nodes/olivv-cs-ComfyUI-FunPack
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Author SHA1 Message Date
Claude d0d572c4ec feat: block swap option for LoRA training and a per-block memory log in the backward pass 
Block swap keeps the frozen weights of the last N transformer blocks in system
memory and lets ComfyUI's weight casting fetch them one layer at a time. The idea
and the block count as the one knob follow musubi-tuner's block swap (kohya-ss,
Apache License 2.0); this is an independent implementation.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 19:30:50 +00:00
Claude 905a356623 fix: a failed training run lets go of its memory, and the next run starts by freeing what is left 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 19:08:38 +00:00
Claude c793a9daac feat: log what the forward pass left on the card just before the first backward passes 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 19:07:27 +00:00
Claude 0d2b6779be feat: show a clip's frame count and rate in the training pickers and tags step 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:58:03 +00:00
Claude 45b60ac874 Training captions are plain text boxes; the set has its own prefix and postfix 
Tags from the tagger are added after a comma and the caption is never reworded.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:38:03 +00:00
Claude b0afaab8db Training loads the model and copies its inputs outside inference mode 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:33:26 +00:00
Claude a070ce9400 Training reads every clip for as many frames as the shortest gives, and allows up to 1025 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:30:50 +00:00
Claude 50ed30dfc7 Rated results are listed only when their file is still on this machine 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:21:56 +00:00
Claude bb9ec64a46 H3 training checkpoints one block at a time and the text refiner on its own 
Depth 1 made the whole model a single checkpoint, so nothing was saved.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:14:55 +00:00
Claude 1dfb4c5f09 Training logs the shape of the first latent and text 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:07:58 +00:00
Claude e715eeb5eb Training logs the card after each stage of the trainer's setup 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 18:02:39 +00:00
Claude c3a40be163 fix: Save Video falls back to the CPU when the GPU encoder will not open, in gpu mode too, and says why 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019Q78Fcj3Wf9gZpbXmSAUuW
 2026-10-17 17:59:13 +00:00
Claude e583a3c5cf Training reports what the card holds before and after freeing it 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 17:56:22 +00:00
Claude c4adc1242d Training takes the model file from the pipeline and loads it once itself 
The loader node no longer runs in front of the trainer; its copy shares that one model.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 17:48:06 +00:00
Claude 193822cf25 Training copies a dynamic-VRAM model as a plain one so only one model sits on the card 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 17:43:34 +00:00
Claude e3e8d1276b Training frees the VAEs, text encoder and other models before the trainer copies the model 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 17:37:46 +00:00
Claude 81d9f0be23 Training: SD-style tiny run tested, refusals reach the window, waiting hint 
Picture models proven on a tiny UNet (one shape and mixed shapes). Light theme checked.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 15:58:24 +00:00
Claude cfb55eff45 Training: choose which prompt parts become captions (prefix, main, postfix, variables) 
Variables expand when ticked, stay as written otherwise.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 15:55:24 +00:00
Claude a3c87a3b5c Training: rated results bring their prompts as captions (optional) 
Shortcuts expanded; variables, prefixes and postfixes left out. A switch in the Data step turns it off.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01MpnF7GwNGMbngU11wjym7P
 2026-10-17 15:53:04 +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 6bcd929771 fix: Save Video drops NaN/Inf audio with a warning and still saves the video 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 03:18:53 +03:00
digital-garbageandClaude Sonnet 5.5 4852d50609 fix: Shot Camera only reports 'changed' when it will rewrite, so the H3 prompt/reference encode (~7s) is cached between runs 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 01:53:46 +03:00
digital-garbageandClaude Sonnet 5.5 8359ec7e83 feat: FunPack Timing splits the time before step 1 into model preparation, setup and the first forward pass 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 01:43:41 +03:00
digital-garbageandClaude Sonnet 5.5 03d902e208 fix: taste direction works on the CPU, so Taste prompt nudge / score slider no longer die on a cuda-vs-cpu mismatch 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-17 01:11:50 +03:00
digital-garbageandClaude Sonnet 5.5 1565ac3982 fix: skipped slots offer no Remove/Swap, stand-in load clears skipped, null pass value refused; route-level and precedence tests 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-16 01:28:22 +03:00
digital-garbageandClaude Sonnet 5.5 803ea68f21 fix: optional nodes are declared per node class by the model modules (saved pipelines and swapped nodes covered); skip chain cannot crash; skipped controls hidden in the project tab; skipped card says so (attacker round 26) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-16 01:02:59 +03:00
digital-garbageandClaude Sonnet 5.5 3beb13f6c5 feat: optional preset slots - a pipeline runs without Enhance, Shot camera, Prompt markup, Negative erase, Cut opening or Identity transfer when their module did not load, says so beside Generate, and hides their controls 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-16 00:41:38 +03:00
digital-garbageandClaude Sonnet 5.5 ca43f43e68 fix: a model probe whose detector raised says so instead of 'nobody recognises it'; routes and shot camera failures worded truthfully (attacker round 23) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 23:55:24 +03:00
digital-garbageandClaude Sonnet 5.5 618b5ba1c1 fix: a failing target_rows provider is said, once; separate once-keys for the two modifier nodes; spam-guard test (attacker round 20) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 23:24:53 +03:00
digital-garbageandClaude Sonnet 5.5 99568ba9ae fix: a provider failing in a new way is said again; the Load Modifiers stale-module log is tested (attacker round 19) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 23:15:13 +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
digital-garbageandClaude Sonnet 5.5 a88b814b28 fix: modules no longer import each other (shared taste helper is a plain file); UI gates match real ids and are tested; boot cannot stall; empty pipelines refused; truncated .gguf listing says so (attacker round 15) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 22:10:20 +03:00
digital-garbageandClaude Sonnet 5.5 3050a80056 feat: saved settings naming a module or setting that no longer exists are skipped with a once-per-run log line, not refused; RETIRED list removed 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 21:43:24 +03:00
digital-garbageandClaude Sonnet 5.5 0f86ffd909 fix: .gguf listing walks by folder identity (sibling cycles, root links, case); dangling links not listed (attacker round 14) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 20:26:47 +03:00
digital-garbageandClaude Sonnet 5.5 24372a5def fix: the prompt enhancer no longer needs the CLIP loader module to import; a test forbids module-level imports between modules 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 20:22:42 +03:00
digital-garbageandClaude Sonnet 5.5 3042532c0c fix: a symlinked folder aliasing a sibling is listed under both names; an undequantizable gguf tensor type names the file (attacker round 13) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 19:28:02 +03:00
digital-garbageandClaude Sonnet 5.5 76d534adb7 fix: symlink loops no longer stall the .gguf listing; a name with .. is refused after a link too (attacker round 12) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 19:17:23 +03:00
digital-garbageandClaude Sonnet 5.5 6416c1b032 fix: a symlinked .gguf inside the model folder loads again (attacker round 11) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 19:09:22 +03:00
digital-garbageandClaude Sonnet 5.5 b08fba7d58 fix: .gguf loading stays inside the model folder, ignores a Manager-disabled pack, keeps big fp32 values finite; text-encoder picker hides .gguf without the pack; truthful refusal text (attacker round 10) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 19:03:32 +03:00
digital-garbageandClaude Sonnet 5.5 40c3366214 fix: a text encoder with vision tensors beside mapped text loads; clear messages for a pack missing its gguf library and for pack breakage (attacker round 9) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 18:53:45 +03:00
digital-garbageandClaude Sonnet 5.5 dfa8f8edf2 fix: a vision-projector .gguf is not accepted as a text encoder; a pack whose gguf library is missing says how to fix it (attacker round 8) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 18:41:18 +03:00
digital-garbageandClaude Sonnet 5.5 f37a647d85 fix: the ComfyUI-GGUF pack's (state dict, extras) result is unpacked; a text-encoder .gguf with no backend says the pack, not pip; the Enhance picker hides .gguf encoders without the pack; docs name the pack requirement, restart, thresholds (attacker round 7) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 18:33:07 +03:00
digital-garbageandClaude Sonnet 5.5 e5568ec02b fix: a text-encoder .gguf is refused when ComfyUI-GGUF is absent too; docs no longer overclaim Ready to generate, failure behaviour, rating thresholds, Export; Start shots hint shortened (attacker round 6) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 18:22:38 +03:00
digital-garbageandClaude Sonnet 5.5 08550e3569 fix: H3 second-pass preset held back; unsupported .gguf text encoders are refused instead of loading as the wrong model; Start shots hint is true for H3; LTX module titled UNTESTED; docs corrected (failure behaviour, Taste key location, install caution, gguf, second pass) (attacker round 5) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 18:10:57 +03:00
digital-garbageandClaude Sonnet 5.5 43e63ebf74 docs: v5 CHANGELOG, how-to-start guide, release README (Intent and Thank you kept verbatim), codename note; LTX declared UNTESTED loudly (preset titles, every run's log, docs) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
 2026-10-15 17:53:00 +03:00