Commit Graph
3 Commits
Author SHA1 Message Date
ausboss 9abead5a78 Krea 2 Encode: show AnyPaint the new area in the picture's own colour
A dark or colourful picture padded with the #808080 gray came back from
Krea 2 AnyPaint with the gray still there: a gray frame around the picture,
or gray corners on a turned one. AnyPaint was trained with the new area of
its reference filled with the median colour of the picture, so a gray patch
next to a dark photo reads to it as part of the scene and it paints it back.
It did the same with every Krea 2 model file tried.

Krea 2 Encode gets an optional mask input, appended last. When it is wired,
the new area of the reference (mask above 0.5) is refilled with the median
colour of the rest before it reaches the VAE and the vision tower. The
canvas the rest of the graph uses keeps its gray. Without the link nothing
changes.
2026-09-29 16:50:26 -05:00
ausboss e31282a0b5 Turn VLM reference back on in the Krea 2 Outpaint example
The 2.1.0 refresh reset Krea 2 Encode to its defaults when it wired the
prompt in, which switched VLM reference off; the example's own note, the
README and the patch's help page all describe the AnyPaint recipe with
it on. The node's tooltips and help page described only Registered
Outpaint; they now name both setups, as the card already did.
2026-09-24 00:33:41 -05:00
ausboss ec50d3acfe Promote the Krea 2 outpaint pair from the lab
Krea 2 accepts reference latents, but they arrive with no position, so the
model treats them as a loose style hint: it borrows the look and reinvents
the content. That is the whole reason an outpaint drifts instead of
continuing the photo.

Krea 2 Encode attaches the reference latents and emits the negative from
the same node, so a turbo graph at CFG 1.0 stops carrying a second text
encode that does nothing. Krea 2 Outpaint Model Patch registers those
reference tokens into the target grid at the rectangle the stitcher
records, on frame axis 1.

Load Image + Pad gained a `reference` output - the unpadded source, fitted
to a 384px long edge and a multiple of 16, because the VAE downsamples by
8 and the DiT patchifies by 2. It is APPENDED after `stitcher`, never
inserted: a workflow stores links by output slot index, so any other
position silently rewires every saved graph.

The stitcher now records where the source sits, as source_bbox in pixels
and bbox_normalized in 0..1. Padding knows the rectangle exactly, so it
rides with the canvas instead of a parallel wire that can be left
unplugged. apply_stitch reads neither key, so an older stitcher stitches
identically.

Ported from the lab rather than copied: the lab's _krea2_helpers had its
own pad_image, feather_pad_mask, plan_pad_canvas, parse_fill_color and
build_canvas_stitcher. Duplicating the padding engine here would let the
outpaint path and the inpaint path disagree about what a stitcher is, so
the public module keeps only what is specific to Krea 2 and uses the
existing helpers for the rest.

Two departures from the lab version. The model patch declared a kv_cache
input and never read it - the cache was always on - so it is wired up now.
And it imports comfy's flux internals when you run it rather than at
startup: a core release that moves one then surfaces as an error on that
node, instead of deleting it from the menu and leaving saved workflows
reporting it missing.
2026-08-17 22:17:19 -05:00