malkuthroandClaude Opus 4.8
e4a048bde1
pipeline.py: _encode_latents must NOT divide by vae scaling_factor. The VideoMaMa UNet is trained on raw VAE latents (matching okdalto's VideoInferencePipeline, which multiplies by scaling_factor then divides it back out -> net x1). Dividing over-scaled the conditioning ~5.5x and produced a systematically blurry matte on every frame. Verified 5/5 vs the desktop / vanilla reference on identical single-frame inputs. nodes.py: harden the loader precision fallback so fp16 is the true default - only an explicit "bf16" opts out; a stale "auto" widget now resolves to fp16 instead of bf16. sync_to_dev.py: the rmtree+copytree mirror deleted matte/checkpoints/ (the gitignored ~10GB SVD+VideoMaMa weights) on every matte sync, forcing a re-download. Add PRESERVE_IN_DEST + selective _clean_dest so runtime- downloaded model data survives a sync. docs: add docs/maintainers/matte-pipeline.md (latent-scaling invariant, black-output causes, fidelity levers, single-frame + vanilla-oracle debug loop, checkpoint preservation). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
ComfyUI-Koolook documentation
Three audience buckets — pick where to look based on what you're trying to do.
| If you want to … | Go to | One-line description |
|---|---|---|
| Use a node in your ComfyUI workflow | user_guide/ |
Per-node guides, screenshots, recipes |
| Look something up — a term, a node ID, a list | reference/ |
Glossary, node inventory, spec sheets |
| Cut a release / fork a node / debug CI / hit the Comfy Registry API | maintainers/ |
Releasing, Registry API, Node versioning rules |
| Compare UI design proposals before implementation | designs/ |
Focused mockups and screenshots for in-progress UX decisions |
| Inspect bundled demo workflows | workflows/ |
Source copies of release-ready workflows seeded into the Kforge Labs sidebar |
| Run AI-assisted model evaluation loops | automations/ |
Visual loop overview, setup contract, per-model findings, and /make-card workflow |
Files that intentionally stay at the repo root
| File | Why it's not in docs/ |
|---|---|
../README.md |
GitHub repo home + Comfy Registry pulls description from here |
../LICENSE |
pyproject.toml references it; GitHub recognizes the license badge from this path only |
../CHANGELOG.md |
Changelog parsers and release tooling expect it at root |
../CLAUDE.md |
Claude Code reads project-level agent instructions from <repo>/CLAUDE.md |