Silver
b138133ffa
Enable triton comfy kitchen via cli-arg ( #12730 )
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2026-05-03 14:07:21 -04:00
Jukka Seppänen
be95871adc
feat: Gemma4 text generation support (CORE-30) ( #13376 )
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* initial gemma4 support
* parity with reference implementation
outputs can 100% match transformers with same sdpa flags, checkpoint this and then optimize
* Cleanup, video fixes
* cleanup, enable fused rms norm by default
* update comment
* Cleanup
* Update sd.py
* Various fixes
* Add fp8 scaled embedding support
* small fixes
* Translate think tokens
* Fix image encoder attention mask type
So it works with basic attention
* Handle thinking tokens different only for Gemma4
* Code cleanup
* Update nodes_textgen.py
* Use embed scale class instead of buffer
Slight difference to HF, but technically more accurate and simpler code
* Default to fused rms_norm
* Update gemma4.py
2026-05-02 22:46:15 -04:00
rattus
783782d5d7
Implement block prefetch + Lora Async load + and adopt in LTX (Speedup!) (CORE-111) ( #13618 )
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* mm: Use Aimdo raw allocator for cast buffers
pytorch manages allocation of growing buffers on streams poorly. Pyt
has no windows support for the expandable segments allocator (which is
the right tool for this job), while also segmenting the memory by
stream such that it can be generally re-used. So kick the problem to
aimdo which can just grow a virtual region thats freed per stream.
* plan
* ops: move cpu handler up to the caller
* ops: split up prefetch from weight prep block prefetching API
Split up the casting and weight formating/lora stuff in prep for
arbitrary prefetch support.
* ops: implement block prefetching API
allow a model to construct a prefetch list and operate it for increased
async offload.
* ltxv2: Implement block prefetching
* Implement lora async offload
Implement async offload of loras.
2026-05-02 19:23:24 -04:00
Simon Lui
63103d519e
Remove IPEX and clean up checks and add missing synchronize during empty cache. ( #13653 )
2026-05-01 14:16:41 -07:00
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
Kohaku-Blueleaf
5ebb0c2e0b
FP8 bwd training ( #13121 )
2026-03-24 20:39:04 -04:00
Jukka Seppänen
e87858e974
feat: LTX2: Support reference audio (ID-LoRA) ( #13111 )
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2026-03-23 18:22:24 -04:00
Talmaj
d49420b3c7
LongCat-Image edit ( #13003 )
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2026-03-21 23:51:05 -04:00
rattus
25b6d1d629
wan: vae: Fix light/color change ( #13101 )
...
There was an issue where the resample split was too early and dropped one
of the rolling convolutions a frame early. This is most noticable as a
lighting/color change between pixel frames 5->6 (latent 2->3), or as a
lighting change between the first and last frame in an FLF wan flow.
2026-03-21 18:44:35 -04:00
comfyanonymous
11c15d8832
Fix fp16 intermediates giving different results. ( #13100 )
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2026-03-21 17:53:25 -04:00
comfyanonymous
b5d32e6ad2
Fix sampling issue with fp16 intermediates. ( #13099 )
2026-03-21 17:47:42 -04:00
Jedrzej Kosinski
87cda1fc25
Move inline comfy.context_windows imports to top-level in model_base.py ( #13083 )
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The recent PR that added resize_cond_for_context_window methods to
model classes used inline 'import comfy.context_windows' in each
method body. This moves that import to the top-level import section,
replacing 4 duplicate inline imports with a single top-level one.
2026-03-20 20:03:42 -04:00
drozbay
589228e671
Add slice_cond and per-model context window cond resizing ( #12645 )
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* Add slice_cond and per-model context window cond resizing
* Fix cond_value.size() call in context window cond resizing
* Expose additional advanced inputs for ContextWindowsManualNode
Necessary for WanAnimate context windows workflow, which needs cond_retain_index_list = 0 to work properly with its reference input.
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2026-03-19 20:42:42 -07:00
rattus
f49856af57
ltx: vae: Fix missing init variable ( #13074 )
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Forgot to push this ammendment. Previous test results apply to this.
2026-03-19 22:34:58 -04:00
