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Author SHA1 Message Date
Claude 0414df00c9 Diffusers LoRA modules with no place are counted under any wrapper prefix; Watermark hint names the trimmed-clip exception 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjX7o2YfeGQE18MEtPu
 2026-11-08 20:19:39 +00:00
digital-garbageandClaude Sonnet 5.5 75fd0d3885 Leak report: log every parent hand-over and every tracked model's state; test with the node cache keeping the chain 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 19:07:10 +02:00
Claude 6ae2247e78 Loader: two loaders of one file in one graph no longer reload every run; a ComfyUI that cannot free the earlier copy is said 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVsBg3ixjnT1Fgdy12
 2026-11-08 16:34:55 +00:00
Claude d8e849f615 Timeline never shorter than its lanes even from a saved height; Diffusers LoRA modules with no place in H3 are counted and alerted 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVsBg3ixjnT1Fgdy12
 2026-11-08 16:32:05 +00:00
digital-garbageandClaude Sonnet 5.5 936da56425 Loader: when the same file comes back with other settings (SLA method, attention...), ComfyUI frees the earlier copy when the run ends, instead of evicting it half way ('memory leak with model') 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 18:12:08 +02:00
digital-garbageandClaude Sonnet 5.5 1f27540660 Veda leak test: stage-only LoRAs too 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 17:59:47 +02:00
digital-garbageandClaude Sonnet 5.5 77bd136a0b Veda leak test with the r2v predictor and a reference image 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 17:57:41 +02:00
digital-garbageandClaude Sonnet 5.5 4ec480bf43 Veda leak tests: bf16 so Veda takes calls, FunUISampler node, two runs, timing on 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 17:51:19 +02:00
digital-garbageandClaude Sonnet 5.5 cdcc92ad8c Veda: tests that the model is collectable after a run (real MiniMaxH3 class, real guider, every modifier on top, finished and interrupted) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-08 17:46:05 +02:00
Claude 09b6c70db7 Review fixes: removed file choices no longer refuse a render, stage LoRAs said when Two stages is not running, jobs run one at a time 
A scene picture a video-only pipeline cannot use is named in Generate. CHANGELOG Brownian wording and Veda GPU labels match the code.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVsBg3ixjnT1Fgdy12
 2026-11-08 15:35:10 +00:00
digital-garbage 84a92f3d14 Review round 1: carried last frame is the sampler's own, Interpolate keeps full length at x3/x4, MXFP8 skipped no longer blocks LoRA training, Diffusers lora_down/up spelling, back-up 1.0 step lookup, block map mean, Latent upscaler fallback declared, Story box on project switch 2026-11-08 02:22:54 +02:00
digital-garbageandClaude Sonnet 5.5 25cc6ed0b4 Review round 2: partial Q/K/V LoRAs, Turbo polish no longer read as the last step, cut-short videos refused, NaN-safe block map, bounded block ranges; Common phrases lists words and phrases of any length 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-06 12:23:25 +02:00
digital-garbageandClaude Sonnet 5.5 4f06ed9d89 Shortcuts find/replace: whole words, tidy removals, phrase total, fresh count; Two stages: restore the guider on any error between stages; honest hints 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-06 11:53:44 +02:00
digital-garbageandClaude Sonnet 5.5 6249d5342b SLA/Veda: a run cancelled in its first step no longer leaves its stabilize-motion memory or kernel failure to the next run 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-11-05 22:12:45 +02:00
digital-garbage a5f35ea5b9 Veda: split the kernel call into index, quantize and attend timings; cheaper host prep with equal output 2026-11-05 22:10:34 +02:00
digital-garbage affa3a863e Veda: opt-in per-phase timing, one line naming every size of a Two stages run, fewer device reads 
veda_timing (loader, method veda) logs the time in gather, score, select, kernel and scatter
for a run; off by default and it changes no number. The run line now names the size and tile
plan of each stage, not only the last. Cheap speed-ups that keep the numbers exactly: the
list width of kept tiles comes from the layout instead of a device read, the head groups and
the per-row pattern stay on the device, and the predictor's projections are copied from pinned
memory.
 2026-11-05 21:57:31 +02:00
digital-garbage fa3d4bd71a Veda predictor download row sits right under the predictor selector 
It was drawn at the bottom of the model page, far from the field it fills, and the
selector's hint pointed at 'the row below'. The row now follows the selector directly and
the hint no longer points anywhere.
 2026-11-05 21:46:44 +02:00
digital-garbage 1e2ac5ca67 Sparse attention method veda for MiniMax H3 (experimental), with an optional predictor download 
Learned tile-sparse attention (Veda, arXiv 2605.30325): tiles, tile plans, predictor
scoring and selection in plain torch (tested on CPU, including a real tiny H3 with a
stand-in kernel), an INT8 Triton kernel derived from SageAttention (untested on a GPU),
installed through the same override and per-step wrapper as SLA. Runs at the predictor's
trained budget; LoRA, MXFP8, Two stages, dense steps and the attention backend compose.
Settings > Models offers the official Hugging Face download of the predictor on a click,
with its licence beside it; taggers and this share one downloader (core/fetch.py).
 2026-11-05 21:32:39 +02:00
digital-garbage 5f6ed35929 Matrix: every modifier is listed or exempt with a reason, must report active, and must wire in; crossed with samplers and Two stages 
Brownian leaves the stock sampler alone when torchsde internals differ. LoRA: unwrapped refiner layout, absent blocks, LoKr.
 2026-11-05 15:58:29 +02:00
digital-garbage 4b306ae65f Round 3: Brownian noise equals stock noise at any sigma height; every LoRA wrapper reaches every Diffusers module 
Queries are limited as plain numbers inside the sampler call. Tests for 11 wrappers and sigma 14.6.
 2026-11-05 15:44:24 +02:00
digital-garbage 3351fbf503 LoRA: a wrapped Diffusers file reaches the fused qkv rows; a wrong-width qkv pair is dropped, not merged 
README credits Karras et al. for the churn idea in Turbo. Tests for three wrappers and the width check.
 2026-11-05 15:23:43 +02:00
digital-garbage 2f1a0df7a0 Review: only H3 LoRAs are renamed to H3 names (LTX transformer_blocks LoRAs load again) 
Interpolate Always warns once, not per render. README credits the resize kernels; hint and example text corrected.
 2026-11-05 15:13:03 +02:00
digital-garbageandClaude Sonnet 5.5 f7b1da518d Test: the VAE loader stub has a model, as the loader now requires 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjV3UWsHHjJiAXix29B
 2026-11-05 14:48:36 +02:00
Claude 4579d31585 LoRA Loader: a slot's settings and the next slot's picker appear only once a LoRA is chosen 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjV2UVj2u3F3mbnYrQW
 2026-11-05 11:23:35 +00:00
Claude 5eabca5839 LoRA loader: Apply to stage (First/Second/Both) for Two stages, and Diffusers-layout H3 LoRAs now load 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVKTwSL4mCUi3hd811
 2026-11-02 12:56:50 +00:00
Claude f7d17cfb15 Diffusion Model Loader: read the stacked output head count from the weights when the file metadata lacks it 
A few-step H3 file whose metadata keeps explicit head sizes but not the head
count was built with one head and failed on the head biases. The count is now
taken from the head bias and patch projection shapes (shapes only, any device
or dtype), with a test through the real loader at every weight dtype.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjUsYDkyEtLCrzqv7jo
 2026-11-02 10:57:56 +00:00
Claude 5620fcdc94 VAE loader: an unrecognised VAE file names its first keys in the error 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWzZx5QzcqkheSuhsy
 2026-10-30 17:41:26 +00:00
Claude 41559e188b VAE loader: a decode-only VAE this ComfyUI cannot read no longer stops the run; the main VAE decodes and the log says so 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWzZx5QzcqkheSuhsy
 2026-10-30 17:39:37 +00:00
Claude 3862f3ec36 LoRA Loader: up to eight LoRAs in one node, applied in order; slot 1 keeps its inputs 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjU1A5dzqoK4stWcmzk
 2026-10-29 19:23:48 +00:00
Claude e439214b76 MXFP8: drop the claim that a forced compute dtype costs the speed (measured: same step times) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
 2026-10-29 11:21:09 +00:00
Claude 9278d17f8b MXFP8: also allowed with weight dtype bf16 (the usual setting for a bf16 file) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
 2026-10-29 11:10:57 +00:00
Claude 51acdb1c12 Diffusion Model Loader: MXFP8 result goes to the log, not only the status output 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
 2026-10-29 11:07:48 +00:00
Claude 3837d585e0 VAE Loader: optional decode-only VAE (Sol-H3-VAE, X2 Detail) while the main VAE encodes 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjW75aYB8UyVRZo6fCr
 2026-10-29 10:59:06 +00:00
Claude b108d4f4f5 H3 loader: MXFP8 option for the middle blocks (Sol-H3 recipe), credit in README 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjW75aYB8UyVRZo6fCr
 2026-10-29 09:44:49 +00:00
Claude f8955c2ef2 Keep ComfyUI's console on disk (Previous run in the Log window) and log memory at LoRA load and sampler start 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 09:03:30 +00:00
Claude 9f8705dd63 Shot camera and SLA need H3-only traits: hidden on LTX (node fields can now require a trait) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:29:22 +00:00
Claude a9f5c9f35d VAE loader: pass the file header to the VAE (audio VAEs need their config) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:06:34 +00:00
Claude 2ce29a0998 SLA rising sparsity: note the first real H3 result 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0176SHndmQj7T1VtWAWZiNcq
 2026-10-25 16:16:02 +00:00
Claude 5bc3ce3f95 SLA: test that the rising-share field is drawn only for the sla method 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0176SHndmQj7T1VtWAWZiNcq
 2026-10-25 16:06:31 +00:00
Claude 527d368c82 SLA: optional rising sparsity (sla_sparsity_start), GSRS idea; CPU test env script 
Skip fewer attention blocks on early steps and more on late ones, in a straight
line up to sla_sparsity. Off at 0, untested on H3. Credit GSRS (arXiv 2610.21129).
tools/test_env.sh and tools/cpuforce.py set up the suite on a GPU-less machine.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0176SHndmQj7T1VtWAWZiNcq
 2026-10-25 16:05:33 +00:00
Claude 3adebb731f Rename FunPack to FunUI (5.0.3 Classy Chopper): /fun endpoint, wink logo, load-time migration of old names 
Old project/workflow names and browser settings migrate on load; /funpack redirects to /fun.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016acRss69eH1235eRdFTZHY
 2026-10-25 13:11:03 +00:00
Claude 156f86e618 fix: checkpoint loader reports a missing VAE; a start picture no pipeline slot takes is named as unused 
Tests: VAE, LoRA (7 key dialects), CLIP and checkpoint loaders; every preset x every kind of picked file is used or named.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WP6HMLLhRYcghAEXK4KLwK
 2026-10-21 04:36:20 +00:00
Claude c089fe3a9a test: every diffusion loader option loads a tiny H3 file; every reference kind reaches its H3 socket and passes ComfyUI validation 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WP6HMLLhRYcghAEXK4KLwK
 2026-10-21 04:29:20 +00:00
Claude ab100f85a4 LoRA training add-on: sets, tagger, trainer node on ComfyUI's Train LoRA, H3 support 
Backend only (window follows). Switched on in Settings > Modules. H3 repairs proven on a tiny H3 on CPU, UNTESTED on real weights.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 15:05:57 +00:00
digital-garbageandClaude Sonnet 5.5 eeaf72ba31 fix: the fp32-over-bf16 warning says it runs slowly 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 03:21:20 +03:00
digital-garbageandClaude Sonnet 5.5 ad6d6b54e6 fix: plainer loader warning for fp32 compute over bf16 weights 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 03:20:57 +03:00
digital-garbageandClaude Sonnet 5.5 69eaa15ce0 fix: the fp32-over-bf16 loader note no longer claims it does not run 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 03:20:01 +03:00
digital-garbageandClaude Sonnet 5.5 4549ffc2b3 feat: Diffusion Model Loader says when fp32 compute is picked over bf16 weights 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 03:19:36 +03:00
digital-garbageandClaude Sonnet 5.5 6e5035671a fix: provider errors say 'failed while' once; import guard covers class/for/match bodies; diffusion picker lists .gguf again so a saved pick gets the install message; stale-module wording true for broken modules (attacker round 17) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 22:58:01 +03:00
digital-garbageandClaude Sonnet 5.5 5c2588a9b2 fix: import guard sees every import form and is shown to fail; diffusion picker hides .gguf with no backend; provider errors are logged; stale module ids said at the modifiers node too (attacker round 16) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 22:36:30 +03:00