Tavi Halperin
58017e8726
feat: add causal_fix parameter to add_keyframe_index and append_keyframe ( #12797 )
...
Allows explicit control over the causal_fix flag passed to
latent_to_pixel_coords. Defaults to frame_idx == 0 when not
specified, fixing the previous heuristic.
2026-03-05 16:51:20 -05:00
comfyanonymous
17b43c2b87
LTX audio vae novram fixes. ( #12796 )
2026-03-05 16:31:28 -05:00
Jukka Seppänen
8befce5c7b
Add manual cast to LTX2 vocoder conv_transpose1d ( #12795 )
...
* Add manual cast to LTX2 vocoder
* Update vocoder.py
2026-03-05 12:37:25 -08:00
comfyanonymous
50549aa252
ComfyUI v0.16.2
2026-03-05 13:41:06 -05:00
comfyanonymous
1c3b651c0a
Refactor. ( #12794 )
2026-03-05 13:35:56 -05:00
ComfyUI Wiki
5073da57ad
chore: update workflow templates to v0.9.10 ( #12793 )
2026-03-05 10:22:38 -08:00
rattus
42e0e023ee
ops: Handle CPU weight in VBAR caster ( #12792 )
...
This shouldn't happen but custom nodes gets there. Handle it as best
we can.
2026-03-05 10:22:17 -08:00
rattus
6481569ad4
comfy-aimdo 0.2.7 ( #12791 )
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Comfy-aimdo 0.2.7 fixes a crash when a spurious cudaAsyncFree comes in
and would cause an infinite stack overflow (via detours hooks).
A lock is also introduced on the link list holding the free sections
to avoid any possibility of threaded miscellaneous cuda allocations
being the root cause.
2026-03-05 09:04:24 -08:00
comfyanonymous
6ef82a89b8
ComfyUI v0.16.1
2026-03-05 10:38:33 -05:00
ComfyUI Wiki
da29b797ce
Update workflow templates to v0.9.8 ( #12788 )
2026-03-05 07:23:23 -08:00
Alexander Piskun
9cdfd7403b
feat(api-nodes): enable Kling 3.0 Motion Control ( #12785 )
2026-03-05 07:12:38 -08:00
Alexander Piskun
bd21363563
feat(api-nodes-xAI): updated models, pricing, added features ( #12756 )
2026-03-05 04:29:39 -08:00
comfyanonymous
e04d0dbeb8
ComfyUI v0.16.0
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2026-03-05 04:06:29 -05:00
ComfyUI Wiki
c8428541a6
chore: update workflow templates to v0.9.7 ( #12780 )
2026-03-05 03:58:25 -05:00
comfyanonymous
4941671b5a
Fix cuda getting initialized in cpu mode. ( #12779 )
2026-03-05 02:39:51 -05:00
ComfyUI Wiki
c5fe8ace68
chore: update workflow templates to v0.9.6 ( #12778 )
2026-03-05 02:37:35 -05:00
comfyanonymous
f2ee7f2d36
Fix cublas ops on dynamic vram. ( #12776 )
2026-03-05 01:21:55 -05:00
comfyanonymous
43c64b6308
Support the LTXAV 2.3 model. ( #12773 )
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2026-03-04 20:06:20 -05:00
comfyanonymous
ac4a943ff3
Initial load device should be cpu when using dynamic vram. ( #12766 )
2026-03-04 16:33:14 -05:00
rattus
8811db52db
comfy-aimdo 0.2.6 ( #12764 )
...
Comfy Aimdo 0.2.6 fixes a GPU virtual address leak. This would manfiest
as an error after a number of workflow runs.
2026-03-04 12:12:37 -08:00
Jukka Seppänen
0a7446ade4
Pass tokens when loading text gen model for text generation ( #12755 )
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Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-03-04 08:59:56 -08:00
rattus
9b85cf9558
Comfy Aimdo 0.2.5 + Fix offload performance in DynamicVram ( #12754 )
...
* ops: dont unpin nothing
This was calling into aimdo in the none case (offloaded weight). Whats worse,
is aimdo syncs for unpinning an offloaded weight, as that is the corner case of
a weight getting evicted by its own use which does require a sync. But this
was heppening every offloaded weight causing slowdown.
* mp: fix get_free_memory policy
The ModelPatcherDynamic get_free_memory was deducting the model from
to try and estimate the conceptual free memory with doing any
offloading. This is kind of what the old memory_memory_required
was estimating in ModelPatcher load logic, however in practical
reality, between over-estimates and padding, the loader usually
underloaded models enough such that sampling could send CFG +/-
through together even when partially loaded.
So don't regress from the status quo and instead go all in on the
idea that offloading is less of an issue than debatching. Tell the
sampler it can use everything.
2026-03-04 07:49:13 -08:00
rattus
d531e3fb2a
model_patcher: Improve dynamic offload heuristic ( #12759 )
...
Define a threshold below which a weight loading takes priority. This
actually makes the offload consistent with non-dynamic, because what
happens, is when non-dynamic fills ints to_load list, it will fill-up
any left-over pieces that could fix large weights with small weights
and load them, even though they were lower priority. This actually
improves performance because the timy weights dont cost any VRAM and
arent worth the control overhead of the DMA etc.
2026-03-04 07:47:44 -08:00
Arthur R Longbottom
eb011733b6
Fix VideoFromComponents.save_to crash when writing to BytesIO ( #12683 )
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* Fix VideoFromComponents.save_to crash when writing to BytesIO
When `get_container_format()` or `get_stream_source()` is called on a
tensor-based video (VideoFromComponents), it calls `save_to(BytesIO())`.
Since BytesIO has no file extension, `av.open` can't infer the output
format and throws `ValueError: Could not determine output format`.
The sibling class `VideoFromFile` already handles this correctly via
`get_open_write_kwargs()`, which detects BytesIO and sets the format
explicitly. `VideoFromComponents` just never got the same treatment.
This surfaces when any downstream node validates the container format
of a tensor-based video, like TopazVideoEnhance or any node that calls
`validate_container_format_is_mp4()`.
Three-line fix in `comfy_api/latest/_input_impl/video_types.py`.
* Add docstring to save_to to satisfy CI coverage check
2026-03-04 00:29:00 -05:00
rattus
ac6513e142
DynamicVram: Add casting / fix torch Buffer weights ( #12749 )
...
* respect model dtype in non-comfy caster
* utils: factor out parent and name functionality of set_attr
* utils: implement set_attr_buffer for torch buffers
* ModelPatcherDynamic: Implement torch Buffer loading
If there is a buffer in dynamic - force load it.
2026-03-03 18:19:40 -08:00
Terry Jia
b6ddc590ed
CURVE type ( #12581 )
...
* CURVE type
* fix: update typed wrapper unwrap keys to __type__ and __value__
* code improve
* code improve
2026-03-03 16:58:53 -08:00
comfyanonymous
f719a9d928
Adjust memory usage factor of zeta model. ( #12746 )
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2026-03-03 17:35:22 -05:00
rattus
174fd6759d
main: Load aimdo after logger is setup ( #12743 )
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This was too early. Aimdo can use the logger in error paths and this
causes a rogue default init if aimdo has something to log.
2026-03-03 08:51:15 -08:00
rattus
09bcbddfcf
ModelPatcherDynamic: Force load all non-comfy weights ( #12739 )
...
* model_management: Remove non-comfy dynamic _v caster
* Force pre-load non-comfy weights to GPU in ModelPatcherDynamic
Non-comfy weights may expect to be pre-cast to the target
device without in-model casting. Previously they were allocated in
the vbar with _v which required the _v fault path in cast_to.
Instead, back up the original CPU weight and move it directly to GPU
at load time.
2026-03-03 08:50:33 -08:00
xeinherjer
dff0a4a158
Fix VAEDecodeAudioTiled ignoring tile_size input ( #12735 ) ( #12738 )
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2026-03-02 20:17:51 -05:00
Lodestone
9ebee0a217
Feat: z-image pixel space (model still training atm) ( #12709 )
...
* draft zeta (z-image pixel space)
* revert gitignore
* model loaded and able to run however vector direction still wrong tho
* flip the vector direction to original again this time
* Move wrongly positioned Z image pixel space class
* inherit Radiance LatentFormat class
* Fix parameters in classes for Zeta x0 dino
* remove arbitrary nn.init instances
* Remove unused import of lru_cache
---------
Co-authored-by: silveroxides <ishimarukaito@gmail.com>
2026-03-02 19:43:47 -05:00
comfyanonymous
57dd6c1aad
Support loading zeta chroma weights properly. ( #12734 )
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2026-03-02 18:54:18 -05:00
ComfyUI Wiki
f1f8996e15
chore: update workflow templates to v0.9.5 ( #12732 )
2026-03-02 09:13:42 -08:00
Alexander Piskun
afb54219fa
feat(api-nodes): allow to use "IMAGE+TEXT" in NanoBanana2 ( #12729 )
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2026-03-01 23:24:33 -08:00
rattus
7175c11a4e
comfy aimdo 0.2.4 ( #12727 )
...
Comfy Aimdo 0.2.4 fixes a VRAM buffer alignment issue that happens in
someworkflows where action is able to bypass the pytorch allocator
and go straight to the cuda hook.
2026-03-01 22:21:41 -08:00
rattus
dfbf99a061
model_mangament: make dynamic --disable-smart-memory work ( #12724 )
...
This was previously considering the pool of dynamic models as one giant
entity for the sake of smart memory, but that isnt really the useful
or what a user would reasonably expect. Make Dynamic VRAM properly purge
its models just like the old --disable-smart-memory but conditioning
the dynamic-for-dynamic bypass on smart memory.
Re-enable dynamic smart memory.
2026-03-01 19:18:56 -08:00
comfyanonymous
602f6bd82c
Make --disable-smart-memory disable dynamic vram. ( #12722 )
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2026-03-01 15:28:39 -05:00
rattus
c0d472e5b9
comfy-aimdo 0.2.3 ( #12720 )
2026-03-01 11:14:56 -08:00
drozbay
4d79f4f028
fix: handle substep sigmas in context window set_step ( #12719 )
...
Multi-step samplers (eg. dpmpp_2s_ancestral) call the model at intermediate sigma values not present in the schedule. This caused set_step to crash with "No sample_sigmas matched current timestep" when context windows were enabled.
The fix is to keep self._step from the last exact match when a substep sigma is encountered, since substeps are still logically part of their parent step and should use the same context windows.
Co-authored-by: ozbayb <17261091+ozbayb@users.noreply.github.com>
2026-03-01 09:38:30 -08:00
Christian Byrne
850e8b42ff
feat: add text preview support to jobs API ( #12169 )
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* feat: add text preview support to jobs API
Amp-Thread-ID: https://ampcode.com/threads/T-019c0be0-9fc6-71ac-853a-7c7cc846b375
Co-authored-by: Amp <amp@ampcode.com>
* test: update tests to expect text as previewable media type
Amp-Thread-ID: https://ampcode.com/threads/T-019c0be0-9fc6-71ac-853a-7c7cc846b375
---------
2026-02-28 21:38:19 -08:00
Christian Byrne
d159142615
refactor: rename Mahiro CFG to Similarity-Adaptive Guidance ( #12172 )
...
* refactor: rename Mahiro CFG to Similarity-Adaptive Guidance
Rename the display name to better describe what the node does:
adaptively blends guidance based on cosine similarity between
positive and negative conditions.
Amp-Thread-ID: https://ampcode.com/threads/T-019c0d36-8b43-745f-b7b2-e35b53f17fa1
Co-authored-by: Amp <amp@ampcode.com>
* feat: add search aliases for old mahiro name
Amp-Thread-ID: https://ampcode.com/threads/T-019c0d36-8b43-745f-b7b2-e35b53f17fa1
* rename: Similarity-Adaptive Guidance → Positive-Biased Guidance (per reviewer)
- display_name changed to 'Positive-Biased Guidance' to avoid SAG acronym collision
- search_aliases expanded: mahiro, mahiro cfg, similarity-adaptive guidance, positive-biased cfg
- ruff format applied
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Co-authored-by: Amp <amp@ampcode.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-28 20:59:24 -08:00
comfyanonymous
1080bd442a
Disable dynamic vram on wsl. ( #12706 )
2026-02-28 22:23:28 -05:00
comfyanonymous
17106cb124
Move parsing of requirements logic to function. ( #12701 )
2026-02-28 22:21:32 -05:00
rattus
48bb0bd18a
cli_args: Default comfy to DynamicVram mode ( #12658 )
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2026-02-28 16:52:30 -05:00
rattus
5f41584e96
Disable dynamic_vram when weight hooks applied ( #12653 )
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* sd: add support for clip model reconstruction
* nodes: SetClipHooks: Demote the dynamic model patcher
* mp: Make dynamic_disable more robust
The backup need to not be cloned. In addition add a delegate object
to ModelPatcherDynamic so that non-cloning code can do
ModelPatcherDynamic demotion
* sampler_helpers: Demote to non-dynamic model patcher when hooking
* code rabbit review comments
2026-02-28 16:50:18 -05:00
Jukka Seppänen
1f6744162f
feat: Support SCAIL WanVideo model ( #12614 )
2026-02-28 16:49:12 -05:00
fappaz
95e1059661
fix(ace15): handle missing lm_metadata in memory estimation during checkpoint export #12669 ( #12686 )
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2026-02-28 01:18:40 -05:00
Christian Byrne
80d49441e5
refactor: use AspectRatio enum members as ASPECT_RATIOS dict keys ( #12689 )
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Amp-Thread-ID: https://ampcode.com/threads/T-019ca1cb-0150-7549-8b1b-6713060d3408
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-27 20:53:46 -08:00
comfyanonymous
9d0e114ee3
PyOpenGL-accelerate is not necessary. ( #12692 )
2026-02-27 23:34:58 -05:00
Talmaj
ac4412d0fa
Native LongCat-Image implementation ( #12597 )
2026-02-27 23:04:34 -05:00