At strength 1 the outpaint IC-LoRA left the new area black on some clips,
most often when the prompt described a close, framed shot. The LoRA now
runs at 1.5, and the prompt instructions ask for a wide shot of the whole
place with what fills every side, so they work for side and top/bottom
padding alike.
Every image and video loader in the seven examples is saved with no file
picked, in both saved widget copies. Remove the three sample pictures the
new examples added, put the Registry archive budget back to 12 MB, and
update the README examples section and the CHANGELOG.
Replace it with the version that pads with Image Crop + Rotate + Pad,
with its sample picture and a new thumbnail. Point the README's Load
Image + Pad section at Klein 9B Outpaint, and update the example table,
the outpaint caption, the Krea 2 Outpaint Model Patch help page and the
CHANGELOG. Raise the Registry archive budget to 18 MB.
Keep Krea 2 Outpaint, Klein 9B Outpaint, LTX 2.3 Video Outpaint,
Qwen Image 2.1 Edit + Realign and Simple Video Watermark Remover, and add
Krea 2 Inpaint Masked and Krea 2 Rotate + Outpaint with their sample
pictures. Remove the other sixteen examples and the sample picture only
they used.
Update the README example table and links, the Realign to Source help
page, a test comment, the CHANGELOG and the pyproject description, and
raise the Registry archive budget to 13 MB.
Resolution Master is renamed Latent Size: the old name belongs to another
node pack. The node id AUSBOSS_NODES_Resolution is unchanged, so saved
workflows and API graphs load and run as before. Workflows only store a
title that differs from the default, so they pick up the new name; a saved
title that starts with "Resolution Master 🆎" gets the new name in its
place on load. The example, its thumbnail and the README image follow.
- Latent Size can be resized: wider stretches the chips, fields and size
picks, and taller gives the stage the room. It opens at 340 x 531 as
before and goes down to 320, where the size row tightens so W, H and MP
stay whole.
- LoRA Loader: gear -> Long names, end (the default, as before) or middle,
which keeps the checkpoint number at the end of a name in view. The
picker opens wide enough for long names and shortens the folder first.
- The frontend adds 104 px to a DOM panel's minWidth before using it as
the node's floor (LGraphNode.computeSize), so a node that opened
narrower jumped wider the moment its corner was touched: the LoRA Loader
could not go under 424. fillNodeHeight gains exactMinWidth, which
measures that padding and takes it back off, and holdVueNodeMinWidth
lends the floor to Nodes 2.0, whose corner drag reads the node's inline
min-width instead. Both nodes use them; the other panels keep their old
floors for now.
- README: the workflow-tools image shows Latent Size alone; the Seed card
is gone.
The example's Workflow Note and the Krea 2 Outpaint Model Patch help page
said you could paint over part of the picture with the mask editor and pad
at the same time. Load Image + Pad drops the picture's alpha, its mask
covers only the new padding, and it hides the core preview the mask editor
opens from, so that never worked. Both now say the workflow only extends
the picture outward.
The help page also said a Crop For Inpaint stitcher places the reference
over the full frame. On source rectangle it falls back to where the crop
sat in the full picture, so the page now says to use whole canvas with one.
- Qwen Image 2.1 Edit + Realign: type a short edit and Qwen3-VL 8B, the
text encoder the edit already loads, writes the full instruction. The
consistency LoRA sits in a LoRA Loader row, switched off.
- LTX 2.3 Video Outpaint: the distilled LoRA and the outpaint IC-LoRA load
in one LoRA Loader instead of two core loaders. The workflow checks now
refuse core LoRA loaders in examples.
- Realign to Source: description, tooltips and help page rewritten in
plain words, with the technical detail at the end of the help page.
- Settings menus: in a short window the rows no longer squeeze together
and overlap; the menu scrolls instead.
- AGENTS.md: text people read starts with the plainest version.
An edit made at the picture's own size loses whatever the model pushed
past the canvas edge, so realigning it left an empty strip on 13 of 16
held-out edits. Realign to Source now takes an optional stitcher: given
Load Image + Pad's stitcher for the padded canvas the edit was made on,
it measures inside the picture's area only and returns just that area,
so what the model drew into the margin fills the edges.
- A drift within half a pixel of a whole-pixel shift is cut straight
out of the edit with no resampling; an edit that already lines up
comes back untouched.
- The coarse pass also tries the edit at 0.86x-1.28x, so a large zoom
is found; models often reframe a padded canvas by zooming in to fill
it, and that zoom does not count toward Max zoom.
- The report says whether the frame was cut out or warped and names the
margin each side needed when an edit ran out of picture.
Load Image + Pad gains a mirror fill, which models read as more of the
scene: over 16 edits it provoked a reframe on 2, against 7 for edge
pixels and 5 for flat gray. The Qwen Image 2.1 Edit + Realign example
now edits on a 64 px mirror margin with the stitcher wired.
The Workflow Note's consistency LoRA paragraph now links the LoRA's
Hugging Face and Civitai pages where it is first mentioned, not only in
the links list at the bottom.
A LoRA Loader between the diffusion model and the reference cache loads
qwen-image-2.1-consistency.safetensors (step 1500) with the step 2000
file as an alternative row, and stops the run if the file is missing.
Qwen Image 2.1 restyles otherwise often come back about 4-5% taller and
shifted: over 36 held-out restyles the worst corner moved 24.3 px
(median) without the LoRA and 1.6 px with it.
The Workflow Note lists both files with their download links, the
README requirement row names the LoRA, and the example picture is a new
render of the updated graph.
Qwen Image 2.1 draws broad edits (watercolor, anime, oil) a few percent
taller than the source, up to about 12%, differently for every seed, and
snapping sizes does not change it. Realign to Source measures that zoom
and shift against the source and warps the edit back onto the source's
frame, at the source's size. empty_mask marks the strip the model pushed
out of view; report gives the measured zoom, shift and worst corner, or
why a frame was left as it is. The display name carries EXPERIMENTAL.
Promoted from the lab node. The measurement is unchanged (the same
matrices on 166 real Qwen 2.1 renders). The warp now samples the edit
with its edge pixels extended for every fill, so the gray and source
fills no longer draw a dark line beside the strip.
New example: Qwen Image 2.1 Edit + Realign, the Qwen 2.1 Edit graph with
the realign step after decode, its report, and before and after compares.
Resolved:
- node_image_crop_rotate_pad.py: optional inputs are the four resize
inputs, then stitch_blend, then stitch_grow; node_api.json regenerated
with test_node_api.py --update (no breaking change against main).
- test_transform_outputs.py: the optional-inputs test expects the stitch
inputs after the resize ones.
- transform_editor.mjs: the Inpaint & Stitch section and its status line
serve the image node too (feather branch) beside the size-chain status
(this branch); the Cancel code is #73's, line for line.
- LTX example note and the Clip help page carry both branches' wording.
- CHANGELOG keeps every bullet.
- Rotating keeps the crop's size over the same part of the picture from
the knob, slider, number box and Reset rotation (cropForRotation).
- A readout under the picture names every step that sets the output size
(crop -> pad -> align -> resize) and warns when the resize Step
stretches the picture or Align pads fill ahead of a resize; ticking
Resize shows Megapixels and Step on the face.
- Locked-aspect crops use integer maths (_ratio_box / ratioBox), so the
size shown equals the run.
- Image Crop + Rotate + Pad's four resize inputs are optional, so API
prompts saved before them validate again.
- Video Crop + Rotate + Pad -> Clip: one Length switch replaces the Fixed
frames and Limit boxes; OUT sits on the last output frame; a connected
fixed_frames / frame_load_cap takes over the length.
- The stitcher pastes the unfaded canvas when feather > 0
(transform_pil_layers / keep_unfaded). Superseded by mask-only feather
and dropped in the next commit.
Carries a copy of the editor Cancel / discard-prompt change from
feat/editor-cancel-discard (#73), which this work was built on.
The image and video transform nodes faded the picture into the fill
colour across the feather ramp. Outpaint models read that ramp as
content (the Qwen 2.1 outpaint LoRA painted a darker band along a tilted
edge, LTX's IC-LoRA left feathered bars unpainted), and the stitcher
kept the faded pixels, so Stitch's colour match measured its drift
against them and pulled the fill toward grey (d(ab) 18.5 at feather 24 on
a straight pad, 2.6 now). Feather now shapes only the mask and the stitch
blend built from it; the picture keeps a hard edge against the fill, so a
feathered canvas is the feather-0 canvas pixel for pixel.
Image Crop + Rotate + Pad gains the clip node's optional stitch_blend
(32) and stitch_grow (0) inputs, and its editor shows the same Inpaint &
Stitch section with Show blend. The editor's live fade overlay goes with
the fade.
Krea 2's text encoder is Qwen3-VL-4B-Instruct, which has no thinking
mode. With thinking off, ComfyUI appends an empty think block and the
model often ends its turn at once, so Krea 2 Prompt from Image could
return no text. The five examples that caption with Qwen3-VL now keep it
on; the Krea notes explain it instead of blaming greedy sampling.
With the budget at 0 a large photo kept its full size, and on a 4 MP
canvas Krea 2 painted the new sky a shade darker, creased at the corners
and cut invented limbs at the old edge. A 16-run matrix on two sky
photos (VLM on/off, feather 64/96, full size vs 1.6 MP) and a budget
sweep put the cause on canvas size alone: 1.6 and 2 MP were clean, 2.5 MP
began to band and 1 MP went blotchy. The example now uses the 1.6 MP
budget the Klein outpaint already had; the note and thumbnail follow.
Load Video, Select Every Nth, Image Resize and Align Image turn the pier
clip into nine 768 x 1344 frames, and Save Image writes each with a
caption sidecar and size-and-counter names. No models.
The rowboat PNG's painted mask goes through Mask Refine, Crop For Inpaint,
LaMa Inpaint and Stitch Inpaint, with Compare against the source: the
first LaMa example that needs no other pack, only big-lama.pt.
The pier clip is cropped to a square on the Clip node, Frame Interpolate
doubles its frames with blend, and Save Video plays them at the source
rate for 2x slow motion; Select Frame and Compare check an in-between.
No models, and it runs in seconds on a CPU.
The tour's Select Every Nth sat at nth 1, doing nothing, because it could
not carry the frame rate. Load Video now decodes every frame and Select
Every Nth keeps every other one and hands the halved rate to Frame
Interpolate; the output is unchanged: three seconds, 72 frames at 24 fps.
The frontend saves each node's widget values twice, by position and by
name, and restores by name when its experimental Restore widget values
by name setting is on. Nine example nodes had a stale named copy: the
watermark example would have loaded a different source clip and trim
window, two MiniMax H3 samplers would have randomized their seed, and
three copies had the wrong keys. Each now mirrors its loaded values.
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.
ausboss_pier_9x16.mp4 has no audio stream, so the node tour, LTX and
watermark setup cards now say Save Video keeps the source audio when the
clip has a track.
Drop cg-use-everywhere's ue_properties and ue_links/links_added_by_ue,
comfyui_mcp workflow ids and VideoHelperSuite's VHS_* settings. None of
these packs is part of the examples; extra.ds and the pack's own node
properties stay.
Fourteen examples saved a view scale between 0.41 and 0.51, under the
frontend's default level-of-detail cutoff (about 0.57), so they opened
with blank widget faces. Raise those to 0.6 and keep each offset, so the
view still starts at the graph's top-left corner.
These loaders were saved before on_missing existed, so their stored
[stack, separator, panel] values put the panel's "" into the on_missing
combo. Store the current order with the default "error".
Eleven examples saved the maintainer's local subfolders (Flux.2 Klein 9B/,
Krea 2/, LTX/, minimax-h3/, Upscale-Models/ ...), so the files the setup
cards link to showed up as "Value not in list". Every core loader now
selects the basename of its download URL, carries a matching
properties.models entry, and the Krea cards name the official
krea2_turbo_fp8_scaled.safetensors their link fetches.
Save Image and Save Video defaulted to an AusBoss subfolder, and every
example workflow saved into one. New nodes now save to ComfyUI's output
folder as image_... and video_..., and the examples keep their file
names without the folder. Saved workflows keep whatever prefix they
already have.
Video Crop + Rotate + Pad -> Clip / -> Frame:
- The rail under the preview is a timeline: playhead scrubbing on the node
face, frame-accurate IN/OUT handles that carry the playhead, Set IN/OUT
and I/O keys in the editor; js/shared/timeline_math.mjs mirrors the
backend's inclusion rule and emits hundredth-grid seconds.
- Scrubbing no longer flickers: storyboard tiles only stand in when nearer
than the frame on stage and are decoded at their target times; the scrub
session returns the frame it already decoded instead of the next one;
served previews are cached.
- Aspect lock on the format chips (pad, lock, clear) with lockPadding in
transform_geometry; Lock aspect in the editor.
- A new source keeps fill, feather, resize, Snap and Limit and re-pads to
the lit chip; a canvas row (fill, feather, resize) sits on the node face.
- The clip node declares a black fill and feather 0 as its defaults and the
editor's Reset all follows the node's own declaration, so a fresh node or
a reset never lands on the grey, feathered canvas the LTX IC-LoRA cannot
paint; image nodes keep grey/24.
Examples:
- LTX 2.3 Video Outpaint: Select Frame -> core Generate Text writes the
positive prompt; note rewritten with the tested rules (53 renders over
six clips: only fill #000000 + feather 0 decide painting).
- Core model loaders coloured and Workflow Notes grown to fit across the
other examples.
- New nodes: Image Resize plus the Utility group (Text, Integer, Float,
Show Text, Math Expression, Select Every Nth, Split Batch, Merge
Batches, Free Memory) - the dependency-free gaps that let shared
workflows drop heavy packs.
- Replace with AusBoss nodes (prototype): preview-then-confirm graph
rewrite swapping known third-party nodes for pack equivalents, with a
tested translation map, per-node opt-out, and refuse-with-reason for
nodes the pack cannot stand in for.
- Load Video: single-frame FRAME picker, an honest "what will load"
label from the probed source rate, drop-a-video-to-restore. Save
Video: format-aware widgets and a file_path output. Stitch Inpaint
gained a blend_mask output, Select Frame negative from-the-end
indexing, Image Size a batch count - all appended, saved workflows
load unchanged.
- LoRA Loader: drag-to-reorder rows, hover thumbnails on rows, file
size and date in the info card.
- Appearance: flagship scheme deepened to slate-teal; the retired
bright-teal pair upgrades automatically via LEGACY_SCHEME_PAIRS.
Optional queue-completion chime, off by default.
- Image Resize invariant: pixels are only invented on an explicit
width+height pad request - scale-derived modes resolve divisible_by
snaps with a sub-half-step resize, never bars.
- Docs refreshed for six stale pages, stale text and metadata fixed
across the pack, the panel-height rule codified in AGENTS.md and the
brand skill, and ausboss_node_tour.json added - a model-free example
exercising 17 node types in one graph.
Validated: scripts/validate_nodes.py (24 files), 300 JS tests, all
Python suites under the ComfyUI embedded interpreter.
Image Compare A/B drew a chip over the top-left of the picture carrying the
resolution and a hint about how to use the panel - covering part of what you
came to look at in order to say something you need once. The resolution moved
to a caption centred under the stage, and when the two sides are different
sizes both are named there: the panel scales them to fit, so nothing else on
screen would reveal the mismatch. The empty and error states still take the
middle of the stage, where there is no picture to hide.
HOLD became an A/B toggle. Press-and-hold meant the comparison only existed
while a mouse button was down, so the two images could never be held side by
side in memory. Each click now swaps the panel and the button names the side
you are looking at; flicking between them in place is how a small difference
actually becomes visible. A workflow saved on "hold" opens on the toggle it
became rather than quietly dropping back to slide.
The example workflow was stale in ways that would have shipped to Civitai:
its overview credited SimpleWatermarkRemover - the deprecated compatibility
id, not the node the graph actually uses - still called the node Refine Mask,
and linked to github.com/auboss, which does not exist. It gained model-setup
and requirements sections, consistent node titles, and the mask settings its
single-frame test was missing: that path shipped with every Mask Refine
control at zero, so the frame it previewed was not the result the full run
would produce, which is the one thing that test exists to show.
Five things surfaced by release testing.
Node search: ComfyUI's search dialog cuts at 64 results and ranks by
[match tier, global popularity, name length], where tier 1 needs the name
to START with what was typed. Popularity is a fixed global table in which
every node from a new pack scores zero, so tier is the only lever. As
"Refine Mask" this node came 121st for "mask" and was never on screen.
Renamed to Mask Refine, which is 15th, and kept "refine mask" as an alias.
The mapping key is untouched, so saved workflows are unaffected. Aliases
alone cannot fix this: the frontend indexes them but drops them from the
tier scoring because they are a list rather than a string, so they decide
whether a node is findable, not where it lands.
Previews: Mask Refine, LaMa Inpaint and Select Frame showed whatever fed
their input, which is nothing when a segmentation node is upstream - Mask
Refine's panel was blank however the mask turned out. Each now returns its
result as a preview and the panel shows that, falling back to the input
before the first run. A node does not need to be an OUTPUT_NODE for this;
returning a ui payload is enough. ComfyUI's own preview for these nodes is
stood down so the picture appears once, in the panel, rather than also
underneath the node. That also fixes LaMa finishing a single image with an
empty panel: frame previews were only attached for batches over one frame,
on the assumption that one image would preview through the output path,
which a non-output node does not have.
Mask Refine opens on expand and blur with the other five behind MORE.
Hidden widgets keep their values and their saved positions. AUTO sets both
from the mask's size, scaled off the 8/4 hand-tuned for the watermark
workflow at 576px, because a feather is a fraction of the picture rather
than a fixed pixel count.
Save Video gains nvenc h264/h265, webm av1, ProRes mov, lossless ffv1 mkv,
gif and webp, plus pingpong and save_metadata. Every format is encoded and
read back in the tests rather than trusted from its table row. fps steps in
whole frames but stays FLOAT: an INT would refuse Load Video's fps link and
round 29.97 to 30, drifting picture off audio. mov files now carry the
embedded workflow, which they silently did not. The reload button is gone -
it only re-fetched what was already on screen.
Not done: Select Frame's preview updates on a run, not as the number
changes. Seeking to a frame needs the source fps, which the browser never
learns, so live scrubbing needs a server route - the surface Frame Chooser
was just demoted for.
Every display name swaps ' (AusBoss)' for ' 🆎' - menus, docs, tooltips,
the README, and the example workflow's notes. Mapping keys never change,
so saved workflows keep loading; 'ausboss' keeps finding everything via
the category, the AUSBOSS_NODES_ prefix, and SEARCH_ALIASES. Python error
messages drop the suffix entirely so exception text stays ASCII for
cp1252 consoles.
The LM Studio endpoint toolbar declared no getMinHeight, so the frontend
gave its wrapper a 12px sliver and the buttons clipped; it now declares
32px through every sizing path, and the buttons breathe at 22px.
ausboss