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.
Eric Coissac
coissac