Deep Mehta
15a23ad5f6
fix: generalize self-inequality check, fail-closed canonicalization
...
Address review feedback from guill:
- Rename _contains_nan to _contains_self_unequal, use not (x == x)
instead of math.isnan to catch any self-unequal value
- Remove Unhashable and repr() fallbacks from _canonicalize; raise
ValueError for unknown types so _serialize_cache_key returns None
and external caching is skipped (fail-closed)
- Update tests for renamed function and new fail-closed behavior
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 18:32:03 -08:00
Deep Mehta
8ed3386d3b
refactor: move public types to comfy_api, eager provider snapshot
...
Address review feedback:
- Move CacheProvider/CacheContext/CacheValue definitions to
comfy_api/latest/_caching.py (source of truth for public API)
- comfy_execution/cache_provider.py re-exports types from there
- Build _providers_snapshot eagerly on register/unregister instead
of lazy memoization in _get_cache_providers
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 18:19:23 -08:00
Deep Mehta
c73e3c9619
fix: add usage example to Caching class, remove pickle fallback
...
- Add docstring with usage example to Caching class matching the
convention used by sibling APIs (Execution.set_progress, ComfyExtension)
- Remove non-deterministic pickle fallback from _serialize_cache_key;
return None on JSON failure instead of producing unretrievable hashes
- Move cache_provider imports to top of execution.py (no circular dep)
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 17:41:51 -08:00
Deep Mehta
66ad9937c8
Merge branch 'master' into feat/cache-provider-api
2026-03-03 17:38:01 -08:00
Deep Mehta
26f34d8642
style: align documentation with codebase conventions
...
Strip verbose docstrings and section banners to match existing minimal
documentation style used throughout the codebase.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 17:24:07 -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
Deep Mehta
311a2d59e4
chore: remove cloud-specific language from cache provider API
...
Make all docstrings and comments generic for the OSS codebase.
Remove references to Kubernetes, Redis, GCS, pods, and other
infrastructure-specific terminology.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 16:52:08 -08:00
Deep Mehta
33a0cc2885
fix: add sync get_local/set_local for graph traversal
...
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ExecutionList in graph.py calls output_cache.get() and .set() from
sync methods (is_cached, cache_link, get_cache). These cannot await
the now-async get/set. Add get_local/set_local that bypass external
providers and only access the local dict — which is all graph
traversal needs.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 16:27:24 -08:00
Deep Mehta
c50f02c763
fix: use _-prefixed imports in _notify_prompt_lifecycle
...
The lifecycle notification method was importing the old non-prefixed
names (has_cache_providers, get_cache_providers, logger) which no
longer exist after the API cleanup.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 15:13:06 -08:00
Deep Mehta
f5c5ff5c56
Merge remote-tracking branch 'origin/master' into feat/cache-provider-api
2026-03-03 15:11:17 -08:00
comfyanonymous
f719a9d928
Adjust memory usage factor of zeta model. ( #12746 )
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2026-03-03 17:35:22 -05:00
Deep Mehta
04097e6902
fix: address coderabbit review feedback
...
- Add try/except to _build_context, return None when hash fails
- Return None from _serialize_cache_key on total failure (no id()-based fallback)
- Replace hex-like test literal with non-secret placeholder
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 13:04:10 -08:00
Deep Mehta
da514866d6
fix: remove unused imports (ruff) and update tests for internal API
...
- Remove unused CacheContext and _serialize_cache_key imports from
caching.py (now handled by _build_context helper)
- Update test_cache_provider.py to use _-prefixed internal names
- Update tests for new CacheContext.cache_key_hash field (str)
- Make MockCacheProvider methods async to match ABC
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 12:51:23 -08:00
Deep Mehta
4cbe4fe4c7
refactor: async CacheProvider API + reduce public surface
...
- Make on_lookup/on_store async on CacheProvider ABC
- Simplify CacheContext: replace cache_key + cache_key_bytes with
cache_key_hash (str hex digest)
- Make registry/utility functions internal (_prefix)
- Trim comfy_api.latest.Caching exports to core API only
- Make cache get/set async throughout caching.py hierarchy
- Use asyncio.create_task for fire-and-forget on_store
- Add NaN gating before provider calls in Core
- Add await to 5 cache call sites in execution.py
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-03 12:34:25 -08:00
rattus
174fd6759d
main: Load aimdo after logger is setup ( #12743 )
...
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
---------
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 )
...
* 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 )
...
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
comfyanonymous
94f1a1cc9d
Limit overlap in image tile and combine nodes to prevent issues. ( #12688 )
2026-02-27 20:16:24 -05:00
rattus
e721e24136
ops: implement lora requanting for non QuantizedTensor fp8 ( #12668 )
...
Allow non QuantizedTensor layer to set want_requant to get the post lora
calculation stochastic cast down to the original input dtype.
This is then used by the legacy fp8 Linear implementation to set the
compute_dtype to the preferred lora dtype but then want_requant it back
down to fp8.
This fixes the issue with --fast fp8_matrix_mult is combined with
--fast dynamic_vram which doing a lora on an fp8_ non QT model.
2026-02-27 19:05:51 -05:00
Reiner "Tiles" Prokein
25ec3d96a3
Class WanVAE, def encode, feat_map is using self.decoder instead of self.encoder ( #12682 )
2026-02-27 19:03:45 -05:00
Christian Byrne
1f1ec377ce
feat: add ResolutionSelector node for aspect ratio and megapixel-based resolution calculation ( #12199 )
...
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Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-02-27 09:13:57 -08:00
pythongosssss
0a7f8e11b6
fix torch.cat requiring inputs to all be same dimensions ( #12673 )
2026-02-27 08:13:24 -08:00
vickytsang
35e9fce775
Enable Pytorch Attention for gfx950 ( #12641 )
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2026-02-26 20:16:12 -05:00
Jukka Seppänen
c7f7d52b68
feat: Support SDPose-OOD ( #12661 )
2026-02-26 19:59:05 -05:00
rattus
08b26ed7c2
bug_report template: Push harder for logs ( #12657 )
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We get a lot od bug reports without logs, especially for performance
issues.
2026-02-26 18:59:24 -05:00
fappaz
b233dbe0bc
feat(ace-step): add ACE-Step 1.5 lycoris key alias mapping for LoKR #12638 ( #12665 )
2026-02-26 18:19:19 -05:00
comfyanonymous
3811780e4f
Portable with cu128 isn't useful anymore. ( #12666 )
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Python Linting / Run Ruff (push) Waiting to run
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Execution Tests / test (macos-latest) (push) Waiting to run
Execution Tests / test (ubuntu-latest) (push) Waiting to run
Execution Tests / test (windows-latest) (push) Waiting to run
Test server launches without errors / test (push) Waiting to run
Unit Tests / test (macos-latest) (push) Waiting to run
Unit Tests / test (ubuntu-latest) (push) Waiting to run
Unit Tests / test (windows-2022) (push) Waiting to run
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Users should either use the cu126 one or the regular one (cu130 at the moment)
The cu128 portable is still included in the latest github release but I will stop including it as soon as it becomes slightly annoying to deal with. This might happen as soon as next week.
2026-02-26 17:12:29 -05:00
comfyanonymous
3dd10a59c0
ComfyUI v0.15.1
2026-02-26 15:59:22 -05:00
ComfyUI Wiki
88d05fe483
chore: update workflow templates to v0.9.4 ( #12664 )
2026-02-26 15:52:45 -05:00
Alexander Piskun
fd41ec97cc
feat(api-nodes): add NanoBanana2 ( #12660 )
2026-02-26 15:52:10 -05:00