominator edge cases, and updates test suites to import required traits for validation.
Add the `tracing` crate to `obidebruinj`, `obisys`, and resolve it in `Cargo.lock`. Replace `eprintln!` statements with structured `debug!` and `info!` macros. Introduce a `TracedBar` wrapper for progress bars and enhance the `Stage` lifecycle to emit structured events for timing, memory metrics, and swap warnings. Add a progress spinner for unitig degree computation. Extend `PersistentBitMatrix` with columnar bit-vector operations and parallel distance methods, enabling uniform distance computations across all storage layouts while replacing previous panics with dimension-based fallbacks.
Replace the strict `unitigs.len() == 1` assertion with a non-empty check to allow multiple unitigs. Update the test comment to describe the general non-repetitive sequence recovery principle instead of a specific example. The core k-mer roundtrip validation logic remains unchanged.
Replaces deeply nested branching with early returns and `then_some`. Introduces a cycle-detecting `find_chain_start` method and updates `UnitigNucIter` to use step-based iteration with atomic node claiming. This eliminates nested iterators and redundant state management, improving code readability and maintainability.
Refactor `leavable` and `reachable` to eliminate duplicated graph traversal logic by mutually delegating via `WalkState`. `leavable` now returns `self.walk(graph).is_some()`, while `reachable` delegates to the inverted `direct` state's `leavable` check. This centralizes kmer extension and visited-state validation in `walk`, simplifying control flow and reducing code duplication.
Remove the `std::arch::naked_asm` import as it is no longer required. Introduce a `collect_unitigs` helper to abstract nucleotide sequence extraction from `GraphDeBruijn`, and refactor the test suite to use it, eliminating repetitive collection code and standardizing graph iteration logic.
Renames `compute_degrees` to `compute_degrees_and_mark_starts` across the De Bruijn graph and partitioner layers to consolidate degree calculation and start-node flagging. Introduces safe neighbor iteration methods and a debug validation block to verify graph consistency. Refactors unitig extraction to use sequential execution with a `Mutex` for safe error propagation. Fixes malformed and duplicated method calls, adds auto-generation of missing `meta.json` files, and ensures persistent matrix builders are explicitly closed to finalize metadata.
Switches unitig processing to a lazy, fallible `try_for_each_unitig` API across partitioner layers, reducing intermediate allocations and enabling proper error propagation. Refactors de Bruijn graph traversal into a two-pass algorithm with explicit node flags, named constants, and diagnostic logging. Introduces parallel chain processing and staged performance profiling for the unitig command, and adds a memory-efficient `FromIterator` implementation for packed nucleotide sequences.
Replace the non-atomic `set_visited` with atomic `fetch_or` bitmask operations to enable thread-safe node claiming. Introduce a two-phase extraction pipeline where `par_for_each_chain_unitig` builds chains in parallel and `for_each_remaining_unitig` sequentially handles residual cycles and junctions. Add `is_start` and `collect_from_start` to explicitly define unitig boundaries. Wrap `BufWriter` in a `Mutex` and use an `AtomicUsize` counter to ensure thread-safe concurrent FASTA output, refactoring the write logic into a shared closure for safe multi-threaded execution.
Wraps graph construction, degree computation, and unitig enumeration phases with `Stage` start/stop calls. Intervals are recorded in a `Reporter` instance and printed upon completion to provide granular timing metrics for each computational stage.
Integrate rayon to enable parallel processing of k-mer partitions and degree computation. Replace Cell with AtomicU8 to ensure thread-safe node state management, and add a merge method for combining disjoint graphs. Additionally, introduce progress tracking utilities and a test-utils feature flag for development dependencies.
Introduce a `stats` module to compute normalized storage efficiency metrics. The new `KmerIndex::bits_per_kmer()` method parallelizes disk I/O across partitions to aggregate file sizes for MPHF, evidence, and matrix components. Publicly export `IndexBitsPerKmer` and add a `--bits-per-kmer` CLI flag to trigger the diagnostic routine and print detailed statistics.
Expands MkDocs navigation and documentation for evidence elimination, the merge command, and kmer filtering. Refactors kmer representation to a generic `KmerOf<L>` type with a bitwise reverse complement algorithm. Unifies MPHF construction, introduces approximate fingerprint-based indexing, and updates the pipeline, chunkreader, and storage layouts. Adds code coverage reports and clarifies architectural invariants for improved maintainability.
Eric Coissac