Deep Mehta
0141af0786
refactor: rename _is_cacheable_value to _is_external_cacheable_value
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Clearer name since objects are also cached locally - this specifically
checks for external caching eligibility.
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Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-30 00:46:10 +05:30
Deep Mehta
0440ebcf6e
feat: add optional ui field to CacheValue
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- Add ui field to CacheValue dataclass (default None)
- Pass ui when creating CacheValue for external providers
- Use result.ui (or default {}) when returning from external cache lookup
This allows external cache implementations to store/retrieve UI data
if desired, while remaining optional for implementations that skip it.
🤖 Generated with [Claude Code](https://claude.com/claude-code )
Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-29 20:22:04 +05:30
Deep Mehta
4afa80dc07
docs: make should_cache docstring implementation-agnostic
...
Remove prescriptive filtering suggestions - let implementations
decide their own caching logic based on their use case.
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Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-29 19:52:06 +05:30
Deep Mehta
d755f7ca19
docs: clarify should_cache filtering criteria
...
Change docstring from "Skip large values" to "Skip if download time > compute time"
which better captures the cost/benefit tradeoff for external caching.
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Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-29 19:50:12 +05:30
Deep Mehta
2049066cff
refactor: expose CacheProvider API via comfy_api.latest.Caching
...
- Add Caching class to comfy_api/latest/__init__.py that re-exports
from comfy_execution.cache_provider (source of truth)
- Fix docstring: "Skip large values" instead of "Skip small values"
(small compute-heavy values are good cache targets)
- Maintain backward compatibility: comfy_execution.cache_provider
imports still work
Usage:
from comfy_api.latest import Caching
class MyProvider(Caching.CacheProvider):
def on_lookup(self, context): ...
def on_store(self, context, value): ...
Caching.register_provider(MyProvider())
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Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-29 19:42:34 +05:30
Deep Mehta
9b0ca8b95c
Merge remote-tracking branch 'origin/master' into feat/cache-provider-api
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2026-01-28 13:30:03 +05:30
comfyanonymous
4f5bd39b1c
Update Python 3.14 compatibility notes in README ( #12127 )
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2026-01-27 19:58:48 -05:00
guill
dcff27fe3f
Add support for dev-only nodes. ( #12106 )
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When a node is declared as dev-only, it doesn't show in the default UI
unless the dev mode is enabled in the settings. The intention is to
allow nodes related to unit testing to be included in ComfyUI
distributions without confusing the average user.
2026-01-27 13:03:29 -08:00
comfyanonymous
09725967cf
ComfyUI version v0.11.0
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2026-01-26 23:08:01 -05:00
ComfyUI Wiki
5f62440fbb
chore: update workflow templates to v0.8.24 ( #12103 )
2026-01-26 22:47:33 -05:00
ComfyUI Wiki
ac91c340f4
Update workflow templates to v0.8.23 ( #12102 )
2026-01-26 21:39:39 -05:00
comfyanonymous
2db3b0ff90
Update amd portable for rocm 7.2 ( #12101 )
...
* Update amd portable for rocm 7.2
* Update Python patch version in release workflow
2026-01-26 19:49:31 -05:00
rattus
6516ab335d
wan-vae: Switch off feature cache for single frame ( #12090 )
...
The code throughout is None safe to just skip the feature cache saving
step if none. Set it none in single frame use so qwen doesn't burn VRAM
on the unused cache.
2026-01-26 19:40:19 -05:00
Jukka Seppänen
ad53e78f11
Fix Noise_EmptyNoise when using nested latents ( #12089 )
2026-01-26 19:25:00 -05:00
Alexander Piskun
29011ba87e
[API Nodes] add Magnific nodes ( #11986 )
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* feat(api-nodes): add Magnific nodes
* aggressive downscaling should not be performed
* disable upscaler nodes
---------
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-26 14:10:09 -08:00
Alexander Piskun
cd4985e2f3
chore(api-nodes): remove ByteDanceImageEditNode node (seededit) ( #12069 )
...
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-26 13:58:33 -08:00
Tavi Halperin
bfe31d0b9d
IC-LoRA: support small grid ( #12074 )
2026-01-26 15:33:19 -05:00
comfyanonymous
2129e7d278
Fix mistral 3 tokenizer code failing on latest transformers version and other breakage. ( #12095 )
...
* Fix mistral 3 tokenizer code failing on latest transformers version.
* Add requests to the requirements
2026-01-26 11:39:00 -05:00
comfyanonymous
7ee77ff038
Add name to LoraLoaderModelOnly. ( #12078 )
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2026-01-25 21:01:55 -05:00
comfyanonymous
26c5bbb875
Move nodes from previous PR into their own file. ( #12066 )
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2026-01-24 23:02:32 -05:00
Kohaku-Blueleaf
a97c98068f
[Weight-adapter/Trainer] Bypass forward mode in Weight adapter system ( #11958 )
...
* Add API of bypass forward module
* bypass implementation
* add bypass fwd into nodes list/trainer
2026-01-24 22:56:22 -05:00
comfyanonymous
635406e283
Only enable fp16 on z image models that actually support it. ( #12065 )
2026-01-24 22:32:28 -05:00
pythongosssss
ed6002cb60
add support for kwargs inputs to allow arbitrary inputs from frontend ( #12063 )
...
used to output selected combo index
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-24 17:30:40 -08:00
Alexander Piskun
bc72d7f8d1
[API Nodes] add TencentHunyuan3D nodes ( #12026 )
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* feat(api-nodes): add TencentHunyuan3D nodes
* add "(Pro)" to display name
---------
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-01-24 17:10:09 -08:00
comfyanonymous
aef4e13588
Make empty latent node work with other models. ( #12062 )
2026-01-24 19:23:20 -05:00
Deep Mehta
dcf686857c
fix: use hashable types in frozenset test and add dict test
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Frozensets can only contain hashable types, so use nested frozensets
instead of dicts. Added separate test for dict handling via serialize_cache_key.
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Co-Authored-By: Claude <noreply@anthropic.com>
2026-01-24 15:47:53 +05:30
Deep Mehta
17eed38750
fix: move _torch_available before usage and use importlib.util.find_spec
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Fixes ruff F821 (undefined name) and F401 (unused import) errors.
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2026-01-24 15:34:29 +05:30
Deep Mehta
f4623c0e1b
style: remove unused imports in test_cache_provider.py
...
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2026-01-24 14:25:00 +05:30
Deep Mehta
5e4bbca1ad
test: add unit tests for CacheProvider API
...
- Add comprehensive tests for _canonicalize deterministic ordering
- Add tests for serialize_cache_key hash consistency
- Add tests for contains_nan utility
- Add tests for estimate_value_size
- Add tests for provider registry (register, unregister, clear)
- Move json import to top-level (fix inline import)
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2026-01-24 14:20:49 +05:30
Deep Mehta
e17571d9be
fix: use deterministic hash for cache keys instead of pickle
...
Pickle serialization is NOT deterministic across Python sessions due
to hash randomization affecting frozenset iteration order. This causes
distributed caching to fail because different pods compute different
hashes for identical cache keys.
Fix: Use _canonicalize() + JSON serialization which ensures deterministic
ordering regardless of Python's hash randomization.
This is critical for cross-pod cache key consistency in Kubernetes
deployments.
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2026-01-24 14:07:46 +05:30
rattus
4e6a1b66a9
speed up and reduce VRAM of QWEN VAE and WAN (less so) ( #12036 )
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* ops: introduce autopad for conv3d
This works around pytorch missing ability to causal pad as part of the
kernel and avoids massive weight duplications for padding.
* wan-vae: rework causal padding
This currently uses F.pad which takes a full deep copy and is liable to
be the VRAM peak. Instead, kick spatial padding back to the op and
consolidate the temporal padding with the cat for the cache.
* wan-vae: implement zero pad fast path
The WAN VAE is also QWEN where it is used single-image. These
convolutions are however zero padded 3d convolutions, which means the
VAE is actually just 2D down the last element of the conv weight in
the temporal dimension. Fast path this, to avoid adding zeros that
then just evaporate in convoluton math but cost computation.
2026-01-23 19:56:14 -05:00
comfyanonymous
9cf299a9f9
Make regular empty latent node work properly on flux 2 variants. ( #12050 )
2026-01-23 19:50:48 -05:00
ComfyUI Wiki
e89b22993a
Support ModelScope-Trainer/DiffSynth LoRA format for Flux.2 Klein models ( #12042 )
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2026-01-23 15:27:49 -05:00
Jukka Seppänen
55bd606e92
LTX2: Refactor forward function for better VRAM efficiency and fix spatial inpainting ( #12046 )
...
* Disable timestep embed compression when inpainting
Spatial inpainting not compatible with the compression
* Reduce crossattn peak VRAM
* LTX2: Refactor forward function for better VRAM efficiency
2026-01-23 15:26:38 -05:00
Christian Byrne
79cdbc81cb
feat: Improve ResizeImageMaskNode UX with tooltips and search aliases ( #12040 )
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- Add search_aliases for discoverability: resize, scale, dimensions, etc.
- Add node description for hover tooltip
- Add tooltips to all inputs explaining their behavior
- Reorder options: most common (scale dimensions) first, most technical (scale to multiple) last
Addresses user feedback that 'resize' search returned nothing useful and
options like 'match size' and 'scale to multiple' were not self-explanatory.
2026-01-22 22:04:27 -08:00
comfyanonymous
f443b9f2ca
Revert "feat: Improve ResizeImageMaskNode UX with tooltips and search aliases…" ( #12038 )
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This reverts commit 4e3038114a .
2026-01-22 23:02:37 -05:00
Christian Byrne
4e3038114a
feat: Improve ResizeImageMaskNode UX with tooltips and search aliases ( #12013 )
...
- Add search_aliases for discoverability: resize, scale, dimensions, etc.
- Add node description for hover tooltip
- Add tooltips to all inputs explaining their behavior
- Reorder options: most common (scale dimensions) first, most technical (scale to multiple) last
Addresses user feedback that 'resize' search returned nothing useful and
options like 'match size' and 'scale to multiple' were not self-explanatory.
2026-01-22 18:46:55 -08:00
Christian Byrne
bbb8864778
add search aliases to all nodes ( #12035 )
...
* feat: Add search_aliases field to node schema
Adds `search_aliases` field to improve node discoverability. Users can define alternative search terms for nodes (e.g., "text concat" → StringConcatenate).
Changes:
- Add `search_aliases: list[str]` to V3 Schema
- Add `SEARCH_ALIASES` support for V1 nodes
- Include field in `/object_info` response
- Add aliases to high-priority core nodes
V1 usage:
```python
class MyNode:
SEARCH_ALIASES = ["alt name", "synonym"]
```
V3 usage:
```python
io.Schema(
node_id="MyNode",
search_aliases=["alt name", "synonym"],
...
)
```
## Related PRs
- Frontend: Comfy-Org/ComfyUI_frontend#XXXX (draft - merge after this)
- Docs: Comfy-Org/docs#XXXX (draft - merge after stable)
* Propagate search_aliases through V3 Schema.get_v1_info to NodeInfoV1
* feat: add SEARCH_ALIASES for core nodes (#12016 )
Add search aliases to 22 core nodes in nodes.py to improve node discoverability:
- Checkpoint/model loaders: CheckpointLoader, DiffusersLoader
- Conditioning nodes: ConditioningAverage, ConditioningSetArea, ConditioningSetMask, ConditioningZeroOut
- Style nodes: StyleModelApply
- Image nodes: LoadImageMask, LoadImageOutput, ImageBatch, ImageInvert, ImagePadForOutpaint
- Latent nodes: LoadLatent, SaveLatent, LatentBlend, LatentComposite, LatentCrop, LatentFlip, LatentFromBatch, LatentUpscale, LatentUpscaleBy, RepeatLatentBatch
* feat: add SEARCH_ALIASES for image, mask, and string nodes (#12017 )
Add search aliases to nodes in comfy_extras for better discoverability:
- nodes_mask.py: mask manipulation nodes
- nodes_images.py: image processing nodes
- nodes_post_processing.py: post-processing effect nodes
- nodes_string.py: string manipulation nodes
- nodes_compositing.py: compositing nodes
- nodes_morphology.py: morphological operation nodes
- nodes_latent.py: latent space nodes
Uses search_aliases parameter in io.Schema() for v3 nodes.
* feat: add SEARCH_ALIASES for audio and video nodes (#12018 )
Add search aliases to audio and video nodes for better discoverability:
- nodes_audio.py: audio loading, saving, and processing nodes
- nodes_video.py: video loading and processing nodes
- nodes_wan.py: WAN model nodes
Uses search_aliases parameter in io.Schema() for v3 nodes.
* feat: add SEARCH_ALIASES for model and misc nodes (#12019 )
Add search aliases to model-related and miscellaneous nodes:
- Model nodes: nodes_model_merging.py, nodes_model_advanced.py, nodes_lora_extract.py
- Sampler nodes: nodes_custom_sampler.py, nodes_align_your_steps.py
- Control nodes: nodes_controlnet.py, nodes_attention_multiply.py, nodes_hooks.py
- Training nodes: nodes_train.py, nodes_dataset.py
- Utility nodes: nodes_logic.py, nodes_canny.py, nodes_differential_diffusion.py
- Architecture-specific: nodes_sd3.py, nodes_pixart.py, nodes_lumina2.py, nodes_kandinsky5.py, nodes_hidream.py, nodes_fresca.py, nodes_hunyuan3d.py
- Media nodes: nodes_load_3d.py, nodes_webcam.py, nodes_preview_any.py, nodes_wanmove.py
Uses search_aliases parameter in io.Schema() for v3 nodes, SEARCH_ALIASES class attribute for legacy nodes.
2026-01-22 18:36:58 -08:00
Omri Marom
d7f3241bf6
qwen_image: propagate attention mask. ( #11966 )
2026-01-22 20:02:31 -05:00
comfyanonymous
09a2e67151
Support loading flux 2 klein checkpoints saved with SaveCheckpoint. ( #12033 )
2026-01-22 18:20:48 -05:00
rattus
0fd1b78736
Reduce LTX2 VAE VRAM consumption ( #12028 )
...
* causal_video_ae: Remove attention ResNet
This attention_head_dim argument does not exist on this constructor so
this is dead code. Remove as generic attention mid VAE conflicts with
temporal roll.
* ltx-vae: consoldate causal/non-causal code paths
* ltx-vae: add cache rolling adder
* ltx-vae: use cached adder for resnet
* ltx-vae: Implement rolling VAE
Implement a temporal rolling VAE for the LTX2 VAE.
Usually when doing temporal rolling VAEs you can just chunk on time relying
on causality and cache behind you as you go. The LTX VAE is however
non-causal.
So go whole hog and implement per layer run ahead and backpressure between
the decoder layers using recursive state beween the layers.
Operations are ammended with temporal_cache_state{} which they can use to
hold any state then need for partial execution. Convolutions cache their
inputs behind the up to N-1 frames, and skip connections need to cache the
mismatch between convolution input and output that happens due to missing
future (non-causal) input.
Each call to run_up() processes a layer accross a range on input that
may or may not be complete. It goes depth first to process as much as
possible to try and digest frames to the final output ASAP. If layers run
out of input due to convolution losses, they simply return without action
effectively applying back-pressure to the earlier layers. As the earlier
layers do more work and caller deeper, the partial states are reconciled
and output continues to digest depth first as much as possible.
Chunking is done using a size quota rather than a fixed frame length and
any layer can initiate chunking, and multiple layers can chunk at different
granulatiries. This remove the old limitation of always having to process
1 latent frame to entirety and having to hold 8 full decoded frames as
the VRAM peak.
2026-01-22 16:54:18 -05:00
Terry Jia
8490eedadf
add ply & 3dgs format in 3d node ( #11474 )
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2026-01-22 09:46:56 -08:00
Alexander Piskun
72f6be1690
chore(api-nodes): rename BriaImage and OpenAIGImage nodes ( #12022 )
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2026-01-21 23:42:04 -08:00
Jukka Seppänen
16b9aabd52
Support Multi/InfiniteTalk ( #10179 )
...
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* re-init
* Update model_multitalk.py
* whitespace...
* Update model_multitalk.py
* remove print
* this is redundant
* remove import
* Restore preview functionality
* Move block_idx to transformer_options
* Remove LoopingSamplerCustomAdvanced
* Remove looping functionality, keep extension functionality
* Update model_multitalk.py
* Handle ref_attn_mask with separate patch to avoid having to always return q and k from self_attn
* Chunk attention map calculation for multiple speakers to reduce peak VRAM usage
* Update model_multitalk.py
* Add ModelPatch type back
* Fix for latest upstream
* Use DynamicCombo for cleaner node
Basically just so that single_speaker mode hides mask inputs and 2nd audio input
* Update nodes_wan.py
2026-01-21 23:09:48 -05:00
Jukka Seppänen
245f6139b6
More targeted embedding_connector loading for LTX2 text encoder ( #11992 )
...
Reduces errors
2026-01-21 23:05:06 -05:00
Jukka Seppänen
3365ad18a5
Support LTX2 tiny vae (taeltx_2) ( #11929 )
2026-01-21 23:03:51 -05:00
Jedrzej Kosinski
f09904720d
Fix for edge case of EasyCache when conditionings change during a sampling run (like with timestep scheduling) ( #12020 )
2026-01-21 23:01:35 -05:00
comfyanonymous
abe2ec26a6
Support the Anima model. ( #12012 )
2026-01-21 19:44:28 -05:00
Christian Byrne
bdeac8897e
feat: Add search_aliases field to node schema ( #12010 )
...
* feat: Add search_aliases field to node schema
Adds `search_aliases` field to improve node discoverability. Users can define alternative search terms for nodes (e.g., "text concat" → StringConcatenate).
Changes:
- Add `search_aliases: list[str]` to V3 Schema
- Add `SEARCH_ALIASES` support for V1 nodes
- Include field in `/object_info` response
- Add aliases to high-priority core nodes
V1 usage:
```python
class MyNode:
SEARCH_ALIASES = ["alt name", "synonym"]
```
V3 usage:
```python
io.Schema(
node_id="MyNode",
search_aliases=["alt name", "synonym"],
...
)
```
## Related PRs
- Frontend: Comfy-Org/ComfyUI_frontend#XXXX (draft - merge after this)
- Docs: Comfy-Org/docs#XXXX (draft - merge after stable)
* Propagate search_aliases through V3 Schema.get_v1_info to NodeInfoV1
2026-01-21 15:36:02 -08:00
Alexander Piskun
451af70154
fix(api-nodes-Vidu): allow passing up to 7 subjects in Vidu Reference node ( #12002 )
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2026-01-21 04:03:45 -08:00