Retire Beta/Friction/EarlyStop/InnerThreshold/InnerPatience/MinStepFrac
from all sampler nodes: the widgets are gone, the values are fixed
constants, and old prompts still validate via hidden inputs. A value
sanitizer falls back to defaults on invalid widget values, and the
frontend migrates old workflows by key-based widgets_values mapping
(LAYOUTS table) instead of positional arrays, so kept parameters
(PromptMode, Inpainting_mode) survive on old workflows.
MinStepFrac defaults to 1.0: the inner step size is pinned and the
inner-step count ramps linearly with the remaining noise fraction.
Video mask union: resample nearest-exact first, then a slice-level
sliding max-pool (experimental order) so the mask follows the painted
region's motion through the video.
Update Example_29 with the new output and re-export the workflow JSON.
Mask-in-video (the masks now travel with the video file):
- New videometa module: write/read a JSON payload under the lanpaint-mask
mp4 metadata tag via PyAV (stream copy, movflags=use_metadata_tags), so
exporting produces a NEW file and the source is never modified.
- Two server routes: GET /lanpaint/video_mask_meta (read the payload back)
and POST /lanpaint/export_mask_video (remux into input/<base>_masked.mp4).
- The mask editor exports the painted keyframes (base64 PNGs) + audio
intervals into the video; loading a video with the tag auto-restores the
masks (editor and node preview). A video without the tag clears the
workflow's masks - the video is the source of truth. The export also
offers a native save dialog (showSaveFilePicker) when available.
- The video widget upload now uses video_upload so MP4s are selectable in
the file chooser (was image_upload).
- LanPaint_ImageEncode accepts 5D latents from video VAEs encoding a single
image (e.g. the Hunyuan video VAE) - fixes the Hunyuan example.
Example set conversion (one example per supported model, new files, old
pairs removed after being superseded):
- New *ImageEncode/*EncodeDecode example workflows for SDXL, Flux.1,
Flux.2 Dev, Flux2 Klein, SD3.5, Hunyuan, Ideogram4, Krea2, Qwen Edit,
Qwen Image, Z-Image, Wan 2.2 and MiniMax H3 (AV), all using
LanPaint_ImageEncode/ImageDecode instead of VAEEncode +
SetLatentNoiseMask + VAEDecode + MaskBlend; every example references its
own example folder's masked input (hash-verified); preview jpgs generated
from the test runs; the H3 example ships its output mp4 as a preview.
- HiDream example removed on request; Example_29 added with the H3 masked
input video.
Fixes along the way: normalize node input.link/output.links fields against
the links arrays in all converted workflows (the frontend renders
null-link nodes as disconnected); stale Inpainting_mode widget removed from
the Flux.2 sampler; Lambda defaults 5.0 (first-order scheme); torchaudio
resample test assertion relaxed (edge ringing); the videometa tests updated
to the final export signature.
LanPaint_ImageEncode replaces VAEEncode + SetLatentNoiseMask (plus the
manual mask ImageScale): the mask is snapped to the latent's actual
spatial size (nearest-exact) so VAE padding can never mismatch again.
LanPaint_ImageDecode replaces VAEDecode + LanPaint_MaskBlend (plus the
dimension-alignment round trip): the decoded image is resized to the
original's exact dimensions, then merged with the original inside the
mask with a MaskBlend-style boundary. The image workflow collapses to
LoadImage -> ImageEncode -> sampler -> ImageDecode -> SaveImage.
merge_video_with_mask now accepts a single 2D mask (broadcast over the
frame batch) and keys the merge count off the image/frame tensors
instead of the mask, so a 1-frame mask no longer truncates a batch.
Three frontend fixes for frame-accurate previews in the video mask
editor: (1) measureVideoFps now spans about 80 percent of the duration
instead of 1 second - the short span had +-1 frame of counting
uncertainty, so the editor and node preview could round to different
integers (e.g. 29 vs 30) and their frame grids drifted by a frame;
(2) the preview overlay maps playback time to the frame index with
floor (the browser presents floor(t*fps), round() mislabeled by one
whenever the video paused mid-frame); (3) the editor's frameAt seek
gets a +1e-6 nudge so index/fps float dust cannot land on the previous
frame.
Also fix a save-race crash: if the editor dialog is closed while the
keyframe uploads are in flight, _flash queried this.el after it was
nulled and the handler reported Save failed even though the save
succeeded. _flash now tolerates a closed editor.
The video mask editor's backend interpolation was dominated by the
pure-Python Felzenszwalb-Huttenlocher EDT: 20 keyframes at 864x480 took
~168s. _edt_2d now uses scipy.ndimage.distance_transform_edt (exact same
distances, C speed, ~100x faster; the Python fallback stays for
environments without scipy) - the same scenario now takes ~1.6s.
The frontend preview and the backend no longer keep two separate morph
implementations that can drift: the pure math (EDT, SDF, shifts, sigmoid,
per-frame morph) moved to web/lanpaint_mask_math.js, used by the editor
extension and pinned against the backend by tests/parity_mask_math.mjs +
test_js_python_mask_math_parity, which feeds the same 8-bit keyframes to
both sides and asserts the soft masks match within 1e-4 and the 0.5 level
sets are pixel-identical. The preview also switched from the quantized
sigmoid LUT to the exact sigmoid the backend uses.
Fixed a caller-contract bug found while verifying: computeSDFEntry
expects a pure alpha array, but the extension passed raw RGBA bytes
(getImageData data), so soft strokes were read as fully solid and the
index alignment scrambled the SDF (visible as odd strips). The caller now
extracts the alpha channel, and the function throws when handed a
non-w*h array so the mistake fails loudly.
LanPaint_AVEncode replaces the workflow chain GetVideoComponents ->
VAEEncode -> SetLatentNoiseMask + MiniMaxAudioEncode -> SetLatentNoiseMask
-> Concat AV Latent: it decodes the video's frames and audio track from
the VIDEO reference, encodes both streams, and returns a nested AV latent
with the video and audio masks attached per-stream (no stock
SetLatentNoiseMask, which crashes on 1D masks).
LanPaint_AVDecode is the mirror: it decodes both streams, merges the
inpainted video into the original with MaskBlend-style boundary blending
(blend_overlap), merges the audio by mask intervals with a crossfade
(audio_crossfade, replicate-padded ramp so even kernels keep the exact
length), resamples the inpainted audio to the original rate, resizes the
VAE decode output to the original dimensions, and writes the result with
the original file's fps and bit depth via VideoFromComponents. A source
without an audio track falls back to the inpainted audio.
reshape_mask rework: video masks are aggregated per latent token with a
window-4 temporal max (union) followed by nearest-exact resample, and the
frames-at-batch [F,1,H,W] convention produced by SetLatentNoiseMask is
handled; audio masks [F], [F,1] or [1,1,F,1] are resampled to the audio
latent's token grid. The stock per-stream mask prep is routed through our
prepare_mask (video_inpainting for 5D targets) inside override_sample_function,
which now guards against nested entry. Audio encode is a pure encoder.
Also: editor node fps fallback for VideoFromFile.get_frame_rate, 5D decode
batch combine, audio channel-count match, and MaskBlend.gaussian_kernel
now shares the guarded kernel helper (fixing NaN at overlap=1).
LanPaint_VideoMaskEditor now outputs a per-frame video mask and an audio
mask [F] (hard 0/1 at video frame rate) painted from time intervals in
the new hidden audio_mask widget. The frontend shows an audio waveform
strip under the video preview with red masked intervals and a playhead,
and the editor dialog supports drag-to-paint / click-to-clear intervals.
LanPaint_MiniMaxAudioEncode becomes a pure encoder (mask_start/mask_end
removed); the workflow attaches the editor's audio mask to the audio
latent with SetLatentNoiseMask and Concat AV Latent nests both per-stream
masks.
Video masks get the temporal union in reshape_mask: a latent token covers
~4 video frames and is all-or-nothing, so each token takes the window-4
max of its frames (nearest-exact) instead of trilinear averaging, which
could erase sparse temporal strokes. The stock per-stream mask prep is
routed through our prepare_mask (video_inpainting for 5D targets) and
handles the 1D [F] audio mask -> audio latent tokens case. Also handles
the VideoFromFile.get_frame_rate rename in newer ComfyUI.
scraed