Talmaj Marinc
ec689e8768
Add I2V for causal forcing model.
2026-05-01 22:28:44 +02:00
Talmaj Marinc
b8688389e5
Create a dedicated node for ar_sampler.
2026-05-01 22:21:46 +02:00
Talmaj Marinc
4a63ef01ed
Add better error handling for a custom ar_video sampler.
2026-05-01 11:37:22 +02:00
Talmaj Marinc
b5d1cdb2a8
Base frame_seq_len on the padded token grid.
2026-05-01 11:37:22 +02:00
Talmaj Marinc
df0a0dae36
Move KV cache end counter to Python int to avoid per-step host synchronization in AR sampling loops.
2026-05-01 11:37:22 +02:00
Talmaj Marinc
6f99c8086f
Remove ar_convert, now present in hg repackaged model repo.
2026-05-01 11:37:22 +02:00
Talmaj Marinc
586647afdb
Fix 'Process the tail block instead of truncating it', fix 'Don't mutate the patcher's shared transformer_options in place'.
2026-05-01 11:37:22 +02:00
Talmaj Marinc
6739b76a20
Remove dedicated ARLoader.
2026-05-01 11:37:19 +02:00
Talmaj Marinc
7caf1e801c
Refactor CausalWanModel to inherit from WanModel.
2026-05-01 11:34:07 +02:00
Talmaj Marinc
3bd42bfaa4
Rewrite causual forcing using custom sampler with KSampler node.
2026-05-01 11:34:07 +02:00
Talmaj Marinc
09e46f8509
Apply ruff.
2026-05-01 11:34:07 +02:00
Talmaj Marinc
9d40dfbab8
Rename causual forcing to using more general auto regressive naming convention.
2026-05-01 11:34:07 +02:00
Talmaj Marinc
2cdc4389d7
Initial commit causual_forcing.
2026-05-01 11:34:07 +02:00
Talmaj
cf9cbec596
Reformat models variable into multiline array CORE-59 ( #13513 )
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Co-authored-by: Talmaj Marinc <talmaj@comfy.org>
2026-05-01 17:20:11 +08:00
Rainer
e9c311b245
OneTainer ERNIE LoRA support ( #13640 )
2026-04-30 19:33:41 -04:00
blepping
a164c82913
Add high quality preview support for Flux2 latents ( #13496 )
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2026-04-29 19:37:30 -04:00
Talmaj
5eeae3f1d8
Cogvideox ( #13402 )
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---------
Co-authored-by: kijai <40791699+kijai@users.noreply.github.com>
Co-authored-by: Talmaj Marinc <talmaj@comfy.org>
2026-04-29 19:30:08 -04:00
Jukka Seppänen
0e25a6936e
Reduce video tiny VAE peak VRAM and decode time (CORE-127) ( #13617 )
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* Update taehv.py
* Simplify
* Simplify pixel_unshuffle dispatch
2026-04-29 12:15:10 -07:00
rattus
fce0398470
dynamicVRAM + --cache-ram 2 (CORE-117) ( #13603 )
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* pinned_memory: remove JIT RAM pressure release
This doesn't work, as freeing intermediates for pins needs to be
higher-priority than freeing pins-for-pins if and when you are going
to do that. So this is too late as pins-for-pins is model load time
and we dont have JIT pins-for-pins.
* cacheing: Add a filter to only free intermediates from inactive wfs
This is to get priorities in amongst pins straight.
* mm: free inactive-ram from RAM cache first
Stuff from inactive workflows should be freed before anything else.
* caching: purge old ModelPatchers first
Dont try and score them, just dump them at the first sign of trouble
if they arent part of the workflow.
2026-04-28 19:15:02 -04:00
rattus
b47f15f25a
fix: Handle un-inited meta-tensors in models (fixes a CPU TE crash) (CORE-67) ( #13578 )
2026-04-27 22:22:31 -04:00
Jukka Seppänen
084e08c6e2
Disable sageattention for SAM3 ( #13529 )
...
Causes Nans
2026-04-23 11:14:42 -07:00
Jukka Seppänen
749d5b4e8d
feat: SAM (segment anything) 3.1 support (CORE-34) ( #13408 )
2026-04-23 00:07:43 -04:00
rattus
ec4b1659ab
ModelPatcherDynamic: force cast stray weights on comfy layers ( #13487 )
...
the mixed_precision ops can have input_scale parameters that are used
in tensor math but arent a weight or bias so dont get proper VRAM
management. Treat these as force-castable parameters like the non comfy
weight, random params are buffers already are.
2026-04-22 18:13:38 -04:00
blepping
9949c19c63
Derive InterruptProcessingException from BaseException ( #13523 )
2026-04-22 18:08:19 -04:00
Octopus
cc6f9500a1
fix: use Parameter assignment for Stable_Zero123 cc_projection weights ( fixes #13492 ) ( #13518 )
...
On Windows with aimdo enabled, disable_weight_init.Linear uses lazy
initialization that sets weight and bias to None to avoid unnecessary
memory allocation. This caused a crash when copy_() was called on the
None weight attribute in Stable_Zero123.__init__.
Replace copy_() with direct torch.nn.Parameter assignment, which works
correctly on both Windows (aimdo enabled) and other platforms.
2026-04-22 15:05:43 -07:00
Jukka Seppänen
eb22225387
Support standalone LTXV audio VAEs ( #13499 )
2026-04-21 10:46:37 -07:00
comfyanonymous
ad94d47221
Make the ltx audio vae more native. ( #13486 )
2026-04-21 11:02:42 -04:00
comfyanonymous
3d816db07f
Some optimizations to make Ernie inference a bit faster. ( #13472 )
2026-04-18 23:02:29 -04:00
Jukka Seppänen
b9dedea57d
feat: SUPIR model support (CORE-17) ( #13250 )
2026-04-18 23:02:01 -04:00
Bedovyy
b41ab53b6f
Use ErnieTEModel_ not ErnieTEModel. ( #13431 )
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2026-04-16 10:11:58 -04:00
Jun Yamog
1de83f91c3
Fix OOM regression in _apply() for quantized models during inference ( #13372 )
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Skip unnecessary clone of inference-mode tensors when already inside
torch.inference_mode(), matching the existing guard in set_attr_param.
The unconditional clone introduced in 20561aa9 caused transient VRAM
doubling during model movement for FP8/quantized models.
2026-04-15 02:10:36 -07:00
comfyanonymous
cb0bbde402
Fix ernie on devices that don't support fp64. ( #13414 )
2026-04-14 22:54:47 -04:00
comfyanonymous
722bc73319
Make text generation work with ministral model. ( #13395 )
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Needs template before it works properly.
2026-04-13 20:43:57 -04:00
comfyanonymous
402ff1cdb7
Fix issue with ernie image. ( #13393 )
2026-04-13 16:38:42 -04:00
comfyanonymous
c2657d5fb9
Fix typo. ( #13382 )
2026-04-12 23:37:13 -04:00
comfyanonymous
31283d2892
Implement Ernie Image model. ( #13369 )
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2026-04-11 22:29:31 -04:00
comfyanonymous
55ebd287ee
Add a supports_fp64 function. ( #13368 )
2026-04-11 21:06:36 -04:00
Jukka Seppänen
a134423890
SDPose: resize input always ( #13349 )
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2026-04-10 11:26:55 -10:00
huemin
b615af1c65
Add support for small flux.2 decoder ( #13314 )
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2026-04-07 03:44:18 -04:00
comfyanonymous
40862c0776
Support Ace Step 1.5 XL model. ( #13317 )
2026-04-07 03:13:47 -04:00
comfyanonymous
0c63b4f6e3
Remove dead code. ( #13251 )
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2026-04-01 20:22:06 -04:00
comfyanonymous
e2ddf28d78
Fix some fp8 scaled checkpoints no longer working. ( #13239 )
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2026-03-31 14:27:17 -07:00
rattus
8d723d2caa
Fix/tweak pinned memory accounting ( #13221 )
...
* mm: Lower windows pin threshold
Some workflows have more extranous use of shared GPU memory than is
accounted for in the 5% pin headroom. Lower this for safety.
* mm: Remove pin count clearing threshold.
TOTAL_PINNED_MEMORY is shared between the legacy and aimdo pinning
systems, however this catch-all assumes only the legacy system exists.
Remove the catch-all as the PINNED_MEMORY buffer is coherent already.
2026-03-29 16:43:24 -07:00
Jukka Seppänen
a500f1edac
CORE-13 feat: Support RT-DETRv4 detection model ( #12748 )
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2026-03-28 23:34:10 -04:00
comfyanonymous
3f77450ef1
Fix #13214 ( #13216 )
2026-03-28 22:35:59 -04:00
rattus
b353a7c863
Integrate RAM cache with model RAM management ( #13173 )
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2026-03-27 21:34:16 -04:00
comfyanonymous
3a56201da5
Allow flux conditioning without a pooled output. ( #13198 )
2026-03-27 20:36:26 -04:00
Jukka Seppänen
b0fd65e884
fix: regression in text generate with LTXAV model ( #13170 )
2026-03-26 09:55:05 -07:00
comfyanonymous
2a1f402601
Make Qwen 8B work with TextGenerate node. ( #13160 )
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2026-03-25 23:21:44 -04:00
Jukka Seppänen
404d7b9978
feat: Support Qwen3.5 text generation models ( #12771 )
2026-03-25 22:48:28 -04:00
