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refactor: transition to pathway-exclusive regression and clean up leg…#11

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cleanup-pathway-exclusive
Jun 10, 2026
Merged

refactor: transition to pathway-exclusive regression and clean up leg…#11
BenjaminIsaac0111 merged 1 commit into
mainfrom
cleanup-pathway-exclusive

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Refactors baseline models, dataset loaders, CLI entry points, and documentation to align with the strictly pathway-exclusive regression architecture, removing legacy high-dimensional gene expression reconstruction.

  • Baselines & Models: Renamed num_genes to num_pathways in HE2RNA and ViT_ST to regress pathway activities directly.
  • CLI & Setup: Corrected pyproject.toml entry points to map to recipes/hest/. Updated setup scripts to point to stf-compute-pathways.
  • Deletions: Removed obsolete script build_vocab.py and document GENE_ANALYSIS.md.
  • Documentation: Aligned DATALOADER.md, MODELS.md, SC_BEST_PRACTICES.md, TRAINING_GUIDE.md, TESTING.md, PRECOMPUTED_WORKFLOW.md, and DATA_FORMAT.md with the pathway paradigm using relative repository links.
  • Moran's I: Documented and updated docstrings in PATHWAY_MAPPING.md and spatial_stats.py to highlight Moran's I as a diagnostic and spatial collapse validation metric.
  • Project History: Initialized CHANGELOG.md documenting repository history, milestones, and unreleased changes.

…acy code

Refactors baseline models, dataset loaders, CLI entry points, and documentation
to align with the strictly pathway-exclusive regression architecture, removing
legacy high-dimensional gene expression reconstruction.

- Baselines & Models: Renamed `num_genes` to `num_pathways` in HE2RNA and ViT_ST to regress pathway activities directly.
- CLI & Setup: Corrected pyproject.toml entry points to map to `recipes/hest/`. Updated setup scripts to point to `stf-compute-pathways`.
- Deletions: Removed obsolete script `build_vocab.py` and document `GENE_ANALYSIS.md`.
- Documentation: Aligned DATALOADER.md, MODELS.md, SC_BEST_PRACTICES.md, TRAINING_GUIDE.md, TESTING.md, PRECOMPUTED_WORKFLOW.md, and DATA_FORMAT.md with the pathway paradigm using relative repository links.
- Moran's I: Documented and updated docstrings in `PATHWAY_MAPPING.md` and `spatial_stats.py` to highlight Moran's I as a diagnostic and spatial collapse validation metric.
- Project History: Initialized CHANGELOG.md documenting repository history, milestones, and unreleased changes.
@BenjaminIsaac0111 BenjaminIsaac0111 merged commit 6984f52 into main Jun 10, 2026
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@BenjaminIsaac0111 BenjaminIsaac0111 deleted the cleanup-pathway-exclusive branch June 10, 2026 18:49
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