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5a1da0ce1ba2be5ebcae58540fe2e60c4482be36
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359 Commits
Author SHA1 Message Date
Claude 5a1da0ce1b Revert "LTX image-to-video: the first reference picture is the start when none is picked" 
This reverts commit e4111cf74a.
 2026-10-27 08:52:11 +00:00
Claude 5a2f9c5999 Revert "Direct v2v saved before the video-only flag keeps taking its video from references; render polls survive one unanswered reply; LTX project HTTP test" 
This reverts commit ed4de1e8af.
 2026-10-27 08:52:11 +00:00
Claude ed4de1e8af Direct v2v saved before the video-only flag keeps taking its video from references; render polls survive one unanswered reply; LTX project HTTP test 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:48:01 +00:00
Claude e4111cf74a LTX image-to-video: the first reference picture is the start when none is picked 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:39:08 +00:00
Claude 859ef99283 LTX direct v2v: prompt path proven, start the schedule higher by default (0.909) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:32:10 +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 11adad2fb4 LTX direct v2v: end-to-end test (real mp4, saved-pipeline upgrade, Load Media, encode, sampler on a real tiny LTXAV) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:21:45 +00:00
Claude 702aea0f08 LTX video-in pipelines saved with the first-frame wiring are upgraded on run 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:17:30 +00:00
Claude 4ed0685dbc Video-in presets: wire the frames output statically (a wired input cannot be overridden per run) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:13:18 +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 2a119b76f7 LTX presets: separate model, video VAE, audio VAE and text encoder loaders 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 08:01:58 +00:00
Claude 2f5a494b0b LTX 2.3 direct Video to Video preset (encode the video, sample from part-way down the schedule) 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 07:47:24 +00:00
Claude 36fd60c427 LTX 2.3 Video to Video preset after ComfyUI's IC-LoRA template 
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
 2026-10-27 07:31:19 +00:00
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