Commit Graph

728 Commits

Author SHA1 Message Date
Eric Coissac
c188580aac Replace Rebatch with RebatchBySize using default batch parameters
Replace calls to Rebatch(size) with RebatchBySize(obidefault.BatchMem(), obidefault.BatchSizeMax()) in batchiterator.go, fragment.go, and obirefidx.go to ensure consistent use of default memory and size limits for batch rebatching.
Release_4.4.22
2026-03-13 15:16:33 +01:00
Eric Coissac
1e1f575d1c refactor: replace single batch size with min/max bounds and memory limits
Introduce separate _BatchSize (min) and _BatchSizeMax (max) constants to replace the single _BatchSize variable. Update RebatchBySize to accept both maxBytes and maxCount parameters, flushing when either limit is exceeded. Set default batch size min to 1, max to 2000, and memory limit to 128 MB. Update CLI options and sequence_reader.go accordingly.
2026-03-13 15:07:35 +01:00
Eric Coissac
40769bf827 Add memory-based batching support
Implement memory-aware batch sizing with --batch-mem CLI option, enabling adaptive batching based on estimated sequence memory footprint. Key changes:
- Added _BatchMem and related getters/setters in pkg/obidefault
- Implemented RebatchBySize() in pkg/obiter for memory-constrained batching
- Added BioSequence.MemorySize() for conservative memory estimation
- Integrated batch-mem option in pkg/obioptions with human-readable size parsing (e.g., 128K, 64M, 1G)
- Added obiutils.ParseMemSize/FormatMemSize for unit conversion
- Enhanced pool GC in pkg/obiseq/pool.go to trigger explicit GC for large slice discards
- Updated sequence_reader.go to apply memory-based rebatching when enabled
2026-03-13 14:54:21 +01:00
Eric Coissac
74e6fcaf83 feat: add static linking for Linux builds using musl
Enable static linking for Linux binaries by installing musl-tools and passing appropriate LDFLAGS during build. This ensures portable, self-contained executables for Linux targets.
2026-03-13 14:26:31 +01:00
coissac
30ec8b1b63 Merge pull request #92 from metabarcoding/push-mvpuxnxoyypu
4.4.21: Parallel builds, robust installation, and rope-based parsing enhancements
2026-03-13 12:00:32 +01:00
Eric Coissac
cdc72c5346 4.4.21: Parallel builds, robust installation, and rope-based parsing enhancements
This release introduces significant improvements to build reliability and performance, alongside key parsing enhancements for sequence data.

### Build & Installation Improvements
- Added support for parallel compilation via `-j/--jobs` option in both the Makefile and install script, enabling faster builds on multi-core systems. The default remains single-threaded for safety.
- Enhanced Makefile with `.DEFAULT_GOAL := all` for consistent behavior and a documented `help` target.
- Replaced fragile file operations with robust error handling, clear diagnostics, and automatic preservation of the build directory on copy failures to aid recovery.

### Rope-Based Parsing Enhancements (from 4.4.20)
- Introduced direct rope-based parsers for FASTA, EMBL, and FASTQ formats, improving memory efficiency for large files.
- Added U→T conversion support during sequence extraction and more reliable line ending detection.
- Unified rope scanning logic under a new `ropeScanner` for better maintainability.
- Added `TakeQualities()` method to BioSequence for more efficient handling of quality data.

### Bug Fixes (from 4.4.20)
- Fixed `CompressStream` to correctly respect the `compressed` variable.
- Replaced ambiguous string splitting utilities with precise left/right split variants (`LeftSplitInTwo`, `RightSplitInTwo`).

### Release Tooling (from 4.4.20)
- Streamlined release process with modular targets (`jjpush-notes`, `jjpush-push`, `jjpush-tag`) and AI-assisted note generation via `aichat`.
- Improved versioning support via the `VERSION` environment variable in `bump-version`.
- Switched PR submission from raw `jj git push` to `stakk` for consistency and reliability.

Note: This release incorporates key enhancements from 4.4.20 that impact end users, while focusing on build robustness and performance gains.
2026-03-13 11:59:32 +01:00
Eric Coissac
82a9972be7 Add parallel compilation support and improve Makefile/install script robustness
- Add .DEFAULT_GOAL := all to Makefile for consistent default target
- Document -j/--jobs option in README.md to allow parallel compilation
- Add JOBS variable and -j/--jobs argument to install script (default: 1)
- Replace fragile mkdir/cp commands with robust error handling and clear diagnostics
- Add build directory preservation on copy failure for manual recovery
- Pass -j option to make during compilation to enable parallel builds
Release_4.4.21
2026-03-13 11:59:20 +01:00
coissac
ff6e515b2a Merge pull request #91 from metabarcoding/push-uotrstkymowq
4.4.20: Rope-based parsing, improved release tooling, and bug fixes
2026-03-12 20:15:33 +01:00
Eric Coissac
cd0c525f50 4.4.20: Rope-based parsing, improved release tooling, and bug fixes
### Enhancements
- **Rope-based parsing**: Added direct rope parsing for FASTA, EMBL, and FASTQ formats via `FastaChunkParserRope`, `EmblChunkParserRope`, and `FastqChunkParserRope`. Sequence extraction now supports U→T conversion and improved line ending detection.
- **Rope scanner refactoring**: Unified rope scanning logic under a new `ropeScanner`, improving maintainability and consistency.
- **Sequence handling**: Added `TakeQualities()` method to BioSequence for more efficient quality data handling.

### Bug Fixes
- **Compression behavior**: Fixed `CompressStream` to correctly use the `compressed` variable instead of a hardcoded boolean.
- **String splitting**: Replaced ambiguous `SplitInTwo` calls with precise `LeftSplitInTwo` or `RightSplitInTwo`, and added dedicated right-split utility.

### Tooling & Workflow Improvements
- **Makefile enhancements**: Added colored terminal output, a `help` target for documenting all targets, and improved release workflow automation.
- **Release process**: Refactored `jjpush` into modular targets (`jjpush-notes`, `jjpush-push`, `jjpush-tag`), replaced `orla` with `aichat` for AI-assisted release notes, and introduced robust JSON parsing using Python. Release notes are now generated and stored in temp files for tag creation.
- **Versioning**: `bump-version` now supports the VERSION environment variable for manual version setting.
- **Submission**: Switched from raw `jj git push` to `stakk` for PR submission.

### Internal Notes
- Installation instructions are now included in release tags.
- Fixed-size carry buffer replaced with dynamic slice for arbitrarily long line support without extra allocations.
2026-03-12 20:14:11 +01:00
Eric Coissac
abe935aa18 Add help target, colorize output, and improve release workflow
- Add colored terminal output support (GREEN, YELLOW, BLUE, NC)
- Introduce `help` target to document all Makefile targets
- Enhance `bump-version` to accept VERSION env var for manual version setting
- Refactor jjpush: split into modular targets (jjpush-notes, jjpush-push, jjpush-tag)
- Replace orla with aichat for AI-powered release notes generation
- Add robust JSON parsing using Python for release notes extraction
- Use stakk for PR submission (replacing raw `jj git push`)
- Generate and store release notes in temp files for tag creation
- Add installation instructions to release tags
- Update .PHONY with new targets

4.4.20: Rope-based parsing, improved release tooling, and bug fixes

### Enhancements
- **Rope-based parsing**: Added direct rope parsing for FASTA, EMBL, and FASTQ formats via `FastaChunkParserRope`, `EmblChunkParserRope`, and `FastqChunkRope` functions, eliminating unnecessary memory allocation via Pack(). Sequence extraction now supports U→T conversion and improved line ending detection.
- **Rope scanner refactoring**: Unified rope scanning logic under a new `ropeScanner`, improving maintainability and consistency across parsers.
- **Sequence handling**: Added `TakeQualities()` method to BioSequence for more efficient quality data handling.

### Bug Fixes
- **Compression behavior**: Fixed CompressStream to correctly use the `compressed` variable instead of a hardcoded boolean.
- **String splitting**: Replaced ambiguous `SplitInTwo` calls with precise `LeftSplitInTwo` or `RightSplitInTwo`, and added dedicated right-split utility.

### Tooling & Workflow Improvements
- **Makefile enhancements**: Added colored terminal output, a `help` target for documenting all targets, and improved release workflow automation.
- **Release process**: Refactored `jjpush` into modular targets (`jjpush-notes`, `jjpush-push`, `jjpush-tag`), replaced `orla` with `aichat` for AI-assisted release notes, and introduced robust JSON parsing using Python. Release notes are now generated and stored in temp files for tag creation.
- **Versioning**: `bump-version` now supports the VERSION environment variable for manual version setting.
- **Submission**: Switched from raw `jj git push` to `stakk` for PR submission.

### Internal Notes
- Installation instructions are now included in release tags.
- Fixed-size carry buffer replaced with dynamic slice for arbitrarily long line support without extra allocations.
Release_4.4.20
2026-03-12 20:14:11 +01:00
Eric Coissac
8dd32dc1bf Fix CompressStream call to use compressed variable
Replace hardcoded boolean with the `compressed` variable in CompressStream call to ensure correct compression behavior.
2026-03-12 18:48:22 +01:00
Eric Coissac
6ee8750635 Replace SplitInTwo with LeftSplitInTwo/RightSplitInTwo for precise splitting
Replace SplitInTwo calls with LeftSplitInTwo or RightSplitInTwo depending on the intended split direction. In fastseq_json_header.go, extract rank from suffix without splitting; in biosequenceslice.go and taxid.go, use LeftSplitInTwo to split from the left; add RightSplitInTwo utility function for splitting from the right.
2026-03-12 18:41:28 +01:00
Eric Coissac
8c318c480e replace fixed-size carry buffer with dynamic slice
Replace the fixed [256]byte carry buffer with a dynamic []byte slice to support arbitrarily long lines without heap allocation during accumulation. Update all carry buffer handling logic to use len(s.carry) and append instead of fixed-size copy operations.
2026-03-11 20:44:45 +01:00
Eric Coissac
09fbc217d3 Add EMBL rope parsing support and improve sequence extraction
Introduce EmblChunkParserRope function to parse EMBL chunks directly from a rope without using Pack(). Add extractEmblSeq helper to scan sequence sections and handle U to T conversion. Update parser logic to use rope-based parsing when available, and fix feature table handling for WGS entries.
2026-03-10 17:02:14 +01:00
Eric Coissac
3d2e205722 Refactor rope scanner and add FASTQ rope parser
This commit refactors the rope scanner implementation by renaming gbRopeScanner to ropeScanner and extracting the common functionality into a new file. It also introduces a new FastqChunkParserRope function that parses FASTQ chunks directly from a rope without Pack(), enabling more efficient memory usage. The existing parsers are updated to use the new rope-based parser when available. The BioSequence type is enhanced with a TakeQualities method for more efficient quality data handling.
2026-03-10 16:47:03 +01:00
Eric Coissac
623116ab13 Add rope-based FASTA parsing and improve sequence handling
Introduce FastaChunkParserRope for direct rope-based FASTA parsing, enhance sequence extraction with whitespace skipping and U->T conversion, and update parser logic to support both rope and raw data sources.

- Added extractFastaSeq function to scan sequence bytes directly from rope
- Implemented FastaChunkParserRope for rope-based parsing
- Modified _ParseFastaFile to use rope when available
- Updated sequence handling to support U->T conversion
- Fixed line ending detection for FASTA parsing
2026-03-10 16:34:33 +01:00
coissac
1e4509cb63 Merge pull request #90 from metabarcoding/push-uzpqqoqvpnxw
Push uzpqqoqvpnxw
2026-03-10 15:53:08 +01:00
Eric Coissac
b33d7705a8 Bump version to 4.4.19
Update version from 4.4.18 to 4.4.19 in both version.txt and pkg/obioptions/version.go
2026-03-10 15:51:36 +01:00
Eric Coissac
1342c83db6 Use NewBioSequenceOwning to avoid unnecessary sequence copying
Replace NewBioSequence with NewBioSequenceOwning in genbank_read.go to take ownership of sequence slices without copying, improving performance. Update biosequence.go to add the new TakeSequence method and NewBioSequenceOwning constructor.
Release_4.4.19
2026-03-10 15:51:35 +01:00
Eric Coissac
b246025907 Optimize Fasta batch formatting
Optimize FormatFastaBatch to pre-allocate buffer and write sequences directly without intermediate strings, improving performance and memory usage.
2026-03-10 15:43:59 +01:00
Eric Coissac
761e0dbed3 Implémentation d'un parseur GenBank utilisant rope pour réduire l'usage de mémoire
Ajout d'un parseur GenBank basé sur rope pour réduire l'usage de mémoire (RSS) et les allocations heap.

- Ajout de `gbRopeScanner` pour lire les lignes sans allocation heap
- Implémentation de `GenbankChunkParserRope` qui utilise rope au lieu de `Pack()`
- Modification de `_ParseGenbankFile` et `ReadGenbank` pour utiliser le nouveau parseur
- Réduction du RSS attendue de 57 GB à ~128 MB × workers
- Conservation de l'ancien parseur pour compatibilité et tests

Réduction significative des allocations (~50M) et temps sys, avec un temps user comparable ou meilleur.
2026-03-10 15:35:36 +01:00
Eric Coissac
a7ea47624b Optimisation du parsing des grandes séquences
Implémente une optimisation du parsing des grandes séquences en évitant l'allocation de mémoire inutile lors de la fusion des chunks. Ajoute un support pour le parsing direct de la structure rope, ce qui permet de réduire les allocations et d'améliorer les performances lors du traitement de fichiers GenBank/EMBL et FASTA/FASTQ de plusieurs Gbp. Les parseurs sont mis à jour pour utiliser la rope non-packée et le nouveau mécanisme d'écriture in-place pour les séquences GenBank.
2026-03-10 14:20:21 +01:00
Eric Coissac
61e346658e Refactor jjpush workflow and enhance release notes generation
Split the jjpush target into multiple sub-targets (jjpush-describe, jjpush-bump, jjpush-push, jjpush-tag) for better modularity and control.

Enhance release notes generation by:
- Using git log with full commit messages instead of GitHub API for pre-release mode
- Adding robust JSON parsing with fallbacks for release notes
- Including detailed installation instructions in release notes
- Supporting both pre-release and published release modes

Update release_notes.sh to handle pre-release mode, improve commit message fetching, and add installation section to release notes.

Add .PHONY declarations for new sub-targets.
2026-03-10 11:09:19 +01:00
coissac
1ba1294b11 Merge pull request #89 from metabarcoding/push-uoqxkozlonwx
Push uoqxkozlonwx
2026-02-20 11:42:40 +01:00
Eric Coissac
b2476fffcb Bump version to 4.4.18
Update version from 4.4.17 to 4.4.18 in version.txt and corresponding Go variable _Version.
2026-02-20 11:40:43 +01:00
Eric Coissac
b05404721e Bump version to 4.4.16
Update version from 4.4.15 to 4.4.16 in version.go and version.txt files.
Release_4.4.18
2026-02-20 11:40:40 +01:00
Eric Coissac
c57e788459 Fix GenBank parsing and add release notes script
This commit fixes an issue in the GenBank parser where empty parts were being included in the parsed data. It also introduces a new script `release_notes.sh` to automate the generation of GitHub-compatible release notes for OBITools4 versions, including support for LLM summarization and various output modes.
2026-02-20 11:37:51 +01:00
coissac
1cecf23978 Merge pull request #86 from metabarcoding/push-oulwykrpwxuz
Push oulwykrpwxuz
2026-02-11 06:34:05 +01:00
Eric Coissac
4c824ef9b7 Bump version to 4.4.15
Update version from 4.4.14 to 4.4.15 in version.txt and pkg/obioptions/version.go
2026-02-11 06:31:11 +01:00
Eric Coissac
1ce5da9bee Support new sequence file formats and improve error handling
Add support for .gbff and .gbff.gz file extensions in sequence reader.

Update the logic to return an error instead of using NilIBioSequence when no sequence files are found, improving the error handling and user feedback.
Release_4.4.15
2026-02-11 06:31:10 +01:00
coissac
dc23d9de9a Merge pull request #85 from metabarcoding/push-smturnsrozkp
Push smturnsrozkp
2026-02-10 22:19:22 +01:00
Eric Coissac
aa9d7bbf72 Bump version to 4.4.14
Update version number from 4.4.13 to 4.4.14 in both version.go and version.txt files.
2026-02-10 22:17:23 +01:00
Eric Coissac
db22d20d0a Rename obisuperkmer test script to obik-super and update command references
Update test script name from obisuperkmer to obik-super and adjust all command references accordingly.

- Changed TEST_NAME from 'obisuperkmer' to 'obik-super'
- Changed CMD from 'obisuperkmer' to 'obik'
- Updated MCMD to 'OBIk-super'
- Modified command calls to use '$CMD super' instead of direct command names
- Updated help test to use '$CMD super -h'
- Updated all test cases to use the new command format
Release_4.4.14
2026-02-10 22:17:22 +01:00
coissac
7c05bdb01c Merge pull request #84 from metabarcoding/push-uxvowwlxkrlq
Push uxvowwlxkrlq
2026-02-10 22:12:18 +01:00
Eric Coissac
b6542c4523 Bump version to 4.4.13
Update version from 4.4.12 to 4.4.13 in version.txt and pkg/obioptions/version.go
2026-02-10 22:10:38 +01:00
Eric Coissac
ac41dd8a22 Refactor k-mer matching pipeline with improved concurrency and memory management
Refactor k-mer matching to use a pipeline architecture with improved concurrency and memory management:

- Replace sort.Slice with slices.SortFunc and cmp.Compare for better performance
- Introduce PreparedQueries struct to encapsulate query buckets with metadata
- Implement MergeQueries function to merge query buckets from multiple batches
- Rewrite MatchBatch to use pre-allocated results and mutexes instead of map-based accumulation
- Add seek optimization in matchPartition to reduce linear scanning
- Refactor match command to use a multi-stage pipeline with proper batching and merging
- Add index directory option for match command
- Improve parallel processing of sequence batches

This refactoring improves performance by reducing memory allocations, optimizing k-mer lookup, and implementing a more efficient pipeline for large-scale k-mer matching operations.
Release_4.4.13
2026-02-10 22:10:36 +01:00
Eric Coissac
bebbbbfe7d Add entropy-based filtering for k-mers
This commit introduces entropy-based filtering for k-mers to remove low-complexity sequences. It adds:

- New KmerEntropy and KmerEntropyFilter functions in pkg/obikmer/entropy.go for computing and filtering k-mer entropy
- Integration of entropy filtering in the k-mer set builder (pkg/obikmer/kmer_set_builder.go)
- A new 'filter' command in obik tool (pkg/obitools/obik/filter.go) to apply entropy filtering on existing indices
- CLI options for configuring entropy filtering during index building and filtering

The entropy filter helps improve the quality of k-mer sets by removing repetitive sequences that may interfere with downstream analyses.
2026-02-10 18:20:35 +01:00
Eric Coissac
c6e04265f1 Add sparse index support for KDI files with fast seeking
This commit introduces sparse index support for KDI files to enable fast random access during k-mer matching. It adds a new .kdx index file format and updates the KDI reader and writer to handle index creation and seeking. The changes include:

- New KdxIndex struct and related functions for loading, searching, and writing .kdx files
- Modified KdiReader to support seeking with the new index
- Updated KdiWriter to create .kdx index files during writing
- Enhanced KmerSetGroup.Contains to use the new index for faster lookups
- Added a new 'match' command to annotate sequences with k-mer match positions

The index is created automatically during KDI file creation and allows for O(log N / stride) binary search followed by at most stride linear scan steps, significantly improving performance for large datasets.
2026-02-10 13:24:24 +01:00
Eric Coissac
9babcc0fae Refactor lowmask options and shared kmer options
Refactor lowmask options to use shared kmer options and CLI getters

This commit refactors the lowmask subcommand to use shared kmer options and CLI getters instead of local variables. It also moves the kmer size and minimizer size options to a shared location and adds new CLI getters for the lowmask options.

- Move kmer size and minimizer size options to shared location
- Add CLI getters for lowmask options
- Refactor lowmask to use CLI getters
- Remove unused strings import
- Add MaskingMode type and related functions
2026-02-10 09:52:38 +01:00
Eric Coissac
e775f7e256 Add option to keep shorter fragments in lowmask
Add a new boolean option 'keep-shorter' to preserve fragments shorter than kmer-size during split/extract mode.

This change introduces a new flag _lowmaskKeepShorter that controls whether fragments
shorter than the kmer size should be kept during split/extract operations.

The implementation:
1. Adds the new boolean variable _lowmaskKeepShorter
2. Registers the command-line option "keep-shorter"
3. Updates the lowMaskWorker function signature to accept the keepShorter parameter
4. Modifies the fragment selection logic to check the keepShorter flag
5. Updates the worker creation to pass the global flag value

This allows users to control the behavior when dealing with short sequences in
split/extract modes, providing more flexibility in low-complexity masking.
2026-02-10 09:36:42 +01:00
Eric Coissac
f2937af1ad Add max frequency filtering and top-kmer saving capabilities
This commit introduces max frequency filtering to limit k-mer occurrences and adds functionality to save the N most frequent k-mers per set to CSV files. It also includes the ability to output k-mer frequency spectra as CSV and updates the CLI options accordingly.
2026-02-10 09:27:04 +01:00
Eric Coissac
56c1f4180c Refactor k-mer index management with subcommands and enhanced metadata support
This commit refactors the k-mer index management tools to use a unified subcommand structure with obik, adds support for per-set metadata and ID management, enhances the k-mer set group builder to support appending to existing groups, and improves command-line option handling with a new global options registration system.

Key changes:
- Introduce obik command with subcommands (index, ls, summary, cp, mv, rm, super, lowmask)
- Add support for per-set metadata and ID management in kmer set groups
- Implement ability to append to existing kmer index groups
- Refactor option parsing to use a global options registration system
- Add new commands for listing, copying, moving, and removing sets
- Enhance low-complexity masking with new options and output formats
- Improve kmer index summary with Jaccard distance matrix support
- Remove deprecated obikindex and obisuperkmer commands
- Update build process to use the new subcommand structure
2026-02-10 06:49:31 +01:00
Eric Coissac
f78543ee75 Refactor k-mer index building to use disk-based KmerSetGroupBuilder
Refactor k-mer index building to use the new disk-based KmerSetGroupBuilder instead of the old KmerSet and FrequencyFilter approaches. This change introduces a more efficient and scalable approach to building k-mer indices by using partitioned disk storage with streaming operations.

- Replace BuildKmerIndex and BuildFrequencyFilterIndex with KmerSetGroupBuilder
- Add support for frequency filtering via WithMinFrequency option
- Remove deprecated k-mer set persistence methods
- Update CLI to use new builder approach
- Add new disk-based k-mer operations (union, intersect, difference, quorum)
- Introduce KDI (K-mer Delta Index) file format for efficient storage
- Add K-way merge operations for combining sorted k-mer streams
- Update documentation and examples to reflect new API

This refactoring provides better memory usage, faster operations on large datasets, and more flexible k-mer set operations.
2026-02-10 06:49:31 +01:00
Eric Coissac
a016ad5b8a Refactor kmer index to disk-based partitioning with minimizer
Refactor kmer index package to use disk-based partitioning with minimizer

- Replace roaring64 bitmaps with disk-based kmer index
- Implement partitioned kmer sets with delta-varint encoding
- Add support for frequency filtering during construction
- Introduce new builder pattern for index construction
- Add streaming operations for set operations (union, intersect, etc.)
- Add support for super-kmer encoding during construction
- Update command line tool to use new index format
- Remove dependency on roaring bitmap library

This change introduces a new architecture for kmer indexing that is more memory efficient and scalable for large datasets.
2026-02-09 17:52:37 +01:00
coissac
09d437d10f Merge pull request #83 from metabarcoding/push-xssnppvunmlq
Push xssnppvunmlq
Release_4.4.12
2026-02-09 09:58:06 +01:00
Eric Coissac
d00ab6f83a Bump version from 4.4.11 to 4.4.12
Update version number in version.txt from 4.4.11 to 4.4.12
2026-02-09 09:46:12 +01:00
Eric Coissac
8037860518 Update version and improve release note generation
Update version from 4.4.11 to 4.4.12

- Bump version in version.go
- Enhance release note generation in Makefile to use JSON output from orla and fallback to raw output if JSON parsing fails
- Improve test script to verify minimum super k-mer length is >= k (default k=31)
2026-02-09 09:46:10 +01:00
coissac
43d6cbe56a Merge pull request #82 from metabarcoding/push-vkprtnlyxmkl
Push vkprtnlyxmkl
2026-02-09 09:16:20 +01:00
Eric Coissac
6dadee9371 Bump version to 4.4.12
Update version from 4.4.11 to 4.4.12 in version.txt and pkg/obioptions/version.go
2026-02-09 09:05:49 +01:00
Eric Coissac
99a8e69d10 Optimize low-complexity masking algorithm
This commit optimizes the low-complexity masking algorithm by:

1. Precomputing logarithm values and normalization tables to avoid repeated calculations
2. Replacing the MinMultiset-based sliding minimum with a more efficient deque-based implementation
3. Improving entropy calculation by using precomputed n*log(n) values
4. Simplifying the circular normalization process with precomputed tables
5. Removing unused imports and log statements

The changes significantly improve performance while maintaining the same masking behavior.
2026-02-09 09:05:46 +01:00