2 Commits
Author SHA1 Message Date
CthomasdesignandClaude Opus 4.8 3ec843606c feat: two-reference grounded edits + preprocess robustness fix
Generalize the grounded encode to N reference images (scene + subject):
both go through the vision tower with a per-image <vision> block, spliced
and deepstack-injected at their own token positions, with multi-image
get_rope_index. Validated vs full torch Qwen3-VL — two-image grounded tap
matches to cosine 1.0, mean|Δ| 3.1e-5 (single-image unchanged). generate_edit
now feeds both image + image_b through grounding when grounding_px > 0.

Fix a ZeroDivisionError in preprocess: max_pixels is now clamped so a tiny
grounding_px (e.g. from a stale workflow whose widgets predate the
grounding_px control) can't zero the area ceiling. The example edit
workflow gains the grounding_px widget so its values align with the node.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-08 20:37:02 -04:00
CthomasdesignandClaude Opus 4.8 984aabc0d1 feat: Krea2Edit node — in-context image editing on Turbo/MLX (v0.6.0)
New additive node for identity-preserving edits: the clean VAE-encoded
source rides the sequence as a frame≠0 reference token block while a
fresh-noise target is denoised, and only the target is decoded — the
appearance path from lbouaraba/comfyui-krea2edit, mapped onto our engine
(sequence [text | src(frame=1) | target(frame=0)], mirroring the 3-axis
RoPE frame scheme that was already present but unused).

Engine additions are isolated: transformer gains prepare_edit +
denoise_step_edit, sampling gains sample_edit + build_edit_positions,
pipeline gains generate_edit; the txt2img/img2img sample() path is
untouched (verified txt2img stays pixel-identical to the parity ref).

Pairs with the krea2_edit identity LoRA (conradlocke/krea2-identity-edit),
which loads through the existing Krea2LoRA node unchanged (ai-toolkit
reference naming, 28 blocks, 0 unmatched keys). Validated: source fox +
"red scarf" keeps the fox's identity while applying the edit; the LoRA
sharpens edit coherence markedly (see tools/test_edit.py). Second
reference image supported for multi-ref edit LoRAs.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-08 18:52:53 -04:00