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1e70272dde6aabbf140efae373d7802f6c7ea41e
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346 Commits
Author SHA1 Message Date
Claude 1e70272dde Video input: on LTX a video picked as the scene start feeds its frames, not just the first one 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 07:29:40 +00:00
Claude a4eaabc20e Video input: prepare reference videos (size, crop, rate, skip, cut, every Nth, cap) per project or per scene 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 01:04:58 +00:00
Claude 677491a18d Attention explorer: prompt focus at 0.3 of the change size, new levers change less often at first 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 22:17:05 +00:00
Claude 01b8a37dff Attention explorer: prompt weighting, prompt focus, per-prompt recipes, clip regions 
Regions rescale rows of q on a copy; checked against SLA's override contract.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 22:10:19 +00:00
Claude 089248ea10 Attention explorer: dislikes no longer grow the change size, learned size capped at 0.35 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 21:37:21 +00:00
Claude f71407f98e Attention explorer: the log reports how many attention calls were actually changed, and warns if none 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 21:33:33 +00:00
Claude 444c65a1de Attention explorer: the log line counts rated, liked and disliked runs 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:57:03 +00:00
Claude 9699eeea61 Attention explorer: no cap on rated runs 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:52:51 +00:00
Claude 06a8c7948a Attention explorer keeps up to 200 rated runs, not 64 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:52:09 +00:00
Claude 71b9a1f514 A rating re-runs the same seed for every learner, not only the Attention explorer 
The taste module now fingerprints rated rows into the load node's cache key.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:44:59 +00:00
Claude 0fc20bbc3d Attention explorer: a rating re-runs the same seed instead of hitting ComfyUI's cache 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:43:03 +00:00
Claude 0599bcc676 Attention explorer: change size learns from ratings, log names exact blocks moved 
Manual size stays as an option. Unchanged groups are not listed.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:20:38 +00:00
Claude db46828c99 Attention explorer: per-depth-group attention temperature drawn from ratings 
New sampling module, needs a Taste key. Tests on the tiny H3 fixture.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RnrTBt9b8CdJwub5roffF3
 2026-10-25 20:01:23 +00:00
Claude 4b48674975 Camera enhancements wheel switch, stable Save video as name, media bin remembers view and sort 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01N4wvFjWRL177UGwPSYfy9s
 2026-10-25 17:51:44 +00:00
Claude db3be87e88 Noise merging: Second run mode, a whole second video from the second seed blended in at the named steps 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 17:46:51 +00:00
Claude bc88ac57a7 Noise merging: Second pass new noise, how much of the step's own noise the second pass swaps for the second seed's 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 17:29:33 +00:00
Claude e044819db0 Noise merging: optional merge of the starting noise (variance-preserving mix with a second seed) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 17:25:06 +00:00
Claude 8d5d6a72b7 Noise merging: Merge sound too option (on by default) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 17:10:49 +00:00
Claude bc7585cddb Noise merging: merge the sound too; test that run 2 and 3 on the same cached model still make the extra pass 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 17:00:58 +00:00
Claude f44ebc6475 Noise merging: the log line says how long the second pass took 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:58:36 +00:00
Claude db291b8c4b Noise merging: end-to-end test from the app's saved settings through the pipeline route to a 4-step lcm run on the real H3 model class 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:53:06 +00:00
Claude 53c632d632 Noise merging: say it is on at the start of every run, and say so when no step matched 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:49:40 +00:00
Claude 5ff02e65dd Noise merging: the log says how far apart the two answers were at each merged step 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:42:56 +00:00
Claude dc3c580456 Noise merging: second seed is random each run by default (-1) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:40:19 +00:00
Claude 8a241cf9be Noise merging: answer chosen steps twice with a second seed and blend the two pictures 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VmbxSsiiz8wmt226dtbFXe
 2026-10-25 16:35:34 +00:00
Claude cce20f136a Shot Camera: spaCy model failed to load with preshed 3.0.14 (OverflowError); pin preshed<3.0.14, repair on start, name the real cause in the log 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01T81dXrsAyE9Uu8UvYzKvGt
 2026-10-25 16:20:14 +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 199c39ad98 PTD: the hop notice names the adapter each time it changes 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016acRss69eH1235eRdFTZHY
 2026-10-25 13:48:17 +00:00
Claude dc4e51563c 5.0.3: stale Decisiveness test, migration tests, changelog folded into the release 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016acRss69eH1235eRdFTZHY
 2026-10-25 13:44:56 +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 c853c9fccc Decisiveness: slider ends at k 0.96 and 1.04, the largest value found stable by eye 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 18:57:01 +00:00
Claude 103fb5c9b2 Decisiveness: slider range cut again (-10 = k 0.95, +10 = k 1.05); eye test found k 1.06 already overkill 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 18:56:50 +00:00
Claude 152896d1f4 Decisiveness: slider range made gentle (-10 = k 0.85, +10 = k 1.2); 3 was overkill and 6 mostly noise 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 18:53:21 +00:00
Claude deadf920cf Decisiveness: slider -10..+10 now balanced (-10 = k 0.5, +10 = k 3) and takes hold earlier (s 6) so positive values are felt on few steps 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 18:44:30 +00:00
Claude 3f8a007da2 fix: PTD hop schedule keeps the sampler's device and dtype 
The schedule handed to step-aware code (SLA, H3's head bank) was a CPU copy while the call's sigma sits on the GPU, which fails with "Expected all tensors to be on the same device". It now matches the schedule the sampler was given. Test uses the meta device as a stand-in for CUDA.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0164nckPWA2L2ugVqiDcXzc3
 2026-10-23 18:12:38 +00:00
Claude a271331210 Decisiveness: manual slider is now -10..+10 (0 off, +-10 = 4x / quarter) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 17:46:20 +00:00
Claude 1ce23bf6d3 Decisiveness: widen limits (manual k 0.25..4, learned k 0.5..2) so the effect is visible 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01GiiQgYH1z4SgQNuNNAgQCV
 2026-10-23 17:45:19 +00:00
Claude e16a236a05 feat: Camera move marked Experimental with a plain-language warning 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Pto9ujtMpq3Ff4rYuEW1p1
 2026-10-23 17:45:05 +00:00
Claude a3031cf630 feat: one switch in Settings > Conditioning turns off automatic camera prompt enhancement 
Shot camera's moves, cuts, views, reframes and their chances sit out;
liked details and every other enhancement are untouched.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014xY2qM34KgJ8yHLsTQEou1
 2026-10-22 15:38:39 +00:00
Claude 019d496fab feat: warn beside Generate when PTD is on with SLA or other enhancements 
A chip names what else is switched on, since PTD was trained without them; the PTD toggle's hint says the same.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0164nckPWA2L2ugVqiDcXzc3
 2026-10-22 15:31:59 +00:00
Claude 30d499697c fix: PTD adapter list is read again each time Engine settings open 
A setting can now read its choices from disk: a module answers setting_options and the module list asks it on every request; Engine settings reload the list when they open. A file added after ComfyUI started shows without a restart.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0164nckPWA2L2ugVqiDcXzc3
 2026-10-22 15:18:13 +00:00
Claude b067255295 fix: PTD gives step-aware modules its own hop schedule 
SLA, momentum, velocity bias and the like read sample_sigmas from the run; with PTD on they saw the chosen 20-step schedule instead of the 4 hops. Test added.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0164nckPWA2L2ugVqiDcXzc3
 2026-10-22 15:13:40 +00:00
Claude d1d83ebd8e feat: PTD few-step support for MiniMax H3 as a module 
Settings > Engine > Sampling: pick a PTD adapter file from models/ptd and the run samples the file's own 4 to 8 hops with no CFG, whatever sampler and steps are chosen. Reads the EPFL fl2va and taobao-content-ai Ref2VA releases (bf16 or int8, full or pruned base); ordinary LoRAs stack. Ported from ComfyUI-PTD-Compact (Nynxz), ComfyUI-PTD (EPFL VITA Lab) and ComfyUI-MiniMaxH3-PTD (taobao-content-ai), all Apache-2.0: README Thank you plus NOTICE and licence text in the module. Proven on a tiny real H3 on CPU only.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0164nckPWA2L2ugVqiDcXzc3
 2026-10-22 14:58:06 +00:00
Claude f0e4a20524 Block influence recording is off until the user turns it on 
Default was on when no switch file existed. Now off; the Settings toggle stays.
Tests pin the new default.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01HsiMULvrCeUuixnkGAABVU
 2026-10-22 08:48:21 +00:00
Claude 49d69aa394 test: a picked H3 file keeps Shadow negative and Video detail on screen 
Fake safetensors header through the probe and the real manifest; fails on the
code before 9b4b559, passes after.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_011av2BXzE4UT5HfXpnhTNJQ
 2026-10-22 08:37:09 +00:00
Claude 9b4b559d19 fix: H3 file probe now shows Shadow negative and Video detail 
The pre-load probe left out adaln_modalities, so picking an H3 file hid every
setting that needs it. Run time still checks the loaded model.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_011av2BXzE4UT5HfXpnhTNJQ
 2026-10-22 08:17:55 +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