Commit Graph
4 Commits
Author SHA1 Message Date
facok 6cd650596d Extract shared _chromatic_plane_basis helper and _ANCHOR_HUES constant
Deduplicate the Gram-Schmidt basis construction that was copy-pasted
in decode_lcs_to_hsl, encode_hsl_to_lcs, and calibration.py. Extract
anchor hue values into a module-level constant to prevent silent
divergence. Also remove unnecessary tensor clone in _angle_to_hue and
use torch.empty instead of torch.zeros where all elements are overwritten.
2026-03-17 13:05:27 +08:00
facok c0449e3382 Fix BFloat16 error in VAE fingerprinting by casting to float32 2026-03-17 06:57:34 +08:00
facok 48d5f7efb6 Merge LCSCalibrate into LCSLoadData with per-VAE auto-caching
Replace two calibration nodes with a single smart LCSLoadData that
fingerprints VAE weights (sha256 of first decoder weight) and
auto-manages cached calibration files as data/lcs_{fingerprint}.safetensors.
2026-03-17 06:27:55 +08:00
facok 534bc19033 Implement LCS plugin for training-free color control in FLUX
Implements "The Latent Color Subspace" (arXiv:2603.12261v1, ICML 2026)
as a ComfyUI plugin with V3 API + V2 backward compatibility.

6 nodes across 3 categories:
- LCS/calibration: LCSCalibrate (PCA from VAE), LCSLoadData (cache load)
- LCS/intervention: LCSColorIntervene (single color), LCSColorBatch (multi)
- LCS/observe: LCSPreviewColors (latent color map), LCSStepObserver

Core modules: patchify (16ch->64d patches), bicone HSL<->LCS mapping,
alpha_t/beta_t tables (51 entries from Appendix F), PCA calibration,
and timestep normalization with residual preservation.
2026-03-17 01:43:26 +08:00