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History / Methods and Model

Revisions

  • wiki: add concise assembly-baked damage section

    @genomewalker genomewalker committed Feb 27, 2026
  • wiki: clean up Methods-and-Model

    @genomewalker genomewalker committed Feb 27, 2026
  • docs: fix mismatch spectrum order

    @genomewalker genomewalker committed Feb 27, 2026
  • wiki: fix SCG statement - typically single-copy, not definitionally

    @genomewalker genomewalker committed Feb 27, 2026
  • wiki: fix broken links, drop bacar/SupCon, fix InfoNCE description - Replace [[#anchor]] and {#anchor} with standard markdown anchors - Fix cross-page anchor links (Methods-and-Model#assembly-damage-artifact) - Fix [[README|Home#installation]] — Home has no installation section - Correct InfoNCE: SCG markers are hard negatives, not positive pairs - Remove SCG-SupCon loss section - Replace bacar_marker.hmm with checkm_markers_only.hmm (206 markers) - Update marker count 107→206 in formula and prose - Remove --hmm flag from examples (auto-detected)

    @genomewalker genomewalker committed Feb 26, 2026
  • deconvolve: assembled sequence is wrong; no-modern-reads works; polish vs deconvolve comparison

    @genomewalker genomewalker committed Feb 26, 2026
  • methods: assembly damage artifact — suppression scaling table, encoder feature explanation, deconvolve fix

    @genomewalker genomewalker committed Feb 26, 2026
  • assembly damage artifact: explain baked-in damage + document amber polish

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: remove sslib/dslib claim from mismatch spectrum description

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: fix three feature dimension errors caught by code audit (mismatch spectrum, CGR layout, damage coverage)

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: humanize Methods prose, fix em dash overuse and inline bold headers

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: credit COMEBin baseline, frame AMBER as extension not replacement

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: add loss formula, fix encoder row, expand resolve math - README: show full SCG-SupCon loss with damage weights inline; fix encoder feature table row; add p_cobin formula for resolve section - Methods wiki: add LaTeX p_cobin formula + explain per-pair denominator rationale; add resolve reproducibility note (3 runs → 10 HQ core, ≥5 runs → borderline bins accumulate evidence)

    @genomewalker genomewalker committed Feb 26, 2026
  • docs: add SCG-SupCon and internal C++ quality estimation - README: rename section to SCG-supervised damage-aware contrastive learning; explain P(i) = aug_views ∪ SCG co-members; 6 augmented views - Methods wiki: full SCG-SupCon loss derivation with positive set definition, exclusion mask, 6-view augmentation, damage weighting - Methods wiki: new internal quality estimation section — 107-marker C++ SCG engine, completeness/contamination formulae, dup_excess definition; clarify CheckM2 is post-hoc only, not called during binning

    @genomewalker genomewalker committed Feb 26, 2026
  • production-ready repo: README, wiki, cmake refactor, CPU build path - CMakeLists.txt: rename target amber_gpu→amber, AMBER_USE_TORCH default OFF, split CORE vs TORCH sources, git version detection, install target, CTest - cmake/version.h.in: git-based version header - include/amber/config.hpp: VERSION from generated version.h - src/bin2/encoder/damage_aware_infonce.h: move DamageProfile/DamageAccumulator outside #ifdef USE_LIBTORCH (pure C++ structs, no LibTorch dependency) - src/cli/cmd_bin_stub.cpp: amber bin error with CPU/GPU build instructions - src/algorithms/damage_extraction_stub.cpp: amber damage stub when TORCH=OFF - README.md: comprehensive with math overview, install paths, benchmarks, citation - wiki/: Home, Methods-and-Model, aDNA-Features, Command-Reference, Output-Formats, Quick-Start-Tutorial, Benchmarks, _Sidebar - .github/workflows/ci.yml + release.yml: CI and tag-triggered releases - conda_recipe/meta.yaml: Bioconda recipe skeleton - environment.yml: dev environment - .gitignore: fix 'amber' → '/amber' (was excluding include/amber/ directory) - polish.cpp, strain_deconvolution.h: --write-modern-bam + deconv stats - Snakefile: assemble_s17_modern rule, deconvolve modern_bam output

    @genomewalker genomewalker committed Feb 26, 2026