209 Commits
Author SHA1 Message Date
Claude ec408a2966 Turbo sampler: polish step is on by default at 0.25
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjUCoaPNZ8uLoL2xACR
2026-10-29 16:43:33 +00:00
Claude 2d39641a1f Turbo sampler: polish step slider goes to 0.6 (0.3 was the old ceiling)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjUCoaPNZ8uLoL2xACR
2026-10-29 16:40:25 +00:00
Claude 1ddca16f51 Turbo sampler: second order late is off by default (no safe value on a rental)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjUCoaPNZ8uLoL2xACR
2026-10-29 16:38:00 +00:00
Claude a351ca712a Turbo sampler: stage-aware flow step, step spacing per stage, optional polish step; funui_turbo sampler and scheduler registered in Comfy
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjUCoaPNZ8uLoL2xACR
2026-10-29 16:25:19 +00:00
Claude aacab8cb7e Two stages: first stage keeps the full picture's shape; the upscaler leaves memory when the method is switched away or Two stages is off
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 15:37:01 +00:00
Claude 11ddb681ce Two stages: remove Keep the latent's spread (worked badly on a rental)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 14:24:00 +00:00
Claude 21bd247aaa Two stages: Mitchell and Catmull-Rom resize, Keep the latent's spread switch
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 14:16:43 +00:00
Claude 00878ae985 Two stages: plain resize choices (lanczos, bislerp, bilinear, trilinear, area, nearest-exact) beside bicubic and the latent upscaler
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 14:13:28 +00:00
Claude b84e0ea78f Two stages: the latent upscaler list is read again when Settings open
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 14:05:17 +00:00
Claude f66df804fe Two stages: optional latent upscaler for the hand-over (bicubic stays the default); upscaler file loaded once and kept; credit upscaler authors
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjVWCMpMsh4XkZmnKnh
2026-10-29 13:49:44 +00:00
Claude 1b37f259ee Two stages: test that a planted massive channel is found and steered in both stages
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjXkZ7WjhgGdsdUwPsc
2026-10-29 12:58:45 +00:00
Claude dd80334d11 STAS: the Inactive notice names the strongest channel it found
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjXkZ7WjhgGdsdUwPsc
2026-10-29 12:57:12 +00:00
Claude bd30a9524e Two stages: wrappers behind it wrap the whole run once; Noise merging, Seed search, Camera move, Shot memory follow the cut
Noise merging's per-run start ran once per stage, so it reported no matching step in the stage without the named step,
and the Second run restarted from zero at the cut. Two stages now moves the OUTER_SAMPLE wrappers behind it around the
staged run, and exposes the stage on the guider for the per-stage sampler wrappers.

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjXkZ7WjhgGdsdUwPsc
2026-10-29 12:52:25 +00:00
Claude c5eeceb42d Two stages: the whole-schedule copy goes to the stage schedule's device (CPU copy broke SLA and Decisiveness on the GPU)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
2026-10-29 11:25:26 +00:00
Claude f854f64c28 Two stages: both stages see the whole schedule (Decisiveness, SLA ramp, step windows count 8 steps, not 4 + 4)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
2026-10-29 11:16:28 +00:00
Claude 373f0ea1ab Two stages: register as a modifier (it was never installed), test that every install() is provided
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjWwkXVabCNSQ53xaW1
2026-10-29 11:04:16 +00:00
Claude a80e58490c Two stages as a sampling setting (a model wrapper, any sampler) instead of a preset
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjW75aYB8UyVRZo6fCr
2026-10-29 10:05:19 +00:00
Claude 791bb6ca48 H3: two-stage preset (first steps on a smaller picture), Sampler denoised output, Resample to an exact size without an upscaler file, Stage Size node
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjW75aYB8UyVRZo6fCr
2026-10-29 09:55:37 +00:00
Claude 3549907a6a 5.1.0: review fixes (interrupt in Noise merging, identity bank probe passes, explorer ratings per model family, NaN guide position), version and changelog
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 12:17:33 +00:00
Claude 048dcd48cf Blocks settings adapt to the detected model: block count read from the file header, hint and clamp in the panel
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:56:02 +00:00
Claude 92fe909a40 Attention explorer on LTX: depth groups and clip regions (prompt focus stays H3)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:48:53 +00:00
Claude eba7c63e9d Identity bank for LTX: BachVid K/V bank per Taste key with a KV-Lock schedule
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:47:03 +00:00
Claude a63bedfd5f Tests: route tests get stand-in model files so a machine without models still sees a deleted file; optional-slot list follows the two LTX presets
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BzJLJWVu7RZnbRqm3nYAnX
2026-10-27 10:34:49 +00:00
Claude 2f4a291b2e REINS and Block repeat work on LTX's (video, audio) blocks: new block_rows trait
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:26:44 +00:00
Claude ee56a282d9 Randomizer (attention temperature) now works on LTX: new block_scope trait, LTX blocks counted
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:23:26 +00:00
Claude 478d9d3af7 Temporal style auto picks a style per shot from its words; registry node name back to ComfyUI-FunPack (display name stays FunUI)
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 10:20:50 +00:00
Claude 7b9acb5fc1 Shot memory and Camera move: say a start video also counts as a non-empty start
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Tw9fjYZhHqk196LykrWy3T
2026-10-27 09:44:00 +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 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 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